key: cord-293717-j4w6mq0f authors: meza, herbert tejada; lambea gil, álvaro; saldaña, agustín sancho; martínez-zabaleta, maite; juez, patricia de la riva; martínez, elena lópez-cancio; apilánez, maría castañón; isasi, maría herrera; enguita, juan marta; alfonso, mercedes de lera; arenillas, juan f; olaizola, jon segurola; fernández, juan josé timiraos; sánchez, joaquín; castellanos-rodrigo, mar; roel, alexia; menéndez, ignacio casado; freijo, mar; rodriguez, alain luna; portilla, enrique palacio; lópez, yésica jiménez; castro, emilio rodríguez; rivas, susana arias; garcía, javier tejada; rodríguez, iria beltrán; julián-villaverde, francisco; garcía, maria pilar moreno; trejo-gabriel-galán, josé maría; iñiguez, ana echavarría; juste, carlos tejero; lázaro, cristina pérez; moreno, javier marta; on behalf of the nordictus investigators, title: impact of covid-19 outbreak on ischemic stroke admissions and in-hospital mortality in north-west spain date: 2020-06-26 journal: int j stroke doi: 10.1177/1747493020938301 sha: doc_id: 293717 cord_uid: j4w6mq0f background and purpose: spain has been one of the countries heavily stricken by covid-19. but this epidemic has not affected all regions equally. we analyzed the impact of the covid-19 pandemic on hospital stroke admissions and in-hospital mortality in tertiary referral hospitals from north-west spain. methods: spanish multicenter retrospective observational study based on data from tertiary hospitals of the nordictus network. we recorded the number of patients admitted for ischemic stroke between 30 december 2019 and 3 may 2020, the number of ivt and evt procedures, and in-hospital mortality. results: in the study period, 2737 patients were admitted with ischemic stroke. there was a decrease in the weekly mean admitted patients during the pandemic (124 vs. 173, p<0.001). in-hospital mortality of stroke patients increased significantly (9.9% vs. 6.5%, p = 0.003), but there were no differences in the proportion of ivt (17.3% vs. 16.1%, p = 0.405) or evt (22% vs. 23%, p = 0.504). conclusion: we found a decrease in the number of ischemic stroke admissions and an increase in in-hospital mortality during the covid-19 epidemic in this large study from north-west spain. there were regional changes within the network, not fully explained by the severity of the pandemic in different regions. since the first reported case in early december 2019, severe acute respiratory coronavirus 2 (sars-cov-2) infection, known as coronavirus disease 2019 (covid-19), has become pandemic so rapidly that healthcare systems have been overwhelmed all around the world. [1] [2] [3] in spain, by 16th may, 231,350 cases and 27,650 deaths had been confirmed. 4 many extreme measures have been taken to contain the spread of the disease, such as locking down communities, which could have affected the optimal stroke care. spain has been one of the countries more heavily stricken by sars-cov-2, but this pandemic has not affected all regions equally. while some registered more than 3000 cases per day, others did not reach 120. in this context, there is general uncertainty in spain regarding the real impact of the covid-19 outbreak on hospital stroke admissions. moreover, the necessary measures taken by hospitals, aiming to increase healthcare professionals' protection, and government measures to protect at risk patients from unnecessary admission, may have jeopardized the quality of care provided to stroke patients. we aimed to analyze the impact of the covid-19 pandemic outbreak on hospital ischemic stroke admissions as well as the use of reperfusion therapies and inhospital mortality in tertiary referral hospitals from north-west spain. this spanish multicenter retrospective observational study was based on the nordictus network data. nordictus is a research and innovation network in cerebrovascular diseases that brings together all public hospitals with stroke units in north-west spain, with a global catchment area of 11.5 million inhabitants. according to its territorial division, the spanish state is divided into 17 autonomous communities (ac) and two autonomous cities, both groups being the highest or first-order political and administrative division in the country. ac are divided into 50 total provinces and nordictus covers 23, grouped in 8 ac represented in figure 1 , with the sars-cov-2 seroprevalence in each region by 14th may. sixteen of the 18 referral centers of the network offered their data. during pandemic, none of the participating regions changed its prehospital ischemic stroke care. epidemiological data of covid-19 cases were obtained from the ministry of health, consumer affairs and social welfare. it considers confirmed cases those who have a positive polymerase chain reaction for sars-cov-2. due to a change in the counting system in the ac of galicia, historical data from that administration were obtained from its regional department of health (conselleria de sanidade). 5, 6 study population we reviewed the data from tertiary hospitals of the nordictus network and recorded the number of patients admitted for ischemic stroke between 30 december 2019 and 3 may 2020. we grouped the cases in two periods, according to the setting of the state of emergency in spain (14 march 2020) and considering the start of the covid-19 period as the 11th week (w11) of 2020. we also recorded the number of intravenous (ivt) and endovascular treatments (evt), as well as wake-up strokes or unknown-onset time. finally, in-hospital mortality was recorded and analyzed as the key quality indicator of the stroke care process. sixteen centers from eight different spanish ac participated in this study. we used descriptive statistics to compare the incidence of stroke admissions before and after the setting of the state of emergency in spain, expressed in strokes per week (w) and the differences between the other study variables (ivt, evt, in-hospital mortality, and wake-up strokes or unknown-onset time) in those periods. qualitative variables are described using counts and percentages, and continuous quantitative variables as means with standard deviation and medians with interquartile ranges when necessary. comparisons between groups were made using chi-square tests for comparing categorical variables and the student test or mann-whitney u test for continuous variables; p values < 0.05 were considered statistically significant. statistical analysis was performed with spss statistics 20. the study was approved by the local ethics committee of each participating center. treatment of every data obtained in the registry was done following the spanish data protection law (data protection and digital rights guarantee act). in total, 2737 patients with ischemic stroke (male 1476, 53.5%; average age 73.5 years, sd ae 6.0) were attended to any of the hospitals participating in the study between 30 december 2019 and 3 may 2020. table 1 shows global and specific results for each hospital and grouped by regions. globally, there was a weekly average of 173 (iqr (interquartile range) 171.0-178.5) ischemic stroke admissions before the setting of the state of emergency against 124 (iqr 114.8-134.3) afterward (p < 0.001) ( table 1 ). this drop in stroke cases occurred progressively from week 11 (w11, 9-15th march), persisting over time despite the decrease in confirmed cases of covid-19, but it did not occur homogeneously in each hospital; the reduction was only significant in 6 out of 16 centers (table 1, figure 2 ). there were no differences in the proportion of ischemic stroke undergoing ivt (17.3% vs. 16.1%, p ¼ 0.405) or evt (22% vs. 23%, p ¼ 0.504) during the pandemic or in the proportion of wake-up/ unknown-onset strokes (39.4% vs. 39.1%, p ¼ 0.887). in-hospital mortality of stroke patients increased significantly during the covid-19 pandemic (6.5% vs. 9.9%, p ¼ 0.003) ( table 1 ). this study demonstrates a decrease in stroke admissions and an increase in stroke mortality during the covid-19 pandemic across 16 centers within the nordictus network including arago´n, asturias, cantabria, castilla y leo´n, euskadi, galicia, la rioja, and navarra in north-west spain. on 14 march 2020, the government of spain implemented extraordinary measures to control viral transmission, restricting free mobility over the entire country equally. this was reinforced from 31st march to 11th april, with essential workers the only ones allowed to leave their homes. these restrictions have been maintained until 4th may (w18). since then, there has been a gradual return to normal by stages and which has varied between provinces. to date, castilla y leo´n is among the territories which maintain the most restrictive measures in spain. a decrease in hospital admissions for ischemic stroke in europe is a situation that has already been referred to in different scientific media, 7-9 but just described in two regional studies. 10, 11 this is the first study of which we are aware describing this phenomenon in hospitals from different regions throughout a wide coverage area in this continent. we found a decrease in the absolute number of ischemic strokes admissions, and although this was observed in all of the hospitals participating in the study, it only reached statistical significance in 6 out of 16 centers. if we group them by ac, the proportion increases so that only three out of eight territories (cantabria, la rioja, and navarra; uni-provincial ac) did not show a significant decrease. the magnitude of the decrease varied markedly between study centers. this varied from a drop in ischemic stroke cases of more than 50%, in three most international journal of stroke, 0(0) affected hospitals compared to a drop of less than 10% drop in the three least affected hospitals (table 1) . in some cases, the variations were seen even despite being in the same ac and apparently with no correlation with the covid-19 cases per week curves for each region ( figure 2 ). one example is the steep decline observed in hospitals from asturias, which was less effected by covid-19 cases than other regions. possible explanations for the decrease in ischemic stroke admissions have been suggested. [10] [11] [12] these include changes in social behavior or attitude, minor non-disabling strokes staying at home, or admission to hospital isolation units where stroke might not be the major issue, or not enough attention being made to diagnose stroke. an argument against small strokes not being referred to hospital is our regional study from arago´n, one of the ac within the nordictus network, in which we did not find a higher proportion of patients with higher nihss or lower aspects compared to the pre-covid period. 10 others speak about a possible real decrease in the incidence of strokes due to a reduction of risk factors such as air pollution. 9, 13 the increase in mortality, above the usual values in our area, 14 could be explained by some of the previously described situations, or others such as fewer minor stroke admissions, increasing the proportion of severe ischemic strokes. it may also reflect an increase in stroke severity in patients with co-existent covid-19 infection. 15 some authors have described a decrease in the number of ivt and evt during this period. 11 we also found this, but with no change in the proportion of treatments performed, similar to the findings of zhao et al., who suggest the drop in the absolute number of ivt and evt cases merely reflects the decline in stroke admissions. 12 to the best of our knowledge, this study offers the biggest european sample to analyze the influence of covid-19 pandemic in ischemic stroke admissions. we found a decrease in the number of ischemic stroke admissions and an increase in in-hospital mortality. healthcare systems should be rapidly adapted to implement systems for covid-19 care, but also to ensure the usual and effective stroke care despite system reorganizations. since stroke is a life-threatening condition, it is important not to neglect the usual level of stroke care regardless of the difficult situation derived from the covid-19 pandemic. our study has some limitations. the main limitation is inherent to its retrospective, observational nature. besides, we did not investigate the incidence of virus infection among patients with stroke or whether it affected stroke outcomes. we did not obtain other stroke characteristics that could help to analyze the causes of the increasing mortality. second, although we analyzed data from sixteen hospitals with stroke units belonging to eight ac from the north of spain, some ischemic strokes in the region are not admitted to these hospitals but instead to small hospitals without stroke units. however, due to their role as reference centers and as the hospitals with the highest volume of stroke patients in the area, we believe our data give a valid representation of the impact of covid-19 in ischemic stroke over the whole region. finally, our results might not be extrapolated to other countries or regions with different stroke care protocols and different social and healthcare responses to the covid-19 pandemic. who declares covid-19 a pandemic covid-19 -navigating the uncharted covid-19: doctors are told not to perform cpr on patients in cardiac arrest datos agregados notificados por las xunta de galiza. datos de notifi-cacio´n de casos en galicia likely increase in the risk of death or disability from stroke during the covid-19 pandemic stroke care at the time of covid-19 outbreak express: covid-19 and stroke -a global world stroke organization perspective ischaemic stroke in the time of coronavirus disease impact of the covid-19 outbreak on acute stroke pathways -insights from the alsace region in france impact of the covid-19 epidemic on stroke care and potential solutions. stroke. epub ahead of print 20 the baffling case of ischemic stroke disappearance from the casualty department in the covid-19 era a set of care quality indicators for stroke management brain ischemic and hemorrhagic complications of covid-19 the author(s) declared the following potential conflicts of interest with respect to the research, authorship, and/or publication of this article: jf arenillas reports having received honoraria as speaker/consultant for the following companies: bi, pfizer, daiichi, bayer, amgen, and medtronic. e palacio portilla reports having received honoraria as speaker/consultant for the following companies: esteve, rovi, msd and amgen. the rest of the authors have no conflict of interests. the author(s) received no financial support for the research, authorship, and/or publication of this article. herbert tejada meza https://orcid.org/0000-0002-6506-1037 á lvaro lambea https://orcid.org/0000-0003-1785-9201 juan f arenillas https://orcid.org/0000-0001-7464-6101 jose´marı´a trejo-gabriel-gala´n https://orcid.org/0000-0001-9591-8452 key: cord-281716-e9fo38gy authors: gómez, l.; andrés, s.; sánchez, j.; alonso, j. m.; rey, j.; lópez, f.; jiménez, a. title: relationship between the treatment and the evolution of the clinical course in scouring merino lambs from “la serena” (southwest spain) date: 2008-05-31 journal: small ruminant research doi: 10.1016/j.smallrumres.2008.01.005 sha: doc_id: 281716 cord_uid: e9fo38gy abstract this work investigated the link between the type of treatment and the clinical evolution of lambs suffering from diarrhoea attributed to non-enterotoxigenic escherichia coli. two hundred and forty scouring lambs, and 25 healthy lambs selected as control, were used in this trial. the faecal samples from the scouring lambs were positive to non-enterotoxigenic e. coli. all the scouring lambs received supportive care and they were randomly allotted to two groups of 120 animals (treated group and untreated group). the lambs in the treated group were given two daily doses of 20mg/kg live weight spectinomycin for 3 days, while the other group of lambs (untreated group) did not receive any antibiotic. serum endotoxin was higher in the treated lambs. the combined infection of e. coli + proteus mirabilis was the most frequent microbiological result in the deceased treated lambs, while the only enteric pathogen isolated in the untreated lambs submitted to necroscopy was e. coli. the pathological findings most commonly recorded in the untreated lambs were suggestive of a generalized inflammatory process attributed to colibacilosis, while the lesions in the treated lambs might correspond to an enterotoxoemic process. the overproduction of p. mirabilis might be consequence of the antibiotic treatment and it would be the most probable cause of the endotoxemia, the high mortality rate and the pathological findings in the treated lambs. therefore, a supportive care without antibiotics does not lead to a poorer chance of survival in lambs with diarrhoea attributed to non-enterotoxigenic e. coli. diarrhoea in lambs is a complex, multi-factorial disease involving animal, environment, nutrition and infectious agents. several factors are able to predispose * corresponding author. tel.: +34 927257164; fax: +34 927257110. e-mail address: ajredon@unex.es (a. jiménez). to diarrhoea. flock size, type of facilities, type of breeding, lambing percentage, isolation of campylobacter jejuni, rotavirus spp., coronavirus spp. and salmonella spp. seem to be poorly correlated to lamb mortality. on the contrary, bad cleaning of the lambing areas, continuous lambing periods, accumulation of lambs in the pens, high content of fat, protein and lactose in milk, low serum gamma globulin and total protein in lambs and ewes, and cryptosporidium spp. infection are strongly 0921-4488/$ -see front matter © 2008 elsevier b.v. all rights reserved. doi:10. 1016/j.smallrumres.2008.01.005 linked to lamb mortality (muñoz et al., 1996; . it has been stated that some factors could affect the survival chance of the animals suffering from this disorder. the effect of endotoxemia is particularly important, as a relationship has been found between the presence of endotoxin in blood and the unfavourable prognosis of the scouring syndrome . this piece of research investigated the possible relationship among the type of treatment, the evolution of the clinical course and the severity of the pathological findings in lambs severely affected by diarrhoea. eighteen extensive sheep farms with previous history of high lamb losses attributed to scouring were randomly selected for this experiment. at the time of the trial all the flocks presented natural outbreaks of diarrhoea affecting lambs in the first 2 weeks of life, with a prevalence of 20-80%. the farms were located in the same geographical area (la serena, southwest spain) and they were managed under similar health, nutrition and husbandry practices. on each of the 18 farms, lambs were examined to identify "scouring lambs" with active diarrhoea, fever, tachypnea, dullness and a dehydration of 5-10%. the number of lambs selected in each farm was proportional to the prevalence of the scouring syndrome in the flock, with a total of 240 lambs with diarrhoea included in the study. at the time of the first physical examination samples of faeces were taken from the rectum of the lambs using sterile culture swabs (eurotubo ® , iasa, barcelona, spain). the scouring lambs received 400 ml of an intravenous ringer lactate solution (solución ringer lactato ® , braun, barcelona, spain) initially, and then they were rehydrated as many times as necessary. after 24 h, once the etiological diagnosis was known, half of the patients were treated with two daily doses of 20 mg/kg live weight spectinomycin for 3 days (spectamporcelet ® , ceva, barcelona, spain) and an oral dose of 0.07 mg/kg live weight halofuginone (halocur ® , intervet, spain) once a day for 3 days, while the rest of the animals only received halofuginone. all the animals were under veterinary supervision. experienced teams of observers monitored lambs at regular intervals to assess the outcome of treatment. during this period the lambs with unfavourable evolution were submitted to a final clinical examination and 2.5 ml blood were withdrawn from the jugular vein of each lamb into sterile clotting, edta and 3.2% trisodium citrate tubes (eurotubo ® , iasa, spain). at the same time, a certain number of healthy lambs in each farm, 25 in total (control group), were selected and sampled for comparison of the levels of endotoxin and fibrinogen in blood. then, the deceased lambs were submitted to necroscopy and further pathological and microbiological studies. blood samples were processed for serum and plasma separation. serum samples were assayed for endotoxin with the chromogenic lal test according to the manufacturer's instructions (chromogenic lal lysate test qcl 1000 ® , cambrex iberia products, barcelona, spain) by photometry (shimazdu uv 160 ® , pacisa, barcelona, spain). plasma fibrinogen was measured with a fibrinogen assay kit (thrombin 200, pacific hemostasis, huntersville, usa) in an automatic coagulometer (clot 1, pacisa, barcelona, spain). the lambs were examined post-mortem for gross evidence of disease and samples were taken from central nervous system (cns), lungs, liver, spleen, kidneys, abomasum, jejunum and mesenteric lymph glands for pathological and microbiological analysis. tissues for pathological study were fixed in 4% buffered formaldehyde solution by standard paraffinembedding methods. five micrometers thick sections were cut and treated with haematoxylin and eosin. the infectious agents involved in scouring were investigated by culture in appropriate media, immune assay and pcr. enteric bacteria were cultured on agar macconkey ® (oxoid, madrid, spain) and agar xlt4 ® (merck, barcelona, spain). blood agar was used for the anaerobiotic culture of clostridium spp. (blood agar ® , oxoid, spain). brucella agar was used for campylobacter spp. (modified brucella agar ® , oxoid, spain). the cultures were carried out according to the procedures of carter and chengappa (1990 rey et al. (2003) . this method was used to identify virulent e. coli genes (primers and pcr mixture, amersham biosciences, barcelona, spain). after checking the normality of the distribution of data, the differences between the concentrations of endotoxin and fibrinogen in the blood of the lambs in the control, the treated and the untreated groups were tested for statistical significance by using anova. contingency tables and chi-squared test were employed to evaluate the statistical significance of any differences for case fatality rates, finding of enteric pathogens table 1 number of animals in the experiment, case fatality rate, serum endotoxin and plasma fibrinogen levels (mean ± standard error) in the lambs from the treated and untreated groups number of lambs scouring (n = 240) control lambs (n = 25) treated lambs (n = 120) untreated lambs (n = 120) serum endotoxin level (ng/ml) 0.14 ± 0.01 a 0.48 ± 0.01 b 0.31 ± 0.12 c plasma fibrinogen level (mg/dl) 114 ± 15 a,* 801 ± 92 b 723 ± 65 b case fatality rate (%) 68.3 a 17.5 b a, b and c mean with different letters in each row are significantly different (p < 0.05, *p < 0.001). faecal cultures from all the scouring lambs in all the farms (n = 240) were positive for e. coli and most of them for cryptosporidium spp. however, pcr assays yielded negative results for enterotoxigenic or verotoxigenic e. coli strains and for rotavirus, coronavirus and salmonella. c. jejuni was isolated only in one farm. the results of case fatality rate (%), serum endotoxin level (ng/ml) and concentration of fibrinogen (mg/dl) in plasma in the different groups of lambs are displayed in table 1 . the first two parameters were significantly higher (p < 0.05) in the treated lambs. however, no difference was found for plasma fibrinogen level between the treated and the untreated group. the occurrence of the main pathological findings in the treated and untreated deceased lambs is shown in table 2 . the patients in both groups presented some common pathological findings, as catarrhal gastroenteritis and the typical reactivity pictures in the lymphoid organs, with enlargement and hyperplasia. nevertheless, certain lesions in other systems appeared with different incidence in the two groups. the results of the microbiological study from the samples obtained at the necroscopy revealed the presence of e. coli, proteus spp. and, scarcely, cryptosporidium spp. the frequency of mixed infections of e. coli and proteus spp. is indicated in table 2 . in this trial the main enteric pathogens in the scouring lambs were cryptosporidium spp. and e. coli. the role of these agents in the production of diarrhoea in young small ruminants has been stated in this region (muñoz et al., 1996) and worldwide (matthews, 1999) . the concentration of endotoxin in the lambs in the two groups of scouring lambs was significantly higher than in the control group (table 1) . the level of endotoxin in the serum of the control lambs was similar to that reported for healthy horses (barton and collatos, 1999) , human blood donors (nadhazi et al., 2002) and lambs . the lambs in the treated and untreated groups presented levels of serum endotoxin comparable to those found in horses affected by colic (barton and collatos, 1999) and in human patients suffering from septic shock (danner et al., 1991) . plasma fibrinogen is an acute phase hepatic protein. it is an indicator of occult inflammatory disorder in ruminants; the greater the magnitude of its increase, the greater the magnitude of inflammation (kramer, 2000) . the concentrations of fibrinogen in the treated and the untreated lambs were significantly higher than in the control lambs (table 1 ). this is indicative of a severe inflammatory process. many lambs in the two groups presented catarrhal gastroenteritis and enlargement of the lymphoid organs, as reported in lambs suffering from scouring syndromes related to the same aetiology (barker and van dreumel, 1985) . the pathological findings recorded with a significantly higher frequency in the untreated lambs ( table 2) were suggestive of a generalized inflammatory process attributed to colibacilosis, which is characterized by meningoencephalitis, interstitial pneumonia, perivascular hepatitis and interstitial nephritis (barker and van dreumel, 1985) . the pathological findings registered more commonly in the treated lambs (table 2 ) might correspond to an enterotoxemic process. the inflammation of the intestine attributed to e. coli would cause an ischemic injury to the digestive mucous barrier. in this instance, large quantities of endotoxin would be absorbed from the intestine, overwhelming the detoxifying ability of the liver and increasing the concentration of endotoxin in the peripheral circulation (king and gerring, 1988; haussman et al., 2000) . the presence of toxins in the organs would be responsible of the cell degeneration (haussman et al., 2000) , as suggested by the significantly higher concentration of endotoxin in the plasma of the treated lambs (table 1) . as indicated by the low frequency of isolation of cryptosporidium spp. in the lambs submitted to necroscopy, the treatment with halofuginone was highly effective, as it has been reported in calves (lefay et al., 2001) . the combined infection of e. coli + p. mirabilis had a higher incidence in the treated lambs (table 2) , while the only enteric pathogen isolated in the untreated lambs was e. coli. this finding might be associated to the effect of the antibiotic treatment. spectinomycin is a bacteriostatic antibiotic that inhibits protein synthesis in susceptible bacteria by binding to the 30s ribosomal unit (plumb, 1995) . the efficacy of antibiotic treatment against e. coli (hodgson et al., 1999) and the resistance of p. mirabilis against antibiotics in several circumstances (dance et al., 1987) have been reported. this could indicate that the treatment with spectinomycin could have limited the growing of e. coli in the patients from the treated group and it would have permitted the overproduction of p. mirabilis. p. mirabilis is able to produce endotoxin that can impair diverse biological functions through several mechanisms, as the alteration of platelet activity (saluk-juszczak et al., 2007) . in the treated lambs the concentration of endotoxin in serum was significantly higher than in the untreated group (table 1 ). this concentration was around 0.50 ng/ml, the point beyond survival chance is null ; while untreated lambs showed results below this limit. this could explain the significant difference in the mortality rate between the two groups (table 1 ). it could support as well the pathological findings of the spectinomycin-treated lambs lost by diarrhoea. the proliferation of p. mirabilis, the elevated endotoxin concentration, the higher mortality rate and the pathological findings in the treated group appeared to be related to the antibiotic treatment. therefore, it might be considered that, under the management and husbandry conditions of this trial, a supportive care without antibiotics would not lead to a poorer chance of survival in lambs with diarrhoea attributed to non-enterotoxigenic e. coli. another important benefit related to the reduction in the use of antibiotics would be the decrease of residues in meat. evaluation of some etiological factors predisposing to diarrhoea in lambs in the alimentary system tumor necrosis factor and interleukin-6 activity and endotoxin concentration in peritoneal fluid and blood in horses with acute abdominal disease enterobacteria a hospital outbreak caused by a chlorhexidine and antibiotic-resistant proteus mirabilis endotoxemia in human septic shock gel clot lal assay in the initial management of peritoneal dialysis with peritonitis: a retrospective study efficacy of a single dose of oral antibiotic given within two hours of birth in preventing watery mouth disease and illthriff in colostrums-deficient lambs evaluation of endotoxemia in the prognosis and treatment of scouring merino lambs detection of endotoxin in cases of equine colic normal haematology of cattle, sheep and goats efficacy of halofuginone lactate in the prevention of cryptosporidiosis in suckling calves g-stat 2.0 user's guide. department of biometry glaxo smithkline diseases of the goat role of enteric pathogens in the aetiology of neonatal diarrhoea in lambs and goat kids in spain plasma endotoxin level of healthy donors veterinary drug handbook serotypes, phage types and virulence genes of shiga-producing escherichia coli isolated from sheep in spain the effect of lipopolysaccharide from proteus mirabilis on the level of the stable end metabolic products of nitric oxide in blood platelets this work has been supported by the "department of education, science and technology, regional government" and "european funds for regional development" (project 2pr03b024). key: cord-343685-iq3njzoi authors: martin-olalla, j. m. title: age disaggregation of crude excess deaths during the 2020 spring covid-19 outbreak in spain and netherlands date: 2020-08-07 journal: nan doi: 10.1101/2020.08.06.20169326 sha: doc_id: 343685 cord_uid: iq3njzoi spanish and dutch official records of mortality and population during the 21st century are analyzed to determine the age specific crude death rate in the 2020 spring covid-19 outbreak. excess death rate increases exponentially with age showing a doubling time [5.0,5.6]a (spain) and [3.9,6.7]a (netherlands), roughing doubling every five years of increase in age.the effective infection fatality rate in spain also shows this doubling time. statistically significant mortality increase is noted above 45a (spain) and 60a (netherlands). a statistically significant increase of mortality is also noted in spain for the youngest age group. the illness designated covid-19 caused by the severe acute respiratory syndrome coronavirus 2 (sars-cov-2) caught worldwide attention since its identification in late 2019 [1] . spain is one of the european countries most impacted by the disease during the spring of 2020. confirmed covid-19 cases climbed up to several hundred thousands -some few thousands per one million population-and confirmed covid-19 deaths to some 28 000 or six hundred deaths per one million population. [2] lock-down measures came into effect on march 16 to help diminishing the outbreak. total excess deaths or crude excess deaths is a key quantity to understand the acute impact of a pandemic [3] . its determination sensibly requires a reference mortality or baseline and a time interval over which the excess is determined. baseline is determined from previous records of mortality. european national statistical institutes and eurostat are doing a great effort in disseminating weekly deaths in europe in the past years. this manuscript takes official records of weekly crude deaths in spain and netherlands during the 21st century and population records to ascertain the impact of the covid-19 in age specific death rates. in april 2020 eurostat set up "an exceptional temporary data collection on total week deaths in order to support the policy and research efforts related to covid-19" [4] . the data collection is disaggregated by sex, five year age group and nuts regions in several countries of the european union and elsewhere. data are provided by national statistical institutes on a voluntary basis. the 2020 weekly deaths still have the flag of "estimate". this manuscript will analyze the age disaggregation in spanish and dutch weekly death rate. the data set is not fully coherent. adding up deaths for every age group does not usually result in a number equal to the total number of weekly deaths included in the catalog. in 2020 total number of weekly deaths is larger than the sum of age grouped weekly deaths by 4 % (spain) and 3 % (netherlands). in a previous pre-print [5] the total (all-age) weekly crude death rate in spain was analyzed and a total excess equal to 1055 death per one million population from w10 to w21 in the year 2020 was reported. the 95 % confidence interval (ci) was [1023, 1087] . age group population values until january 1, 2019 for spain and netherlands were also collected from eurostat demo pjan table. this table disaggregates age year by year which allows to build up five year age groups matching to the weekly death data. linear interpolation was used to compute population a weekly basis. total population values for january 1,2020 can be collected from table ts00001 in eurostat. unluckily there is no age disaggregation. however these figure were obtained in spain from the table 31304 at the instituto nacional de estadística. for the dutch set the last two available shares of population for every age group were used to extrapolate the shares of population in 2020. eurostat requested the national statistical institutes the transmission of "a back series weekly deaths for as many years as possible, recommending as starting point the year 2000". in this manuscript spanish and dutch weekly 2 . cc-by-nc-nd 4.0 international license it is made available under a perpetuity. is the author/funder, who has granted medrxiv a license to display the preprint in (which was not certified by peer review) preprint the copyright holder for this this version posted august 7, 2020. . https://doi.org/10.1101/2020.08.06.20169326 doi: medrxiv preprint deaths will be analyzed from 2001 on-wards. as eurostat points out "a long enough time series is necessary for temporal comparisons and statistical modelling". in age specific analysis the population n is assumed to be a blending, a mixture, or a multicomponent system composed of several age groups of size n i whose behaviour in relation to death is homogeneous under some circumstances. age specific weekly death rate [6] d i is nothing but the ratio between weekly deaths d i within a group i and its population n i . all age specific deaths sum up the total weekly deaths d = i d i . also considering the definition of age specific death rate this can be written as d = i n i × d i from which the total weekly death rate d = d/n can be obtained as d = x i d i where x i = n i /n is the shares of population by age group. total weekly death rate is then the weighted average of age specific death rates. figure 1 shows the age specific weekly crude death rate d i in spain for 19 age groups (color from a gradient palette) and the total weekly crude death rate d (orange). some interesting points must be remarked. first, in the figure it is clearly perceptible that higher age groups are equally spaced along the y-axis, which is logarithmic. therefore the age specific weekly death rates are distributed exponentially with age and follows the gompertz exponential law [7] d(a) ∝ 2 a/τ , where a is the age and τ is a characteristic age time for which d(a) doubles. this empirical law suggests the predominance of age specific contributions to the cause of death instead of external causes like wars, murders, plagues or the like. one could collapse the lines in figure 1 into a universal age-independent weekly death rate just by scaling weekly death rates with some exponential function whose characteristic time τ is obtained by fitting age specific weekly death rates. however no such scaling would fit to every age group. as an alternative it is useful to look for age specific baselines, which will model the behaviour of weekly death rate back in time. on the second hand and globally speaking, every age specific weekly death rate is decreasing with time in spain. just as an example a thin horizontal line at the level 0.3 % w −1 is plotted to highlight the evolution of the oldest age group. on the contrary the total weekly death rate stands still for nineteen years (see also ref. [5] ). this result can be understood considering two competing phenomena. first the improvements in the public health system which helps decreasing age specific death rates. second, the ageing of population helped by the decrease in fertility rates and by elder people being less prone to die. as a consequence death rates tend to increases simply because population tends to be elder and more prone to die even though at age specific smaller rates. for the specific set up in spain in the 3 . cc-by-nc-nd 4.0 international license it is made available under a perpetuity. is the author/funder, who has granted medrxiv a license to display the preprint in (which was not certified by peer review) preprint the copyright holder for this this version posted august 7, 2020. . past 20 years the resulting total weekly death rate stands still. the ageing of population is perceptible in figure 1 by looking at total weekly death rate in the background of age specific weekly death rates. at the beginning of the 21st century d (orange line) matched to the seven to last age group, which is 60-64. in 2020 it matches to the six to last age group, 65-69. following the ideas in ref. [5] this work will analyze the cumulative weekly death rate from w10 to w21 which, in 2020 means from monday march 2, 2020 to sunday may 24, 2020. in this period of time weekly deaths exhibits an extremely large anomaly in spain (z− score equal to 16) and a moderate anomaly in netherlands (z ∼ 7). the data collection allows to compute deaths recorded in this elapsed time in the past years for every age group. scaling by the group population at the given year gives us the cumulative death rate in this period of time and year. figure 2 shows the results of this statistics grouped by age group and where age specific death rates are plotted against calendar year. every plot contains 19 data points per country. spanish data are displayed by solid blue circles. dutch results, by open black circles. notice that the death rates are shown in their normal scores -the score after sample average is removed and sample is scaled by sample standard deviation-so that every age specific y-axis extends equally. figure 2 also displays in a solid line the linear fitting from 2001 to 2019. the broken lines shows the 95 % confidence (prediction) interval for the residuals of the fit. this lines were extended until 2020 yielding the baseline or reference value of death rate for every age group and its confidence (prediction) interval. as discussed previously every age group displays decreasing values of observed death rates until 2020. it is easily perceived in the figure that every age group older than 45 years in spain showed an observed 2020 death rate outside the confidence interval of the normal behaviour in the previous 19 years. the death rate in 2020 is an outlier from a statistical point of view. the same happens in netherlands above age 55 a. it is unnecessary to collect every pearson's r 2 correlation coefficient or every p-value in these analyses: no age group sustains the null hypothesis of no relationship between age specific death rates and years. the largest recorded p-value is p = 0.0028 but usually p falls below 10 −5 . contrastingly the total death rate in spain and netherlands does sustain the null hypothesis (p = 0.48 and p = 0.87) at the standard level of confidence. it is also worthy to note that the youngest age group also exhibits an increase in 2020, which is equal in both countries. however it is only statistically significant in spain. it could be related to failures in the public health system amidst the strong stress lived in the spring of 2020 or to parents being reluctant to show up at hospital facilities. table 1 and table 2 summarizes the results displayed in figure 2 . the tables first lists the shares of population in 2020 x for every age group. then the observed cumulative death rates o in 2019 and 2020 for the observation period. next group of columns displays the results in figure 2 : first the predicted value or reference r for 2020 followed by the death rate excess e = o − r and three statistics related to it: the 95 % confidence interval, the p −score e/r and the z−score computed as the excess e divided by the standard deviation of the residuals. [8] if the ratio excess death to ci falls below 1 then the ci includes e = 0 suggesting that the excess is not statistically significant: in those cases p -scores and z−scores are not listed. for the sake of clarity the table then lists the excess age specific deaths e × x × n . finally in table 1 last two columns display the results from the nationwide seroprevalence study [9] s and the effective infection fatality rate ifr computed as e/s.[10] to the best of our knowledge there is not a seroprevalence study in netherlands yet. mimicking figure 2 one may think in plotting age specific cumulative death rates as a function of age group for every year in the collection. as an example first two columns of table 1 and table 2 shows a steadily progressive increase with age group. same happens for excess death rates and for ifr in table 1 which perceptibly doubles in every step above group 45-50. indeed such plots would have shown up the gompertz law in these magnitudes as observed in figure 3 (panels a, b and c) . age specific excess death rates (panel c) gives τ = 5.3 a (ci [5.0, 5.6]a) in spain and τ = 4.9 a (ci [3.9, 6.7]a) while ifr in spain shows τ = 5.2 a (ci [4.9, 5.6]a), as suggested by table 1 : the ifr doubles every step in the age group staircase climbing until 42 % for the most aged group. for age specific death rates (panels a and b) the analysis can be extended back to 2001. figure 4 shows the distribution of τ (y) in the past twenty years. errorbars display the confidence interval for τ (y). solid lines display the fitting τ versus y in the range 2001 to 2019 with broken lines showing the confidence interval. spanish characteristic times sustain the null hypothesis (p = 0.77) of non-relationship with calendar year. the observed value in 2020 is τ = 6.3 a, 7 % down from the reference τ = 6.8 a. dutch times do not sustain (p = 0.003). the observed value in 2020 is τ = 6.0 a, 4 % down the predicted value τ = 6.3 a. one of the most striking results is the anomaly observed for first age group -less than five years age-in table 1 and table 2 where it exhibits large p -score and z−score. somehow these scores may be biased by the model and is the author/funder, who has granted medrxiv a license to display the preprint in (which was not certified by peer review) preprint the copyright holder for this this version posted august 7, 2020. figure 2 ): the predicted value r and the excess e = o − r followed by 95 % confidence interval, p −score e/r and the z−score computed as the ratio e to the standard deviation of residuals; and the age specific total deaths (e − r) × x × n . last two columns shows the seroprevalence in the country [9] and the resulting effective age specific infection fatality rate ifr. figure 2 ): the predicted value r and the excess e = o − r followed by 95 % confidence interval, p −score e/r and the z−score computed as the ratio e to the standard deviation of residuals; and the age specific total deaths (e − r) × x × n . . cc-by-nc-nd 4.0 international license it is made available under a perpetuity. is the author/funder, who has granted medrxiv a license to display the preprint in (which was not certified by peer review) preprint the copyright holder for this this version posted august 7, 2020. . https://doi.org/10.1101/2020.08.06.20169326 doi: medrxiv preprint might be unrealistic. nonetheless, panel d in figure 3 shows the ratio of observed age specific death rate in 2020 to observed age specific death rates in 2019 a magnitude which does not depend on modelling. in the panel the increase of mortality in elder groups is clear in spain (above 30 a) and netherlands (above 55 a) peaking at 80 a. the first age group usually gets high mortality rates compared to the following groups due to its specific fragility. this is noted in figure 1 by the lightest coloured age specific death rate in the middle of darker shades starting at 20 × 10 −6 w −1 . in figure 3 the relative increase for the first age group in spain (×1.4) matches to that observed at 60 a and the modelling shows o 20 well outside the predicted range of observations (see figure 2 ). it should also be taken into account that age specific death rate for the first age group matches to that of the 40-45 age group. if the latter is high enough to make its ratio (×1.2) relevant (making a 20 % of increase) then the former is high enough to make its ratio (×1.4) relevant (making a 40 % of increasing, and doubling the impact of the latter). it is out of the scope of this manuscript to address the cause of this striking anomaly. whether this is a direct impact of covid-19 in the youngest age group or an indirect impact due to poor public health responses or to parents reluctant to show up children at hospital for health. either way it is showing the well-known fragility of this age group. is the author/funder, who has granted medrxiv a license to display the preprint in (which was not certified by peer review) preprint the copyright holder for this this version posted august 7, 2020. age specific excess death rates in spain and netherlands during the spring 2020 (w10 to w21) covid-19 outbreak follows gompertz exponential law with doubling times in the range [5.0, 5.6]a (spain) and [3.9, 6.7]a (netherlands) and roughing double every five years. same happens for the effective ifr in spain. this result is not far from the characteristic time observed for age specific death rates in the past twenty years which are 6.8 a (spain) and 6.0 a (netherlands). excess death for the eldest age group climbs to 1.8 % of the population of this group (spain) and 1.9 % (netherlands) which must be added to the usual 3.8 % (spain) and 4.7 % (netherlands) mortality rate for this group in this period of time. the youngest group age also shows the impact of the outbreak with a 40 % increase of mortality rate in spain relative to 2019 after a long standing decrease in the past twenty years. is the author/funder, who has granted medrxiv a license to display the preprint in (which was not certified by peer review) preprint the copyright holder for this this version posted august 7, 2020. the author declares no conflict of interest. every piece of data in this work comes from public collection found in eurostat and the instituto nacional de estadística. a pandemic primer on excess mortality statistics and their comparability across countries this manuscript will print death rates as a number times 10 −6 where the number stands for the mortality per one million population. sometimes rates will be computed per capita and per some unit of time, like a number times 10 −6 a −1 which means per one million population and per year and not "per one million years notice that, however, figure 2 is scaled by the standard deviation of the sample the palette used in figure 1 is named "dense", from cmocean palettes by kristen thyng https://matplotlib. org/cmocean/.jmmo thanks national statistics institutes and eurostat for releasing public records of weekly deaths. jmmo knew of eurostat effort from a tweet posted by kiko llaneras https://twitter.com/kikollan/status/1288830168925188096 on july 30, 2020.this work was not founded. this work was performed using free software running on xubuntu 18.04.1lts. data bases have been imported into gnu octave-4.2.2 (https://www.gnu.org/software/octave/). pictures were developed thanks to gnuplot-5.2.2 (http://www.gnuplot.info/). the manuscript was typeset in gnu emacs-25.2.2 (https: //www.gnu.org/software/emacs/) assisted by auct e x(https://www.gnu.org/software/auctex/). data in pictures and in tables have been exported directly from octave.this project started on july 31, 2020. key: cord-316736-fz1yfhme authors: munoz-navarro, r.; cano-vindel, a.; schmitz, f.; cabello, r.; fernandez-berrocal, p. title: emotional distress and associated sociodemographic risk factors during the covid-19 outbreak in spain date: 2020-05-30 journal: nan doi: 10.1101/2020.05.30.20117457 sha: doc_id: 316736 cord_uid: fz1yfhme background spain is one of the countries that has been most affected by covid-19 disease. however, the emotional distress on the spanish population remains poorly understood. the aim of this study was to determine the presence of emotional disorders and related symptoms and to assess the influence of sociodemographic characteristics on this population. methods we conducted a cross-sectional survey using an online platform. participation was completely voluntary. sociodemographic variables were collected and symptoms of anxiety, depression, and panic were assessed through three questionnaires: generalized anxiety disorder-7 (gad-7), patient health questionnaire-9 (phq-9), and the patient health questionnaire-panic disorder (phq-pd). chi-squared statistics were applied to determine the influence of sociodemographic variables on symptom severity and diagnosis. results most respondents (n=1753) were female (76.8%), with a mean (sd) age of 40.4 (12.9) years; 39.1% were married and 39.5% held a high school degree. severe and moderate symptoms of anxiety and depression were high (6.5% and 14.3%; 9.9% and 12.9%, respectively) and more than one in four participants (25.7%) experienced a panic attack. a high proportion of participants met diagnostic criteria for emotional disorders: 15.3% for gad; 12.2% for mdd; and 17.2% for pd. significant risk factors were as follows: female, young adult, single, unemployed, and low income. conclusion due to limitations related to the study design (convenience sample), the findings of these study may not be applicable to the general population. nonetheless, the high prevalence of emotional symptoms and disorders in this sample suggests that mental health interventions are urgently needed in spain. emotional distress during the covid-19 outbreak in spain experiencing symptoms on most days as specified by one of the first two questions, plus symptoms on four other items. this algorithm was shown to have optimal sensitivity and specificity (.88 and .80) for the diagnosis of mdd in a spanish primary care sample (18) and presented also excelent psychometric properties (19) . the phq-pd is the module that assesses dsm-iv-based panic disorder (pd). we used the validated spanish-language version of this instrument (20), which can be used to screen for panic attacks in the last two weeks, and includes an algorithm for the diagnosis of pd. in this validation study, the screening question yielded a sensitivity score of .83 (specificity = .66) and the modified algorithm of the original version yielded a sensitivity of .77 (specificity = .72) which makes the phq-pd a very useful tool to asses for panic attacks and panic disorder. data stratified by the level of symptoms of depression, anxiety, and panic attacks as well as for the diagnosis (gad, mdd and pd) are presented as numbers and percentages. for symptom severity and diagnoses, chi-squared tests were applied to determine whether sociodemographic variables (gender, age, marital status, educational level, level of income, and employment situation) were differentially associated with levels of symptom severity and the proportion of diagnoses. the spss statistical software version 26.0 (ibm corp) was used to obtain z-values and standardized residuals, and post-hoc tests were performed using chi-squared tests on the squared residuals (df=1). bonferroni correction of the z-values was applied for value greater than +/-1.96 (α = .05). results were reported in the text as: (z-value; p-value). . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 30, 2020. . https://doi.org/10.1101/2020.05.30.20117457 doi: medrxiv preprint emotional distress during the covid-19 outbreak in spain participation was completely voluntary, the survey was anonymous, and confidentiality of all information provided was assured. before starting the survey, all participants were required to read the instructions and provide informed consent and could abandon the survey at any time, for any reason. the study was approved by the clinical research ethics committee of hospital university la fe of valencia. the confidentiality of personal data was protected under the spanish data protection law. table 1 ). ---insert table 1 here --p<.05), the 40-59 year age group (-2.7; p<.001) and finally by the group >=60 years of age (-3.2, p<.01) (see table 2 ). marital status was significant for depression (p<.001) and panic attacks (p<.01). the proportion of married people with inexistent depressive symptoms (5.7; p<.001) was significantly higher than in singles (-5.7; p<.001), with a lower proportion of moderate depressive symptoms (-5,6; p<.001), and less severe depressive symptoms (-2.1; p<.001) than singles (2.1; p<.001). the proportion of married people who experience a panic attach (-3.8; p<.001] was significantly less than that observed in the group of people living with an unmarried partner (3.6; p<.01) (see table 3 ). ---insert table 3 here ---educational level was significant for anxiety (p<.001), depression (p<.001) and panic attacks (p<.01). the proportion of people with a postgraduate degree with inexistent anxiety symptoms (2.6; p<.001) was higher than observed in university graduates (-2.2; p<.05). people with a high school degree presented low levels of mild symptoms (-3.1; p<.001]. postgraduate participants presented a lower proportion of moderate anxiety symptoms (-2.4; p<.01) compared to people with a high school degree (2.5; p<.01). finally, the highest proportion of severe anxiety symptoms was observed among . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. table 3 ). ---insert table 4 here ---income levels were significant for anxiety (p<.001), depression (p<.001) and panic attacks (p<.001). the proportion of people earning more than €60,000 presenting inexistent anxiety symptoms (3.2; p<.001) and mild anxiety symptoms (-2.3; p<.05) was significantly less than people earning between €36.000-60,000 (2.8; p<.01). the latter also presented a lower proportion of moderate anxiety symptoms (-3.9; p<.001) compared to people earning less than €12,000 (2.8; p<.01). finally, people earning €12,000-24,000 presented the highest proportion of severe anxiety symptoms (2.1; p<.001) compared to the lowest proportion observed in those earning €24,000-36,000 (2.2; p<.001). for depressive symptoms, the proportion of people earning < €12,000 with inexistent depressive symptoms (-2.7; p<.001) was less than in those earning €12,000-24,000 (-2.1; p<.01), people earning €36,000-60,000 (3.9; p<.001) and people earning more than €60,000 (2.6; p<.001). further, people earning < €12,000 presented the highest proportion of severe depressive symptoms (3.1; p<.001) compared to those earning between €36,000-60,000 (-2; p<.05) and more than €60,000 (-2.6; p<.001). people earning < €12,000 presented the highest proportion of panic attacks (3.2; p<.01) . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 30, 2020. . https://doi.org/10.1101/2020.05.30.20117457 doi: medrxiv preprint emotional distress during the covid-19 outbreak in spain compared to those earning between €12,000-24,000 (2.7; p<.05), between €24,000-36,000 (-2.1; p<.05) and more than €60,000 (-3; p<.001) (see table 4 ). ---insert table 5 here ---employment status was significant for anxiety (p<.001), depression (p<.001) and panic attacks (p<.01). retired participants presented the highest proportion of inexistent anxiety symptoms (2.6; p<.001) while individuals who had been laid off presented the highest proportion of mild anxiety symptoms (2.5; p<.05). part-time workers (2.2; p<.05) and unemployed not searching for work (2.5; p<.05) presented the highest proportion of moderate anxiety symptoms compared to full-time workers (-2.9; p<.01). no results were found in people that were laid-off (see table 5 ). proportion of people with mental health issues. the prevalence of anxiety and depressive symptoms and panic attacks was high, with 20.8% of participants presenting moderate to severe anxiety symptoms, 22.8% with moderate to severe depressive symptoms and a 25.7% presenting panic attacks. the prevalence of emotional disorders was also high, with 15.2% meeting diagnostic criteria for gad, 12.2% for mdd, and 17.2% for pd. as said, a very recent study conducted in a large sample (n=3480) in spain, reported symptoms of depression, anxiety and ptsd in a 18.7%, 21.6% and 15.8%, respectively (12). this prevalence was somehow higher that in our study, probably after the use of very brief tools like the gad-2 and the phq-2, with only two items, which can lead to some false positives (21) . in our study, the use of levels of symptoms and diagnostics algorithms may offer a more accurate prevalence. in this line, the national health survey, conducted by the spanish ministry of health, reported a prevalence of near 6.7% for anxiety and depression; a 9.1% and 9.2% for female and a 4% and 4.3% for male, respectively (22) . previous research on the prevalence of emotional disorders in the general population in spain has shown that the prevalence of anxiety and mood disorders is 6.2% and 4.4%, respectively (23,24) for panic disorders, one study found a prevalence of 0.8% in europe and 0.6% in spain (24). the prevalence rates observed in the current study are much higher than previous reports, probably because the prevalence in our study is based on screening tools rather than clinical interviews. a more recent study conducted by navarro-mateu et al. (25) in the spanish region of murcia presented prevalence rates for anxiety and mood disorders of 9.7% and 6.6%, respectively. those authors argued that the increase of prevalence was due to stressors such as socioeconomic risks. other studies have shown that the prevalence of emotional disorders rises in response to natural disasters (earthquakes) . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. in terms of the influence of sociodemographic factors, consistent with other published reports (28), we found that several factors were associated with an increased likelihood of presenting symptoms and/or being diagnosed with an emotional disorder: female sex, young age (18-25 years), single, low educational level, unemployed, and low income. our findings show that females appear to be more affected by the current pandemic than males, with a higher prevalence of gad and pd, a finding that is consistent with previous reports (29). nearly one-third of females (29.2%) in our survey reported experiencing a panic attacks, while moderate symptoms of anxiety and depression were also very high (15.8% and 14.6%, respectively) in among females. while no differences in mdd were observed between males and females, a surprisingly high percentage of female-19.8% and 16.5%-presented pd or gad, respectively. navarro-mateu et al. (2017) reported similar higher prevalence rates for women; although the prevalence in our study was considerably larger. we also found that young adults (age18-25) and adults (age 26-39) presented more emotional disorders (gad, mdd and pd) than older people. among young adults, the proportion presenting panic attacks (32.8%), moderate to severe depressive symptoms (36.5%), and moderate to severe anxiety symptoms (29%) were surprisingly high. although the increased prevalence of these disorders in young adults has been previously reported (30), the prevalence rate of emotional disorders in our sample was substantially higher. this finding suggests that it is imperative to implement preventive . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 30, 2020. . https://doi.org/10.1101/2020.05.30.20117457 doi: medrxiv preprint emotional distress during the covid-19 outbreak in spain measures in young adults (31). by contrast, elderly and retired people were the least affected of all the subgroups, perhaps due their experience with previous crises, which may have provided them with adequate coping mechanisms. severe depressive symptoms and pd were more prevalent in singles than in married people and those living with a non-married partner. interestingly, people living with a non-married partner presented higher rates of pd than married people. this could be explained by the fact than being married provides some security in affective and socioeconomic areas. for instance, a study conducted in a large spanish sample (>10,000 participants) examined the influence of gender and partner/marital status with respect to social instability, finding that a poorer mental health status was associated with poor stability among cohabiting women but not among married ones (32). this suggests that marriage can function as a protective factor for stability, especially in times of crisis, which may also explain why single people may be more affected. for level of education, our results indicate that a higher level of education was a protective factor against emotional disorders. we found that university graduates presented higher rates of anxiety than those with a postgraduate educational level, while a higher proportion of people with basic education presented depression and panic disorder compared to postgraduate participants. these findings are consistent with previous research showing that a low educational level may be a risk factor for mental health problems (28). however, it is important to consider that the present study, based on an online survey, was comprised of a large proportion of well-educated people who are also more skilled with new technologies. consequently, our findings may underestimate the true proportion of people in the general population currently suffering from psychological problems. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 30, 2020. . https://doi.org/10.1101/2020.05.30.20117457 doi: medrxiv preprint we also found that low income was a significant risk factor. a family income level of less than €24,000 per year was a risk factor for pd, gad, and mdd. indeed, severe depressive symptoms were more prevalent in people earning less than €12,000, accounting for 15.2% of that group. even more shocking was the high rate of panic attacks among people earning less than €12.000 (nearly 34%) or less than €24,000 finally, employment status was a predictor for emotional disorders, a finding that is related to income level. full-time workers and retired people were less affected by psychological problems than unemployed people, something consistent also with previous research (28). interestingly, no results were found in people that were laid-off, something that could have been expected. the main limitation of this study was the convenience sample, which was l comprised of volunteers through an online survey. overall, the sample was younger and more highly educated than the general population. consequently, the sample is not representative of the general population. in addition, people who were more affected by the crisis may have been more willing to participate in the study. given the likely . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 30, 2020. . https://doi.org/10.1101/2020.05.30.20117457 doi: medrxiv preprint emotional distress during the covid-19 outbreak in spain presence of self-selection effects, it is possible that prevalence rates are biased upwards. however, given the enormity of the potential health and socioeconomic threat posed by the virus, the high prevalence rates observed in this study certainly seem plausible, a finding that is further supported by previous research showing that quarantines can produce negative psychological consequences, including ptsd, confusion, and anger (7). potential stressors during quarantine include quarantine duration, fear of infection, frustration, and boredom, among others. future research should investigate these risk factors and the psychological resources like emotion regulation strategies that may be protective against the onset of emotional disorders (33). the findings of this study represent a call for action in spain and worldwide. our data show a major impact of this global health crisis on mental health and it seems probable that the resulting economic crisis may be even more harmful. as previous research has shown, the 2008 economic crisis had a severe negative impact on mental health in spain (25, 34, 35) . clearly, there is a need to implement preventive and treatment strategies as well as to reinforce health care services in times of crisis. indeed, primary care services should expect a rapid and significant increase in demand due to the increased prevalence of common mental health problems (34,36). unfortunately, the availability of evidence-based psychological treatments for emotional disorders in the primary care setting in spain and globally is scant (37). for this reason, we believe that is essential to reinforce primary care services to help patients with emotional disorders (38). also, preventive strategies (31) should be implemented worldwide in the general population to help address the mental health crisis currently facing the world (27). . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 30, 2020. we thank all the collaborators who kindly helped in the sample recruitment process. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 30, 2020. . more than €60,000 125 7.1 . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 30, 2020. . differences in the determinants of posttraumatic stress disorder and depression after a mass traumatic event post-traumatic stress disorder following disasters: a systematic review the psychological distress and coping styles in the early stages of the 2019 coronavirus disease (covid-19) epidemic in the general mainland chinese population: a web-based survey mental health emotional distress during the covid-19 outbreak in spain primary care setting in spain a computerized version of the patient health questionnaire-4 as an ultra-brief screening tool to detect emotional disorders in primary care resumen metodológico. encuesta nac salud españa use of mental health services in europe: results from the european study of the epidemiology of mental disorders (esemed) project key: cord-146091-kpvxdhcu authors: sanchez-lorenzo, arturo; vaquero-mart'inez, javier; calb'o, josep; wild, martin; santurt'un, ana; lopez-bustins, joan-a.; vaquero, jose-m.; folini, doris; ant'on, manuel title: anomalous atmospheric circulation favored the spread of covid-19 in europe date: 2020-04-26 journal: nan doi: nan sha: doc_id: 146091 cord_uid: kpvxdhcu the current pandemic caused by the coronavirus sars-cov-2 is having negative health, social and economic consequences worldwide. in europe, the pandemic started to develop strongly at the end of february and beginning of march 2020. it has subsequently spread over the continent, with special virulence in northern italy and inland spain. in this study we show that an unusual persistent anticyclonic situation prevailing in southwestern europe during february 2020 (i.e. anomalously strong positive phase of the north atlantic and arctic oscillations) could have resulted in favorable conditions, in terms of air temperature and humidity, in italy and spain for a quicker spread of the virus compared with the rest of the european countries. it seems plausible that the strong atmospheric stability and associated dry conditions that dominated in these regions may have favored the virus's propagation, by short-range droplet transmission as well as likely by long-range aerosol (airborne) transmission. the world is currently undergoing a pandemic associated with the severe acute respiratory syndrome coronavirus 2 (sars-cov-2), which is a new coronavirus first noticed in late 2019 in the hubei province, china 1,2 . the virus has a probable bat 3, 4 origin, and causes the ongoing coronavirus disease 2019 . although it is crucial to find a proper vaccine and medical treatment for this pandemic, it is also relevant to know the main factors controlling the transmission of the virus and disease, including the role of meteorological conditions in the spread of the virus. the world health organization (who) states that robust studies are needed to refine forecasting models and inform public health measures 5 . respiratory virus infections can be transmitted via direct and indirect contact, or by means of particles (droplets or aerosols) emitted after a cough or sneeze or during conversation by an infected person. the large particles (>5 μm diameter) are referred to as respiratory droplets and tend to settle down quickly on the ground, usually within one meter of distance. the small particles (<5 μm in diameter) are referred to as droplet nuclei and are related to an airborne transmission. these particles can remain suspended in the air for longer periods of time and can reach a longer distance from the origin 6 . these small aerosol particles are inhalable and can penetrate all the way down to the alveolar space in the lungs 7 , where cell receptors for some infectious respiratory viruses are located, including the angiotensin converting enzyme ii (ace2) used by sars-cov-2 to infect the individual 3 . airborne transmission has been suggested to play a key role in some diseases like tuberculosis or measles, and even in coronaviruses [8] [9] [10] . a recent study has described that the sars-cov-2 virus can remain viable at least up to 3 hours in airborne conditions 11 . respiratory droplets and aerosols loaded with pathogens can reach distances up to 7-8 meters under some specific conditions such as a turbulence gas cloud emitted after a cough of an infected person 12 . a study performed in wuhan, the capital of the hubei province, has shown that the sars-cov-2 virus could be found in several health care institutions, as well as in some crowded public areas of the city. it also highlights a potential resuspension of the infectious aerosols from the floors or other hard surfaces with the walking and movement of people 13 . another study has also shown evidence of potential airborne transmission in a health care institution 14 . recent studies have pointed out a main role of temperature and humidity in the spread of covid-19. warm conditions and wet atmospheres tend to reduce the transmission of the disease [15] [16] [17] [18] [19] [20] [21] [22] . for example, it has also been pointed out that the main first outbreaks worldwide occurred during periods with temperatures around 5-11ºc, never falling below 0ºc, and specific humidity of 3-6 g/kg aproximately 18 . the first major outbreak in europe was reported in northern italy in late february 2020. following that, several major cases have been reported in spain, switzerland and france in early march, with a subsequent spread over many parts of europe. at present (28 th march 2020) italy and spain are still the two main contributors of cases and deaths in the continent, with major health, political and socio-economic implications. the main hypothesis of this work is that the atmospheric circulation pattern in february 2020 has helped to shape the spatial pattern of the outbreak of the disease in europe. the main atmospheric circulation pattern during february 2020 was characterized by an anomalous anticyclonic system over the western mediterranean basin, centered between spain and italy, and lower pressures over northern europe centered over the northern sea and iceland ( figure 1 , figure s1 ). this spatial configuration represents the well-known north atlantic oscillation (nao) 23, 24 in its positive phase, which is the teleconnection pattern linked to dry conditions in southern europe whereas the opposite occurs in northern europe 25 . figure 2 and figure s2 show maps for february 2020 for several meteorological fields that provide clear evidence of the stable atmospheric circulation in southern europe, with a tendency towards very dry (i.e., lack of precipitation) and calm conditions. as suggested in an earlier analysis 18 , the sars-cov-2 virus seems to be transmitted most effectively in dry conditions with daily mean air temperatures between around 5ºc and 11ºc, which are the conditions shown in figure 2 for the major part of italy and spain. by contrast, northern europe has experienced mainly wet and windy conditions due to an anomalous strong westerly circulation that is linked to rainy conditions. these spatial patterns fit with the well-known climate features associated over europe during positive phases of the nao 26 . the arctic oscillation (ao), which is a teleconnection pattern very much linked to nao, showed in february 2020 the strongest positive value during 1950-2010 ( figure s3 ). the ao reflects the northern polar vortex variability at surface level 27 , and it consists of a lowpressure centre located over the norwegian sea and the arctic ocean and a high-pressure belt between 40 and 50ºn, forming an annular-like structure. positive values of the ao index mean a strong polar vortex, and the anomalous positive phase experienced during early 2020 has been linked with the recent ozone loss just registered over the arctic region 28 . we argue that this spatial configuration of the atmospheric circulation might have played a key role in the modulation of the early spread of the covid-19 outbreaks over europe. it is known that some cases were reported already in mid-january in france, with subsequent cases in germany and other countries 29 . thus, the sars-cov-2 virus was already in europe in early 2020, but it may only have started to extend rapidly when suitable atmospheric conditions for its spread were reached. it is possible that these proper conditions were met in february, mainly in italy and spain, due to the anticyclonic conditions previously mentioned. the link between the covid-19 spread and atmospheric circulation has been tested as follows. we have extracted the monthly anomalies of sea level pressure (slp) and 500 hpa geopotential height for february 2020 over each grid point of the 15 capitals of the european countries ( figure s4 ) with the highest number of covid-19 cases reported so far (see data and methods). figure 3 (top) shows that there is a statistically significant (r 2 =0.481, p<0.05) second order polynomial fit between the anomalies of the 500 hpa and the total cases per population. italy, spain, and switzerland, which are the only countries with more than 1,000 cases/million inhabitants in our dataset, clustered together in regions with very large positive anomalies of 500 hpa geopotential heights. for the total number of deaths the fit is also statistically significant for a second order polynomial regression (r 2 =0.50, p<0.05), and it shows clearly how italy and spain are out of scale compared to the rest of the european countries. similar results are obtained using slp fields (not shown). these results evidence that it seems plausible that the positive phase of the nao, and the atmospheric conditions associated with it, provided optimal conditions for the spread of the covid-19 in southern countries like spain and italy, where both the start and the most severe impacts of the outbreak in europe were located. to test this hypothesis further we have also analyzed the covid-19 and meteorological data within spain (see data and methods, figure s5 ). the results show that mean temperature and specific humidity variables have the strong relation with covid and fit with an exponential function ( figure 4 ). they indicate that lower mean temperatures (i.e., average of around 8-11ºc) and lower specific humidity (e.g., <6 g/kg) conditions are related to a higher number of cases and deaths in spain. nevertheless, it is worth mentioning that both meteorological variables are highly correlated (r 2 =0.838, p<0.05) and are not independent of each other. the temperatures as low as 8-10ºc are only reached in a few regions such as madrid, navarra, la rioja, aragon, castille and leon and castilla-la mancha. these areas are mainly located in inland spain where drier conditions were reported the weeks before the outbreak. the rest of spain experienced higher temperatures and consequently were out of the areas of higher potential for the spread of the virus, as reported so far in the literature [15] [16] [17] [18] [19] [20] [21] [22] . in addition, higher levels of humidity also limit the impact of the disease, and therefore the coastal areas seem to benefit from lower rates of infection. thus, in the southern regions of spain (all of them with more than 13ºc and higher levels of specific humidity) we found lower rates of infection and deceases. this is in line with the spatial pattern in italy, with the most (least) affected regions by covid-19 mainly located in the north (south). in contrast, when the whole of europe is considered on a country by country basis (see above and figure 3 ), we find the opposite, a clear gradient with more severity from north to south as commented previously. the spatial pattern of covid-19 described above has some intriguing resemblances with the 1918 influenza pandemic, which is the latest deadly pandemic in modern history of europe. the excess-mortality rates across europe in the 1918 flu also showed a clear northsouth gradient, with a higher mortality in southern european countries (i.e., portugal, spain or italy) as compared to northern regions, an aspect that is not explained by socio-economic or health factors 30 . in spain, a south-north gradient is also reported in the 1918 flu after controlling for demographic factors 31 . the central and northern regions of spain experienced higher rates of mortality, and this has been suggested to be linked to more favorable climate conditions for influenza transmission as compared to the southern regions 31 . interestingly, the slp anomalies of the months before the major wave of this pandemic (which occurred in october-november 1918) shows a clear south-north dipole with positive anomalies in southern europe centered over the mediterranean, and negative ones in northern europe ( figure s6 ). in other words, the nao was also in its positive phase just before the major outbreak of the 1918 influenza pandemic. this resembles the spatial patterns described above for the current covid-19 outbreak, both in terms of the spatial distribution of the mortality of the pandemic over europe as well as in prevailing atmospheric circulation conditions before the major outbreak. these intriguing coincidences need further research in order to better understand the spatial and temporal distribution of large respiratory-origin pandemics over europe. taking into account these results, we claim that the major initial outbreaks of covid-19 in europe (i.e., italy and spain) may be favored by an anomalous atmospheric circulation pattern in february, characterized by a positive phase of the nao and ao. taking into consideration current evidences in the literature, it seems that suitable conditions of air temperature and humidity were reached in northern italy and inland spain. indeed, meteorological conditions can affect the susceptibility of an infected host by altering the mucosal antiviral defense 32 and the stability and transmission of the virus 33 , as well as social contact patterns 34 . we also hypothesize that the anomalous meteorological conditions experienced in italy and spain promoted the airborne contagion both indoors and outdoors, in addition to the direct and indirect contact and short-range droplets, which helped to speed up the rates of effective reproductive number (r) of the virus ( figure s7 ). equally, the anticyclonic conditions, amplified in some areas by temperature inversions, may have reduced the dispersion of the virus outdoors. this stability and lack of precipitation can also produce more processes of suspension and resuspension of the infected aerosols indoors and, especially, outdoors, in a similar way as resuspension of anthropogenic pollutants in cities 35, 36 . equally, it is also suggested that high atmospheric pollutant concentrations can be positively related to increase fatalities related to respiratory virus infections 37, 38 and even covid-19 39 . this is a relevant issue as the main hotspot of covid-19 in italy is located in the po valley, one of the most polluted regions of europe, as well as the madrid region (the most affected region so far in spain) 40 . although the outbreak of a pandemic is controlled by a high number of biological, health, ncep/ncar 1 , era5 2 and era20c 3 atmospheric data are used in this manuscript. the maps and data have been retrieved by using the tools and websites referenced in the main text, and more details about the spatial and temporal resolution, vertical levels, assimilation schemes, etc. can be consulted in their references. in brief, an atmospheric reanalysis like those used here is a climate data assimilation project which aims to assimilate historical atmospheric observational data spanning an extended period, using a single consistent assimilation scheme throughout, with the aim of providing continuous gridded data for the whole globe. figure s4 . location of the 15 countries used in this study that provided cases and deaths of covid-19. figure s5 . location of the autonomous communities of spain, as well as the two autonomous cities of ceuta and melilla. the canary islands has not been included in this study due to its geographical location in tropical latitudes. figure s7 . schematic representation of particles emitted by a cough, with the large droplets settled down nearby (e.g., 1 m distance) and the smaller airborne particles spreading in suspension for longer time, and reaching longer distances, especially in dry and stable conditions as compared to wet environments. it is also possible that a resuspension of aerosol particles can eventually happen due to human activities (e.g., walking, cleaning, etc.) or air flows, which is enhanced under dry conditions due to the lack of precipitation. only statistically significant fields (p<0.05) are plotted as estimated by a student's t-test. map composed with the data and tools provided by the knmi climate explorer website (https://climexp.knmi.nl/start.cgi). the maps show a consistent picture of an intensification of the positive nao phase, which implies that in the future winter conditions as experienced over europe past february 2020 could become more common. clinical features of patients infected with 2019 novel coronavirus in wuhan , china a pneumonia outbreak associated with a new coronavirus of probable bat origin identifying sars-cov-2 related coronaviruses in malayan pangolins the role of particle size in aerosolised pathogen 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mortality burden of the 1918-1919 influenza pandemic in europe spatial-temporal excess mortality patterns of the 1918-1919 influenza pandemic in spain low ambient humidity impairs barrier function and innate resistance against influenza infection seasonality of respiratory viral infections a nice day for an infection? weather conditions and social contact patterns relevant to influenza transmission estimation of the contribution of road traffic emissions to particulate matter concentrations from field measurements: a review speciation and origin of pm10 and pm2.5 in spain environmental health : a global air pollution and case fatality of sars in the people ' s republic of china : an ecologic study the impact of ambient fi ne particles on in fl uenza transmission and the modi fi cation effects of temperature in china : a multi-city study exposure to air pollution and covid-19 mortality in the united states eea. air quality in europe -2019 report climate change 2013: the physical science basis. contribution of working group i to the fifth assess-ment report of the intergovernmental panel on climate change the ncep / ncar 40-year reanalysis project era5: fifth generation of ecmwf atmospheric reanalyses of the global climate influenza virus transmission is dependent on relative humidity and temperature the effects of weather and climate on the seasonality of influenza: what we know and what we need to know spread of sars-cov-2 coronavirus likely to be constrained by climate. medrxiv sanchez-lorenzo was supported by a fellowship ryc-2016-20784 funded by the ministry of science and innovation. javier vaquero-martinez was supported by a predoctoral fellowship (pd18029) from junta de extremadura and sgr 1362, catalan government) and the clices project this research was supported by the economy and infrastructure counselling of the junta of extremadura through grant gr18097 (co-financed by the european regional development fund) b conducted the analyses competing financial interests: the authors declare no competing financial interests corresponding author: arturo sanchez lorenzo key: cord-352717-g247rjh9 authors: guirao, b.; campa, j. l.; lópez-lambas, m. e. title: the assessment of the hsr impacts on spanish tourism: an approach based on multivariate panel data analysis date: 2016-12-31 journal: transportation research procedia doi: 10.1016/j.trpro.2016.12.027 sha: doc_id: 352717 cord_uid: g247rjh9 abstract literature review shows that little research has done so far to estimate how tourism indicators are affected by new high speed rail (hsr) lines. in 2012, a multivariate panel analysis developed by chen and haynes was applied to the chinese regions to quantify the hsr impact on tourism output. the chinese experience confirmed that, during the period 1999-2010, emerging high speed rail services did have significant positive impacts on boosting tourism in china. since them, no similar empirical tool has ever been tested in europe. the aim of this paper is to analyze and validate the suitability of this tool to assess empirically the effects of hsr on spanish tourism during the period 1999-2014, and to enhance the abovementioned model with a tourism database. with more than 20 years’ hsr experience, and operating the longest hsr network in europe (2,900 km), spain offers a good scenario for this model application because spanish tourism sector represents 10.2% of its gross domestic product (gdp). results clearly show that there is a direct linkage between the evolution of certain spanish tourism outputs and the construction of the hsr network. however, authorś recommendations include future new research on some variables limitations like the type of tourism output considered or the consideration of alternative explanatory indicators. in a climate of worldwide financial crisis, the exorbitant cost of building a new hsr line requires empirical evidence of its economic and social efficiency and this fact has generated a great debate in the scientific community (betancor and llobet, 2015; albalate and bel, 2015; albalate et al, 2015) . especially in countries with high tourism attractiveness, future hsr line projects need all possible benefits to be studied. tourism impacts on hsr could be considered as a benefit variable although we recognize that tourism is a complex phenomenon to analyze (sinclair and stabler, 1997; caccomo and solonandrasana, 2001) , a form of complementary demand for which the main components are transport, food, and accommodation (morley, 1992) . the link between tourism and transportation infrastructure has been widely analyze in the literature (khadaroo and seetanah, 2008) and there is a general feeling that an increase in the accessibility to the tourism destination usually leads to an increase in tourism demand. but hsr is a relatively new mode of transportation and represents a contemporary revolution in transportation technology which has been promoted only in some countries around the world. for that reason, although literature review shows how tourism has affected hsr demand (guirao and campa, 2015) , little research has done so far to empirically estimate the opposite effect: how tourism indicators are affected by new hsr lines, which is the main goal of this paper. the majority of published studies describe specific hsr experiences, mainly study cases (guirao and soler, 2008; bazin et al., 2011) and some observed hsr effects on tourism but, as it is described below, they do not lead to a general conclusion. using destination choice, delaplace et al. (2014) studied hsr impacts in paris and rome tourism. masson and petiot (2009) used an economic geographic model (krugman, 1991) , to discuss the influence of the southern european high speed rail (hsr) between perpignan (france) and barcelona (spain) on both tourism activity and economic development. using a non-empirical discussion, they argued that hsr can facilitate the development of tourism activities, and particularly business and urban tourism. with a similar methodology, using a gravitational model (the iso-tourist line from a time-space replacement concept) wang et al. (2012) studied in china the projected hsr effects on tourism: redistribution and transformation of the tourist market, market competition on a larger scale, and reallocation of the urban tourism centre. but the methodology developed by wang et al. was not empirical and did not allow the estimation of tourism ouput, like tourism demand or tourism revenue. apart from economic geography models and the choice destination approach, the existing literature on tourism demand is dominated by econometric models that tend to follow a single-equation panel data approach (lim, 1997; song and li, 2008; song and wong, 2003) . chen and haynes (2012) were the first to apply this methodology to hsr impact on tourism. through a multivariate panel analysis, they investigated the impact of chinese high-speed rail systems on the tourism industry, selecting only the numbers of incoming foreign tourists and tourism revenue as the dependent variables. the regional and geographic characteristics in the east and west, north and south of china vary substantially and the selected unit of their analysis was the provincial level, which includes 27 provinces and 4 municipalities. this experience confirmed that, during the period 1999-2010, emerging high speed rail services did have significant positive impacts on boosting tourism in china. in this context, the study of the suitability of the chen and haynes´s tool when applied to other european case studies seems to be the more reasonable first step towards the development of a systematic tool to evaluate the integral impact of hsr on the tourism industry. the man aim of this research lies in the first assessment of the dynamic panel data model tested in the chinese scenario when applied to a european country: spain. this paper is divided into the following parts: first, literature review in section 1; description and results of the model tested in china (section 2), application to the spanish case study (section 4); and finally, the main conclusions (section 4). the model proposed by chen and haynes (2012) is based on a multivariate panel analysis using the data from 1999 to 2010 at the provincial level. table 1 shows variables (and their main descriptive statistics) used by chen and haynes in their model. in relation to the dependent variables, the criteria used by authors to select the tourism output were focused on the availability of the related data base: number of foreign tourist arrivals (taf), number of oversea tourist arrivals (tat) and tourism revenue (tr). three different models, using the same structure and independent variables but different tourism output, were tested in order to quantify the impact of the hsr lines on china tourism. it is important to remark that domestic tourism demand data was not publicly available and was not considered in the research and this is an important drawback of the methodology. moreover, the numbers of total oversea tourist arrivals differs from the numbers of foreign tourist arrival in that the former not only includes the later, but also tourists from macau, hong kong and taiwan. fortunately, tourism revenue output includes revenues from total oversea tourist arrivals. in relation to explanatory variables (dependent variables), rail features are defined by three indicators: lengtht of the railway network (including conventional lines), rail traffic (ridership) and the presence of hsr lines in each province (dummy variable). a preliminary multicollinearity data analysis found that the correlations among two of these rail variables (rail length and ridership) were not low and this fact forced the authors to present two separated models per tourism output (see equations 1 and 2). in relation to the rest of independent variables, authors used two economic indicators: the annual nominal exchange rate (exc) from us dollar to rmb (renminbi, the legal tender of china) and the gross provincial product per capita (gpppc). some multidimensional features of local tourism are also collected: number of world heritage sites, number of scaled restaurants, number of museums, or number of public libraries (lib). impedance variables were also took into account as the number of accidental pollution releases or the dummy variable associated to the outbreak of sars (severe acute respiratory syndrome), originated in china in 2003. attracting dummy variables were also considered to control the influences of events, like the 2008 beijing olympic games and the 2010 shanghai expo respectively. finally, there is another additional variable in the model (called year, that does not appear in table 1 ), which finally collects the sequence of the observations (372 valid observations) and tries to measure time trends. equations 1 and 2 shows the structure of the models, which were implemented using a fixed effects (fe) formulation (to take into account the unobserved individual effects). the terms i and t denote tour destination provinces and time period respectively while y represents the dependent variables (foreign tourist arrivals, total overseas tourist arrivals or total overseas tourist revenue). consequently, three pairs of estimations were carried out by chen and haynes and the error term εit is the sum of the unobserved province-specific effects μi and the white noise error term υit. the results of the application of the six models (2 per tourism output) demonstrate the effectiveness of chen and haynes´ estimation. the adjusted r square of the 6 models range between 0.67 and 0.81, indicating that the selected variables can explain between 67 to 81 percent of variances of the different tourism outputs. equation 2 among the results obtained, surprisingly, the local site characteristics such as numbers of five stars hotels, high scale restaurants, world heritage sites and museums are not statistically significant in all the tested models. only the deterrent destination variable sars shows a strong significant but negative impact on all the tourism outputs while the number of pollutions is not statistically significant. on the other hand, the used origin variable, the exchange rate (exc), results a key determinant on tourism outputs together with the destination gross provincial product per capita (gpppc) variable. in relation to rail variables, and this is the main result obtained by chen and haynes, the key policy variable hsr is the most relevant, being statistically significant at 5% significance level. for instance, if the province has the hsr service, it is likely to have an additional 20 percent of foreign visitors, or 23 percent total oversea visitors, or 25 percent total oversea revenue in that year. with these findings, the authors confirm that hsr services do have a significant influence on promoting tourism but recognize the validity of previous hsr investments only in that particular time and spatial context. china results have encouraged authors of this paper to study the implementation of the multivariate panel data analysis to spain. immediately after, next section contains a demonstration and discussion of the modelling process and the results for the spanish case. the direct application of chen and haynes´s tool to the spanish case raises several difficulties, mainly associated to the adaptation of the statistical database to the variables used in the original model. in order to use similar criteria, a provincial level data base was considered and 47 provinces were selected (after removing those located on the spanish islands). the multivariate panel analysis was carried out taking into account the data base limitations and the period from 1999 to 2015 was selected for the study. in accordance with the original model, the dependent variables were focused on similar tourism demand indicators: number of foreign (non-resident in spain) tourists (tanr) and tourism revenue from not resident in spain tourists (tr). table 2 shows the list of variables (and their main descriptive statistics) introduced in the spanish models. rail variables were similar to the ones considered in china case study (rlen and rider) and, before designing the equations for the spanish case study, a preliminary multicollinearity data analysis found that the correlations among the explanatory variables rider and rlen were important (similarly to chen and haynes´s research). this fact forced the authors to present two separated models per output variable (rail ridership and rail network length). that means that four models have been designed and their results have been compared to the chinese findings. in the time period considered (1999) (2000) (2001) (2002) (2003) (2004) (2005) (2006) (2007) (2008) (2009) (2010) (2011) (2012) (2013) (2014) (2015) no special impedance variables were took into account, like the chinese accidental pollution releases or the outbreak of diseases of sars. instead, three special dummy variables related to the promotion of big international cultural and sports events were introduced as attracting indicators: the forum 2004 held in barcelona (forum), the case of valencia and the america's cup in 2007 (amcup), and finally the case of the international exhibition in zaragoza held in 2008 (expoz). there is another additional variable in the model (called year), not linked to origin, destination or policy features, which finally collects the sequence of the observations and tries to measure time trends. in case of china, authors only used the annual nominal exchange rate (exc) from us dollar to rmb (renminbi), but this variable has been modified in the spain case study. according to the statistics of foreign tourism (instituto español de turismo, 2009), more than 75% of the spanish foreign tourism is coming from the european union and for that reason, our exchange variable has been defined as the difference between the provincial gdp and the european (eurozone) gdp, referring currency to year 1999. other modifications from the original model have to do with the type of hotels considered in the analysis: in spain, four star hotels are the most demanded ones for both domestic and foreign visitors (instituto español de turismo, 2015) , and for that reason the hotel variable (hotel) has included the number of 4 and 5 star hotels (china case study only included 5-star hotels). in relation to the unobserved individual effect in a panel model, four fixed effects model (fe) were developed, which consisted in statistical models that represents the observed quantities in terms of explanatory variables that are treated as if the quantities were nonrandom. table 3 shows the determinants of foreign tourism in spain obtained from model 1 (using rail network length) and a comparison with chen and haynes findings using the same tourism output. the tables 3-6 shows the determinants of tourism output in spain obtained from the model 1-4 (using rail ridership or rail length) and a comparison with chen and haynes results. the first finding, in the spanish case, is related to the local site characteristics such as numbers of five stars hotels, high scale restaurants, world heritage sites and museums. in china, these variables were not statistically significant in any of the designed models, while in spain, there are some indicators, like the hotel variable, which are statistically significant at 1% level. the coefficients of the hotel variable, considering the four models, range between 0.941 and 0.591. other local site characteristics, like museums or libraries reached high levels of significance, although their coefficients are much lower than hotel variable values. the insignificant results for the event variables are similar for the chinese and the spanish experience. the special events such as the 2008 beijing olympic game and the 2010 shanghai expo and number of pollution incidents are not statistically significant even at the 1% level. however, in china, the year dummy of 2003, which represents the epidemic of sars in that year, is highly statistically significant. the estimation makes sense since sars has a reasonably strong negative effect on foreign tourist arrivals in the spanish model no deterrent event variable was introduced and results are consistent with the chinese results. among all the explanatory variables, it is not surprising to find that the gross provincial product per capita (gpppc) variable has a significant impact on the number of foreign tourists, either in china or in spain. another key determinant is the exchange rate (exc), which represents the price level of tourism. in the case of china, a decrease of exc denotes the appreciation of rmb and a depreciation of us dollars, in other words, the price of a chinese tour rises. on the contrary, the increase of exc would indicate the decrease of tour price in china, which thus may further attract more international tourists. in relation to rail variables, while ridership and length are not really significant, the dummy indicator hsr plays an important role (being statistically significant at 1% significance level) in the foreign revenue models of china and spain. this result is the key finding of this paper, although coefficients obtained in spain are much lower than the ones obtained for china. in china, the highest coefficient is around 0.25, which can be interpreted as provinces with hsr services in that particular year are associated with approximate 25 percent additional tourism revenue than either year when they do not have the service or the provinces that do not have the services. in spain, the highest coefficient (see models 3 and 4) is 0.017, which means that provinces with hsr services in that particular year are associated with approximate 1.7 percent additional tourism revenue than either year when they do not have the service or the provinces that do not have the services. in conclusion, results shows how hsr in spain has affected positively to foreign tourism (especially revenue coming from foreign tourism), although his impact is not as important as the one registered in china. there are other explanatory variables in the model with identical significance but higher coefficients, like the gross provincial product or the number of hotels. in spain, hsr serves mainly domestic trips and one of the main drawbacks of the chen and haynes´s model is that it does not consider domestic tourists, and this percentage is quite high in europe. moreover, the hsr impacts on tourism in a country like china, where the alternative interurban transport network is less developed than in europe, are probably of a higher magnitude and easier to detect by an econometric model. further research is also needed on using variables related to the territorial distribution of the hsr lines and the services offered by the operating companies. in these commuter touristic relations, for example, most of the visitors do not use to stay at hotels and consequently, they are not registered as tourists by official statistics. in conclusion, the model needs a greater detail of data disaggregation together with a better understanding of the territorial distribution of the hsr lines through new explanatory variables. the hsr variable behavior is a key issue in this paper, being highly significant either in china or in spain, although coefficients obtained in spain are much lower than the ones obtained for china. results show how hsr in spain has affected positively to foreign tourism (especially revenue coming from foreign tourism), although his impact is not as important as the one registered in china. there are other explanatory variables in the model with identical significance but higher coefficients, like the gross provincial product or the number of hotels. in spain, hsr serves mainly domestic trips and one of the main drawbacks of the chen and haynes´s model is that it does not consider domestic tourists, and this percentage is quite high in europe. nevertheless, it must be highlighted that the most important tourism output considered in the spain case study (number of foreign tourists) is linked to the stay at hotels. due to the lack of other national data, like the number of visitors staying in apartments or in second residences, which have not been taken into account by the model, results should be interpreted with caution. their consideration as well as to deepen in the understanding of the existing impacts should be subject to further research with a new and ad-hoc data base elaboration. finally, the model needs a greater detail of data disaggregation together with a better understanding of the territorial distribution of the hsr lines and the type of hsr service offered by the operating companies. this paper only represents the first step towards a better understanding of the hsr impacts on the tourism industry. the economics and politics of high-speed rail. lessons from experiences abroad when supply travels far beyond demand: institutional and regulatory causes of oversupply in spain's transport infrastructure high speed railway, service innovations and urban and business tourism development tourism industry and high speed rail, is there a linkage: evidence from china's high speed rail development can high speed foster the choice of destination for tourism purpose impacts of the new high-speed service on small touristic cities: the case of toledo, in the sustainable city v. urban regeneration and sustainability. wessex institute of technology the role of transport infrastructure in international tourism development: a gravity model approach increasing returns and economic geography review of international tourism demand models can the high-speed reinforce tourism attractiveness? the case of the high-speed rail between perpignan (france) and barcelona (spain). in technovation a microeconomic theory of international tourism demand the choice of journey destination: a theoretical and empirical analysis the economics of tourism tourism demand modeling and forecasting-a review of recent research tourism demand modelling: a time varying parameter approach behavior of htr fuel elements in aquatic phases of repository host rock formations key: cord-354814-frlc6694 authors: sanchez-lorenzo, a.; vaquero-martinez, j.; calbo, j.; wild, m.; santurtun, a.; lopez-bustins, j.-a.; vaquero, j.-m.; folini, d.; anton, m. title: anomalous atmospheric circulation favored the spread of covid-19 in europe date: 2020-05-01 journal: nan doi: 10.1101/2020.04.25.20079590 sha: doc_id: 354814 cord_uid: frlc6694 the current pandemic caused by the coronavirus sars-cov-2 is having negative health, social and economic consequences worldwide. in europe, the pandemic started to develop strongly at the end of february and beginning of march 2020. it has subsequently spread over the continent, with special virulence in northern italy and inland spain. in this study we show that an unusual persistent anticyclonic situation prevailing in southwestern europe during february 2020 (i.e. anomalously strong positive phase of the north atlantic and arctic oscillations) could have resulted in favorable conditions, in terms of air temperature and humidity, in italy and spain for a quicker spread of the virus compared with the rest of the european countries. it seems plausible that the strong atmospheric stability and associated dry conditions that dominated in these regions may have favored the virus's propagation, by short-range droplet transmission as well as likely by long-range aerosol (airborne) transmission. the world is currently undergoing a pandemic associated with the severe acute respiratory syndrome coronavirus 2 (sars-cov-2), which is a new coronavirus first noticed in late 2019 in the hubei province, china 1,2 . the virus has a probable bat 3, 4 respiratory virus infections can be transmitted via direct and indirect contact, or by means of particles (droplets or aerosols) emitted after a cough or sneeze or during conversation by an infected person. the large particles (>5 μm diameter) are referred to as respiratory droplets and tend to settle down quickly on the ground, usually within one meter of distance. the small particles (<5 μm in diameter) are referred to as droplet nuclei and are related to an airborne transmission. these particles can remain suspended in the air for longer periods of time and can reach a longer distance from the origin 6 . these small aerosol particles are inhalable and can penetrate all the way down to the alveolar space in the lungs 7 , where cell receptors for some infectious respiratory viruses are located, including . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. . https://doi.org/10.1101/2020.04.25.20079590 doi: medrxiv preprint the angiotensin converting enzyme ii (ace2) used by sars-cov-2 to infect the individual 3 . airborne transmission has been suggested to play a key role in some diseases like tuberculosis or measles, and even in coronaviruses [8] [9] [10] . a recent study has described that the sars-cov-2 virus can remain viable at least up to 3 hours in airborne conditions 11 . respiratory droplets and aerosols loaded with pathogens can reach distances up to 7-8 meters under some specific conditions such as a turbulence gas cloud emitted after a cough of an infected person 12 . a study performed in wuhan, the capital of the hubei province, has shown that the sars-cov-2 virus could be found in several health care institutions, as well as in some crowded public areas of the city. it also highlights a potential resuspension of the infectious aerosols from the floors or other hard surfaces with the walking and movement of people 13 . another study has also shown evidence of potential airborne transmission in a health care institution 14 . recent studies have pointed out a main role of temperature and humidity in the spread of covid-19. warm conditions and wet atmospheres tend to reduce the transmission of the disease [15] [16] [17] [18] [19] [20] [21] [22] . for example, it has also been pointed out that the main first outbreaks worldwide occurred during periods with temperatures around 5-11ºc, never falling below 0ºc, and specific humidity of 3-6 g/kg aproximately 18 . the first major outbreak in europe was reported in northern italy in late february 2020. following that, several major cases have been reported in spain, switzerland and france in early march, with a subsequent spread over many parts of europe. at present (28 th march 2020) italy and spain are still the two main contributors of cases and deaths in the . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. (which was not certified by peer review) the copyright holder for this preprint this version posted may 1, 2020. . https://doi.org/10.1101/2020.04.25.20079590 doi: medrxiv preprint continent, with major health, political and socio-economic implications. the main hypothesis of this work is that the atmospheric circulation pattern in february 2020 has helped to shape the spatial pattern of the outbreak of the disease in europe. the main atmospheric circulation pattern during february 2020 was characterized by an anomalous anticyclonic system over the western mediterranean basin, centered between spain and italy, and lower pressures over northern europe centered over the northern sea and iceland ( figure 1 , figure s1 ). this spatial configuration represents the well-known north atlantic oscillation (nao) 23,24 in its positive phase, which is the teleconnection pattern linked to dry conditions in southern europe whereas the opposite occurs in northern europe 25 . figure s2 show maps for february 2020 for several meteorological fields that provide clear evidence of the stable atmospheric circulation in southern europe, with a tendency towards very dry (i.e., lack of precipitation) and calm conditions. as suggested in an earlier analysis 18 , the sars-cov-2 virus seems to be transmitted most effectively in dry conditions with daily mean air temperatures between around 5ºc and 11ºc, which are the conditions shown in figure 2 for the major part of italy and spain. by contrast, northern europe has experienced mainly wet and windy conditions due to an anomalous strong westerly circulation that is linked to rainy conditions. these spatial patterns fit with the well-known climate features associated over europe during positive phases of the nao 26 . the arctic oscillation (ao), which is a teleconnection pattern very much linked to nao, . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. (which was not certified by peer review) the copyright holder for this preprint this version posted may 1, 2020. we argue that this spatial configuration of the atmospheric circulation might have played a key role in the modulation of the early spread of the covid-19 outbreaks over europe. it is known that some cases were reported already in mid-january in france, with subsequent cases in germany and other countries 29 . thus, the sars-cov-2 virus was already in europe in early 2020, but it may only have started to extend rapidly when suitable atmospheric conditions for its spread were reached. it is possible that these proper conditions were met in february, mainly in italy and spain, due to the anticyclonic conditions previously mentioned. the link between the covid-19 spread and atmospheric circulation has been tested as follows. we have extracted the monthly anomalies of sea level pressure (slp) and 500 hpa geopotential height for february 2020 over each grid point of the 15 capitals of the european countries ( figure s4 ) with the highest number of covid-19 cases reported so far (see data and methods). figure 3 (top) shows that there is a statistically significant . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. . https://doi.org/10.1101/2020.04.25.20079590 doi: medrxiv preprint (r 2 =0.481, p<0.05) second order polynomial fit between the anomalies of the 500 hpa and the total cases per population. italy, spain, and switzerland, which are the only countries with more than 1,000 cases/million inhabitants in our dataset, clustered together in regions with very large positive anomalies of 500 hpa geopotential heights. for the total number of deaths the fit is also statistically significant for a second order polynomial regression (r 2 =0.50, p<0.05), and it shows clearly how italy and spain are out of scale compared to the rest of the european countries. similar results are obtained using slp fields (not shown). these results evidence that it seems plausible that the positive phase of the nao, and the atmospheric conditions associated with it, provided optimal conditions for the spread of the covid-19 in southern countries like spain and italy, where both the start and the most severe impacts of the outbreak in europe were located. to test this hypothesis further we have also analyzed the covid-19 and meteorological data within spain (see data and methods, figure s5 ). the results show that mean temperature and specific humidity variables have the strong relation with covid and fit with an exponential function ( figure 4 ). they indicate that lower mean temperatures (i.e., average of around 8-11ºc) and lower specific humidity (e.g., <6 g/kg) conditions are related to a higher number of cases and deaths in spain. nevertheless, it is worth mentioning that both meteorological variables are highly correlated (r 2 =0.838, p<0.05) and are not independent of each other. the temperatures as low as 8-10ºc are only reached in a few regions such as madrid, navarra, la rioja, aragon, castille and leon and castilla-la mancha. these areas are mainly located in inland spain where drier conditions were reported the weeks before the outbreak. the rest of spain experienced higher temperatures and consequently were out of the areas . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. . https://doi.org/10.1101/2020.04.25.20079590 doi: medrxiv preprint of higher potential for the spread of the virus, as reported so far in the literature [15] [16] [17] [18] [19] [20] [21] [22] . in addition, higher levels of humidity also limit the impact of the disease, and therefore the coastal areas seem to benefit from lower rates of infection. thus, in the southern regions of spain (all of them with more than 13ºc and higher levels of specific humidity) we found lower rates of infection and deceases. this is in line with the spatial pattern in italy, with the most (least) affected regions by covid-19 mainly located in the north (south). in contrast, when the whole of europe is considered on a country by country basis (see above and figure 3 ), we find the opposite, a clear gradient with more severity from north to south as commented previously. the spatial pattern of covid-19 described above has some intriguing resemblances with the 1918 influenza pandemic, which is the latest deadly pandemic in modern history of europe. the excess-mortality rates across europe in the 1918 flu also showed a clear northsouth gradient, with a higher mortality in southern european countries (i.e., portugal, spain or italy) as compared to northern regions, an aspect that is not explained by socio-economic or health factors 30 . in spain, a south-north gradient is also reported in the 1918 flu after controlling for demographic factors 31 . the central and northern regions of spain experienced higher rates of mortality, and this has been suggested to be linked to more favorable climate conditions for influenza transmission as compared to the southern regions 31 . interestingly, the slp anomalies of the months before the major wave of this pandemic (which occurred in october-november 1918) shows a clear south-north dipole with positive anomalies in southern europe centered over the mediterranean, and negative ones in northern europe ( figure s6 ). in other words, the nao was also in its positive phase just before the major outbreak of the 1918 influenza pandemic. this resembles the spatial . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. . https://doi.org/10.1101/2020.04.25.20079590 doi: medrxiv preprint patterns described above for the current covid-19 outbreak, both in terms of the spatial distribution of the mortality of the pandemic over europe as well as in prevailing atmospheric circulation conditions before the major outbreak. these intriguing coincidences need further research in order to better understand the spatial and temporal distribution of large respiratory-origin pandemics over europe. taking into account these results, we claim that the major initial outbreaks of covid-19 in is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. although the outbreak of a pandemic is controlled by a high number of biological, health, political, social, economic and environmental factors, with complex and non-linear interrelationships between them, the results of this study indicate that an anomalous atmospheric circulation may explain why the covid-19 outbreak in europe developed more easily (or faster) in the south-west (mainly north of italy and inland of spain). specifically, the extreme positive phase of the ao and nao during february 2020 could have modulated the beginning of the major outbreaks of covid-19 in europe. this detected anomalous atmospheric pattern, which produces dry conditions over southwestern europe, may have provided optimal meteorological conditions for the virus propagation. in the context of anthropogenic climate change, it has been shown that in future emissions scenarios a poleward expansion of the hadley cell is expected 41 , which in turn is in line with a tendency to increase the frequency of positive phases of the nao 42 ( figure s8 ). this should be taken into account for planning against future epidemics and pandemics that arise from respiratory viruses. interestingly, the conditions during the last major pandemic experienced in europe (the spanish flu in 1918), seem to resemble the current spatial pattern of affectation with more cases in the south of europe as compared to the north. equally, the dominant atmospheric situation was strongly affected by anticyclonic (cyclonic) conditions in the south (north) of . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. . https://doi.org/10.1101/2020.04.25.20079590 doi: medrxiv preprint . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. ncep/ncar 1 , era5 2 and era20c 3 atmospheric data are used in this manuscript. the maps and data have been retrieved by using the tools and websites referenced in the main text, and more details about the spatial and temporal resolution, vertical levels, assimilation schemes, etc. can be consulted in their references. in brief, an atmospheric reanalysis like those used here is a climate data assimilation project which aims to assimilate historical atmospheric observational data spanning an extended period, using a single consistent assimilation scheme throughout, with the aim of providing continuous gridded data for the whole globe. the artic oscillation (ao) index has been extracted from the climate prediction center of the national oceanic and atmospheric administration (noaa). the ao index is constructed by projecting the daily 1000 hpa height anomalies poleward of 20°n onto the loading pattern of the ao, this latter being defined as the leading mode of empirical orthogonal function (eof) analysis of monthly mean 1000 hpa height. more details and data: https://www.cpc.ncep.noaa.gov/products/precip/cwlink/daily_ao_index/ao.shtml. covid-19 data on country basis were obtained on march 26 th , 2020 from the website https://www.worldometers.info/coronavirus/, which it is mainly based on the data provided by the coronavirus covid-19 global cases by the center for systems science and engineering (csse) at the johns hopkins university. data from spain on regional scale . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. we have extracted the monthly anomalies of sea level pressure (slp) and 500 hpa geopotential height for february 2020 over each grid point of the 15 capitals of the european countries. we have selected the slp and 500 hpa fields in order to summarize the meteorological conditions over each location, as it is known that several meteorological variables can be involved in the transmission of respiratory viruses 4, 5 . with this approach we also avoid the lack of properly updated data for all potential meteorological variables involved in the covid-19 spread, which needs further research as soon as the pandemic ends and a more reliable and complete database of both covid-19 impact and meteorological data can be compiled 6 . for spain, several meteorological variables with high-quality records were obtained from the spanish meteorology agency (aemet) based on surface observations for each of the capital cities of the provinces inside each autonomous region. specifically, monthly averages for february 2020 of 2-m temperature, 2-m maximum temperature, 2-m minimum temperature (°c), air pressure (hpa), wind speed (km h −1 ), specific humidity (g kg -1 ), relative humidity (%), total precipitation (mm) and days of more than 1 mm of precipitation. an arithmetic average has been calculated for the autonomous regions with more than one province. we have checked coupled model intercomparison project phase 5 (cmip5) simulations for two future scenarios (rcp4.5 and rcp8.5) at the end of the 21th century. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. (which was not certified by peer review) the copyright holder for this preprint this version posted may 1, 2020. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. (which was not certified by peer review) the copyright holder for this preprint this version posted may 1, 2020. . https://doi.org/10.1101/2020.04.25.20079590 doi: medrxiv preprint clinical features of patients infected with 2019 novel coronavirus in wuhan , china a pneumonia outbreak associated with a new coronavirus of probable bat origin identifying sars-cov-2 related coronaviruses in malayan pangolins the role of particle size in aerosolised pathogen transmission : a review covid-19): how covid-19 spreads recognition of aerosol transmission of infectious agents : a commentary evidence of airborne transmission of the severe acute respiratory syndrome virus aerosol and surface stability of sars-cov-2 as compared with sars-cov-1 turbulent gas clouds and respiratory pathogen emissions: potential implications for reducing transmission of covid-19 aerodynamic characteristics and rna concentration of sars-cov-2 aerosol in wuhan hospitals during covid-19 outbreak transmission potential of sars-cov-2 in viral shedding observed at the university of the role of absolute humidity on transmission rates of the covid-19 outbreak role of temperature and humidity in the modulation of the doubling time of covid-19 cases. under rev the ncep / ncar 40-year reanalysis project era5: fifth generation of ecmwf atmospheric reanalyses of the global climate influenza virus transmission is dependent on relative humidity and temperature the effects of weather and climate on the seasonality of influenza: what we know and what we need to know . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint this version posted may 1, 2020. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. (which was not certified by peer review)the copyright holder for this preprint this version posted may 1, 2020. . https://doi.org/10.1101/2020.04.25.20079590 doi: medrxiv preprint key: cord-295543-nj4a640t authors: castañeda-babarro, arkaitz; arbillaga-etxarri, ane; gutiérrez-santamaría, borja; coca, aitor title: physical activity change during covid-19 confinement date: 2020-09-21 journal: int j environ res public health doi: 10.3390/ijerph17186878 sha: doc_id: 295543 cord_uid: nj4a640t background: the lockdown and social distancing caused by covid-19 may influence common health behavior. the unprecedent worldwide confinement, in which spain has been one of the most affected—with severe rules governing confinement—may have changed physical activity (pa) and sedentary habits due to prolonged stays at home. purpose: the aim of this study is to evaluate how self-reported pa and sedentary time (st) have changed during confinement in the spanish population. methods: 3800 healthy adults (age 18–64 years) residing in spain answered the international physical activity questionnaire short (ipaq-s) twice between 23 march and 1 april (confinement). data analysis was carried out taking into consideration meeting general pa recommendations before confinement, age and gender. results: self-reported pa decreased significantly during confinement in our sample. vigorous physical activities (vpa) and walking time decreased by 16.8% (p < 0.001) and 58.2% (p < 0.001), respectively, whereas st increased by 23.8% (p < 0.001). the percent of people fulfilling the 75 min/week of vpa recommendation decreased by 10.7% (p < 0.001) while the percent of people who reached 150 min/week of moderate activity barely changed (1.4%). the group that performed the most vpa before confinement showed the greatest decrease (30.5%, p < 0.001). men reduced time in vpa more than women (21% vs 9%, respectively) who even increased time in moderate pa by 11% (p < 0.05) and reported less increase in st than men (35% vs 25.3%, respectively). conclusion: the spanish adult population, especially young people, students and very active men, decreased daily self-reported pa and increased st during covid-19 confinement. on 11 march 2020, the world health organization (who) [1] declared a global pandemic caused by severe acute respiratory syndrome coronavirus (sars-covid-2), which has become a public health emergency of international concern. during its first phase of expansion outside china, italy and spain were the most affected countries reporting most cases and deaths. thus, they were the first nations to declare a state of emergency in europe. in spain it was declared on 17 march and the government ordered a lockdown to restrict travel and cancel non-essential services in order to stop the spread of coronavirus disease (covid-19) [2] . social distancing and confinement are fundamental in tackling the spread of coronavirus. however, the ongoing lockdown across the country has no precedent and it is unknown how this may affect the general population's health and wellbeing. in these circumstances, the sudden and stressful situation in addition to prolonged stays at home may imply a radical change in lifestyle behavior such as physical activity (pa), eating habits, alcohol consumption, mental health, quality of sleep, etc. [3] [4] [5] [6] [7] . likewise, there is a general concern about the negative health implications of inactivity and sedentary behavior [8] . the general recommendation for considering an adult to be physically active is to attain at least 150 min of moderate or 75 min of vigorous intensity activity per week or an equivalent combination of both [9] , and sedentary behavior is defined as any waking behavior practiced while lying down, reclining, sitting or standing, involving an energy expenditure ≤ 1.5 metabolic equivalents [10] . while the disease spreads around the world, healthy people are being requested to stay at home for prolonged periods of time and, as a consequence, covid-19 has radically modified the determining factors (individual, interpersonal, environmental, regional or national policies and global) [11] of both types of behavior thus, due to isolation and limitations in engaging in regular and common activities, fulfilling pa recommendations and reducing sedentary behavior during lockdown may pose a significant challenge, especially during the first weeks when the population has limited chances to find alternatives to ensure they remain active even at home. hence, although individuals were encouraged to remain physically active in their homes [12], the unprecedented confinement may give rise to two situations. (1) the active population may decrease their activity and (2) the inactive population may not be likely to increase their daily pa. despite the fact that lockdown has affected several countries, data are scarce about how people have changed their pa and sedentary behavioral patterns because of the specific cases of isolation in each country. therefore, the aim of this study was to analyze self-reported pa and sedentary behavior before and during lockdown caused by covid-19 in a spanish healthy adult population. healthy adults (age 18-64 years, age category defined by who) living in spain were asked to participate in this cross-sectional study. all the subjects were informed about the objective of the study and their free participation in it, being able to leave it whenever they wanted. ethics approval was obtained from the deusto university human ethics advisory group, and informed consent was obtained from participants. sociodemographic data (age, height, weight, gender, whether working and/or studying) and self-reported pa data were collected by questionnaires sent between 23 march and 1 april, just 10 days after the state of emergency was declared in spain. two questionnaires were sent together to be answered consecutively at the same time. the first collected retrospective data about habits during a normal week before lockdown, and the second asked about the following one or two weeks. the questionnaire used was the ipaq short version validated in spanish [13] . the ipaq short version asks about three specific types of activity undertaken during the previous 7 days in the four domains (leisure time, work, household activities and transport); items are structured to provide separate scores for walking, moderately intense and vigorously intense activities. the ipaq version also contains a question about the time spent on sedentary activity. the invitation to participate in the study was issued via social media, e-mail and mobile phone from the physical activity and sports sciences department, university of deusto. moreover, a national sports store (forumsport s.a.) and a biomechanical laboratory (custom4us) also sent the questionnaire to their customers by e-mail. the primary outcome was the change in time and intensity of self-reported pa and the sedentary time prior to the confinement situation and after it. the secondary outcome was the change in the percentage number of participants who fulfilled general pa recommendations according to age, gender, working status and baseline pa levels. a total of 4160 healthy subjects answered the questionnaire. a total of 360 were excluded due to exclusion criteria: not resident in spain (n = 16), age < 18 or ≥65 (n = 110) and extreme scores in vigorous, moderate and walking activities (≥6 h per day, 7 days a week). the exact number of participants excluded was as follows: n = 81 were excluded because the sum of the total active time was >6 h per day (vigorous + moderate + walking). within the pre-covid data, n = 17, n = 31 and n = 62 were excluded because they exercised > 180 min per session at a vigorous level of intensity, >180 at moderate intensity and >21 h (3 h per day, 7 days of week) walking, respectively. finally, within the during-covid data, n = 17, n = 9 and n = 17 were excluded because they exercised >180 min per session at vigorous intensity, >180 at moderate intensity and >21 h (3 h per day, 7 days of week) walking, respectively. a univariate analysis with paired t-tests was used to compare the differences in primary outcomes before and during confinement. furthermore, a chi 2 frequency test was used to assess secondary outcomes, which refer to the change in the percentage number of participants who fulfilled the amount of self-reported pa in the subgroups. a subgroup analysis was performed on different age groups (18-24, 25-34, 35-44, 45-54, 55-64) , gender (m, f), working status (students, active workers, people that study and work, those that reported they did nothing), and self-reported pa, categorized into vigorous activity groups (0-75, 75-150, 150-225, more than 225 min/week) and moderate activity groups (0-150, 150-300, 300-450, >450 min/week). the pa subgroup categories are based on world health organization (who) recommendations. we divided the data into different groups following in accordance with who recommendations for activity of moderate (150 min per week) and vigorous (75 min per week) intensity. within each of the two categories we divided the data into 4 groups as follows: (1) under the amount recommended (less than 150 min of moderate intensity or less than 75 min of vigorous intensity), (2) following recommendations (150 to 300 min of moderate intensity or 75 to 150 min of vigorous activity), (3) twice the amount recommended and (4) three times the amount recommended. this categorization was made to extrapolate the results to the amount of self-reported pa fulfilled by participants in the study, with α level set at 0.05. statistical analysis was performed using the spss data analysis version 23 (spss, inc., chicago, il, usa). table 1 shows the demographic characteristics of 3800 participants who were mostly male, (54%) active workers (78%) and aged 42.7 ± 10.4 years (mean ± sd). (5) data presented as mean ± sd, n (%) using the who stratification, we divided the sample into five bmi groups with n = 77 (2.1%) being the underweight group, n = 2621 (70.0%) normal; n = 897 (24.0%) overweight; n = 144 (3.8%) obese and n = 4 (0.1%) extremely obese (<18.5 kg/m 2 ; 18.5-24.9; 25-29.9; 30-39, 9 and ≥40 groups of bmi score, respectively). during confinement, the amount of time spent on moderate and vigorous activities by all the population decreased by 2.6% (p = 0.102) and 16.8% (p < 0.001), respectively. in addition, walking time was reduced by 58.2% (p < 0.001) whereas sedentary time increased by 23.8% (p < 0.001) ( table 2) . men reported a higher decrease in vigorous activities than women (21% and 9%, respectively) and both reduced walking time to a similar extent (58.5% men, 59.6% women) ( table 2 ). however, sedentary time was reported to have a higher increase in men (35%, p < 0.001) than in women (25.3%, p < 0.001) and accordingly, men significantly reduced moderate activities by 8.2% (p < 0.001) while women increased these activities by 11% (p < 0.05). the student group showed the highest decrease in moderate (16.1% p < 0.05), vigorous (24.3%, p < 0.001) and walking activities (66.9% p < 0.001), whereas unemployed or non-students were proved to be the most sedentary during confinement (47.7%, p < 0.001) ( table 2 ). the adult population (age 55-65 years) decreased the amount of time they spent on vigorous activities the most (22.1%) whereas for moderate activities and walking time it was the youngest subjects (18-24 years) who also evidenced the greatest increase in sedentary time (47.7% p < 0.001). regarding meeting pa recommendations, the number of subjects who failed to complete 75 minutes' activity of vigorous intensity per week before confinement increased by 10.7% (p < 0.001) during lockdown. (table 3 ). in addition, the most active population (>225 min/week of vigorous activity) decreased their activity significantly by 7.7% (p < 0.001). nevertheless, meeting 150 min of moderate activity per week barely changed (1.4%, p value 0.117). in the subgroup analysis, the most active subjects showed the highest decrease in vigorous activity time (30.5%, p < 0.001) ( table 2 ). however, the less active population increased the time they spent on these activities by 34% and this trend is also evidenced in the case of moderate activities. furthermore, walking time declined similarly for all self-reported pa levels, while in terms of sedentary time, the most active group reported the highest increase (40.3%, p < 0.001). self-reported pa decreased significantly during confinement in all the population, in which vigorous and walking activities declined the most and moderate activities barely changed. there were more inactive people who failed to fulfil the 75 min/week of vigorous activities during lockdown and sedentary time also increased considerably. the impact on active and sedentary behavior was particularly high in men, young people, students and the physically very active population. to our knowledge, there are limited previous studies that have analyzed the effect of confinement caused by a pandemic on self-reported pa. thus, it is difficult to assess whether the population we studied has reduced the amount of self-reported pa to a smaller or larger extent. the only available data we found about self-reported pa during confinement comes from activity trackers, where it has been shown that in europe the country with the greatest step count decrease recorded was spain, with 38% less, followed by italy with 25%. this reduction is similar to the falling trend in walking time shown in our study. in this regard, other studies carried out in similar lockdown situations (confinement during seasons with adverse weather conditions-cold winter or heat waves) also reported pa decrease during confinement, whereas sedentary time increased because poor or extreme weather becomes an environmental barrier to going outdoors [14] [15] [16] [17] . sedentary time increased considerably, most likely due to the exchange between common daily active behavior (walking, cycling or transport to work, etc.) and the prolonged stay at home. young people and students spent more time seated during confinement and this may be due to the forced e-learning which encourages sedentary behavior related to excessive time on screen-based activities [18] . likewise, according to the socioecological model [11] , in a comparable framework where social or environmental barriers promote an inactive lifestyle (social isolation, loneliness and, when season changes), more sedentary behavior and less time being spent on light, moderate and vigorous pa have been reported [19] [20] [21] . hence, an involuntary prolonged stay at home may encourage sedentary behavior as well as during confinement caused by covid-19. the most active subjects showed the highest decrease in vigorous activity time and this may be explained by two main reasons: the forced sudden inaccessibility to community resources (e.g., sports facilities, urban trails, parks, green spaces, etc.) and the lack of time to react during the first weeks of confinement to gather fitness resources, in order to continue engaging in regular activities at home. regarding moderate activities, our data showed that it barely changed in all the population and this could be attributed to the fact that some people may have been maintaining the minimum recommended time doing alternative activities at home. in this regard, the less active population increased vigorous and moderate activities during confinement, which could be related to the promotion of such activities by health institutions, fitness centers, the internet and television by posting daily online workout routines. to our knowledge, there are no scientific articles supporting the benefits of promoting pa established during confinement. some specific examples of such activities are spanish national television (morning workouts), the free online classes offered by several institutions and fitness centers (using online platforms such as zoom or google meet) and the recommendations made by health associations. our results showed that there are people who found new ways of being more active during this lockdown, which could become best practices in the future, should a pandemic of similar characteristics hit again. active behavior changed according to gender. both genders reduced walking time to a similar extent, although men reported a higher decrease in vigorous activities that may be related to the greater pa prevalence reported in women over the years. [22] [23] [24] [25] . in terms of sedentary behavior, sitting time increased more highly in men who also significantly reduced moderate activities, while women increased these activities. this could be attributed to the gender gap by historically demonstrated female inequality in household and child care tasks, in which men have shown a low level of involvement in spain [26] [27] [28] . regarding meeting pa recommendations, the global age-standardized prevalence among the inactive population was 27.5% in 2016 [23] . according to the eurobarometer (eurobarometer, 2014), 33.6% of the spanish adult population did not attain minimum levels of pa, and 36% spent most of the day sitting down (national health surveys in spain). in our population, our inactive population before confinement is lower (25.3% corresponding to 75 min/week vigorous pa) than that of the eurobarometer. that may be explained by the fact that the population recruited for the study was particularly more active as shown in the data for people undertaking >225 min/week of vigorous activities, and this could be attributed to the fact that the questionnaire was shared by institutions linked to sport, exercise and biomechanics. therefore, it is to be expected that we recruited a population that is commonly more active than the general population. a limitation of the current study is that we selected the ipaq short version instead of the ipaq-long one because of concerns that the length of the questionnaire would result in significant participant burden. in addition, although the questionnaire collects data about the last seven days, in our study we requested information beyond a week, which may be justified due to the unprecedented situation and the lack of time available to manage more appropriate study design and methods. in order to obtain as many participants as possible, sharing the questionnaire was sent to customers involved in sports and biomechanical issues in addition to being shared on social networks. therefore, a sampling selection bias may have occurred in the population analyzed due to their natural active habits. another limitation could be the cross-sectional design of the study since directionality of the associations cannot be established. finally, the way in which the data were collected in this study can be in itself considered a limitation, since participants reported data in a subjective way when answering self-rated questionnaires. on the other hand, one of the strong points of the study is that the questionnaire was sent just when the population started confinement (during the first two weeks), and so it is likely participants had their common activities in mind before confinement in a fresh and realistic way. to our knowledge, this is the first study carried out on a confined large sample size, which may be useful in designing different strategies in order for the confined population to reduce sedentarism and increase pa. in conclusion, healthy adults reduced daily self-reported pa and increased sedentary time during covid-19 confinement in spain. the impact was particularly high in men, young people, students and the very active population. strategies should thus be employed to increase pa and decrease sedentary behavior. in this study, we tried to ascertain the influence of confinement on the lifestyle of the population. this study may serve to show the effect of an extraordinary measure, such as confinement, on this lifestyle, as well as a greater awareness of the effect of confinement. moreover, the results may help design and target interventions aimed at increasing physical activity and reducing unhealthy levels of sedentary time associated with pandemic mitigation efforts. who director media briefing on covid-19. available online alcohol use and misuse during the covid-19 pandemic: a potential public health crisis? lancet public health 2020, 5, e259 a prospective study of holiday weight gain who mental health. mental health and psychosocial considerations during the covid-19 outbreak dealing with sleep problems during home confinement due to the covid-19 outbreak: practical recommendations from a task force of the european cbt-i academy physical exercise as therapy to fight against themental and physical consequences of covid-19 quarantine: special focus in older people a tale of two pandemics: how will covid-19 and global trends in physical inactivity and sedentary behavior affect one another? on behalf of sbrn terminology consensus project participants. sedentary behavior research network (sbrn)-terminology consensus project process and outcome correlates of physical activity: why are some people physically active and others not? validation of the international physical activity questionnaire-short among blacks the effect of season and weather on physical activity: a systematic review. public health physical activity levels of community-dwelling older adults are influenced by winter weather variables influence of seasonal variations on physical activity in older people living in mountainous agricultural areas comparison of summer and winter objectively measured physical activity and sedentary behavior in older adults: age, gene/environment susceptibility reykjavik study covid-19): the need to maintain regular physical activity while taking precautions associations between social isolation, loneliness, and objective physical activity in older men and women social isolation, loneliness, and health behaviors at older ages: longitudinal cohort study loneliness predicts reduced physical activity: cross-sectional & longitudinal analyses the active living gender's gap challenge: 2013-2017 eurobarometers physical inactivity data show constant higher prevalence in women with no progress towards global reduction goals worldwide trends in insufficient physical activity from 2001 to 2016: a pooled analysis of 358 population-based surveys with 1.9 million participants worldwide variability in physical inactivity a 51-country survey shifting the physical inactivity curve worldwide by closing the gender gap the gender revolution: a framework for understanding changing family and demographic behavior parentalidad y división del trabajo doméstico en españa el impacto de cuidar en la salud y la calidad de vida de las mujeres the authors gratefully acknowledge those who participated in this study and forumsport and custom4us for helping to disseminate the questionnaire. the authors declare no conflict of interest. key: cord-205189-4be24yda authors: asawa, parth; gaur, manas; roy, kaushik; sheth, amit title: covid-19 in spain and india: comparing policy implications by analyzing epidemiological and social media data date: 2020-10-26 journal: nan doi: nan sha: doc_id: 205189 cord_uid: 4be24yda the covid-19 pandemic has forced public health experts to develop contingent policies to stem the spread of infection, including measures such as partial/complete lockdowns. the effectiveness of these policies has varied with geography, population distribution, and effectiveness in implementation. consequently, some nations (e.g., taiwan, haiti) have been more successful than others (e.g., united states) in curbing the outbreak. a data-driven investigation into effective public health policies of a country would allow public health experts in other nations to decide future courses of action to control the outbreaks of disease and epidemics. we chose spain and india to present our analysis on regions that were similar in terms of certain factors: (1) population density, (2) unemployment rate, (3) tourism, and (4) quality of living. we posit that citizen ideology obtainable from twitter conversations can provide insights into conformity to policy and suitably reflect on future case predictions. a milestone when the curves show the number of new cases diverging from each other is used to define a time period to extract policy-related tweets while the concepts from a causality network of policy-dependent sub-events are used to generate concept clouds. the number of new cases is predicted using sentiment scores in a regression model. we see that the new case predictions reflects twitter sentiment, meaningfully tied to a trigger sub-event that enables policy-related findings for spain and india to be effectively compared. the covid-19 pandemic has seen several countries become epicenters for spread. spain was one such country; however, their policies were effective in curbing the initial outbreak of aaai fall 2020 symposium on ai for social good. copyright © 2020 for this paper by its authors. use permitted under creative commons license attribution 4.0 international (cc by 4.0). in march-may of 2020. this is arguably due to people and governments taking precautions to limit the population of people susceptible to the virus -masks, social distancing, lockdowns, business closures, etc from an early stage 1 . accordingly, the effectiveness of individual countries' policy responses to an epidemic or pandemic can be determined by how well citizens respond to those policies 2 . a person's conformity to a policy may be inferred from their ideologies mined through social media, such as twitter [van holm et al., 2020] . as shown in figure 1, over three months, spain recorded a decline of 97% in the number of new cases, whereas india has shown a 36% influx in new patients. is it possible to explore policy transfer from spain to india to curb the alarming covid-19 cases? could the number of infections be modeled using the twitter concepts about causal trigger sub-events in a causality network [helbing, ammoser, and kühnert, 2006] ? the reason we are conducting this study is there is limited prior research relating policy and changes in case counts, through social media analysis, for covid-19. we use twitter as the active platform for live information on the spread of covid-19. government policies, especially in developing nations, based on the epidemiological data, ignore the population-specific behaviors of culture, ideology, and politics that hinder these policies' implementation. for example, a large number of people in the us are opposed to wearing masks. to this end, we juxtapose spain and india's epidemiological data to identify a date when the curves show the number of new cases diverging from each other, and india started showing worsening conditions.although it could be argued that the differences we see in cases were due to travel from hotspots, it's important to note that india closed its borders by suspending all international flights starting march 22nd, in addition to taking steps to suspend inter-state travel by suspending domestic flights and domestic trains throughout the time frame of our analysis 3 . we recognized some critical policy-related concepts which are causally related in the covid-19 context. for instance, "settlement areas", "confinement to barracks", "mistrust of people", "loss of government authority" where x% refers to the share of covid-19 tests that came back as positive in a 7-day rolling average. bottom row: june 5th, spain 0.9% and india 6.7%, where x% refers to the share of covid-19 tests that came back as positive in a 7-day rolling average. causally follow announcement of "public policy". hence, we used the causality network of policy-related concepts identified by experts during severe acute respiratory syndrome (sars) to perform a knowledge-guided search on twitter [helbing, ammoser, and kühnert, 2006 ] (see figure 2) . we show kerala and mumbai's policy-related concept clouds. then we investigate the applicability of interventional policies in madrid and barcelona to kerala and mumbai. likewise, we observed a policy-level association between the canary islands and andhra pradesh as both regions have strong healthcare infrastructure. the main contributions of this work are thus investigating twitter conversations corresponding to explanatory causal trigger events, to form an ideological map of the population that provides insights into response to government policy (see methods). in turn, this is validated through the prediction of new cases using the sentiment scores of the twitter conversation (see regression analysis and explanatory events). finally, a comparison of policy and responses across similar regions in spain and india is discussed (see discussion and findings). [cowling et al., 2020] statistically analyzed the impact of policy on reducing the transmissibility rate of covid-19. the study was conducted on the epidemiological data of hong kong, and inferences were made using confidence intervals. our research aims to investigate the applicability of policies created by developed nations onto developing nations. such an exploration is not possible in cowling et al.'s study. further, cowling et al. provide statistical explanations on government policies' potency in hong kong rather than conceptual explanations, which is required to decide the "what next." while probing government policies' relevance from one nation to another, population-specific behaviors negatively affect cross-nation policy transfer. for instance, figure 2 : causality network of sub-events during sars pandemic by helbing et al.. we utilized this graph to represent sub-events within the covid-19 pandemic during extraction of the word cloud a likely source of infection in india was the tablighi jamaat movement, a religious gathering 4 , which became a coronavirus vector and was not taken into account in government policy or enforcement [sivaraman et al., 2020] . likewise, the return of migrant laborers to their home states in india and long weekend celebrations and parties in the united states led to an increase in covid-19 cases. as a result, policies such as reopening, contact tracing, and ensuring public compliance, which was effective in europe, are not directly applicable to india and the united states [hellewell et al., 2020] . it is essential to relate patterns in epidemiological data with evolving policy-related concepts and sentiment on social media to better study the likelihood of policy effectiveness [kalteh and rajabi, 2020] . other regression models that predict new cases do not consider social media information, which we posit is a significant predictor [shayak, sharma, and gaur, 2020] [prem et al., 2020] . in this research problem, we use multiple publicly available datasets and government resources, specific to spain and india (e.g., news reports, insights on epidemiological data). the first country dataset is a covid-19 dataset for spain data. the dataset is available here: link. it contains attributes including but not limited to: total # of cases, total # of hospitalizations, total # of patients in the icu, total # of recovered patients, and total # of new cases. the dataset was derived entirely from spain's ministry of health website and transformed into csv files. all of the data is available by province (the equivalent to states in the united states). the second dataset we use is a covid-19 dataset for india, available here 5 . this dataset contains attributes including but not limited to: # of confirmed cases per day, # of recovered per day, # of deaths per day, # of people in the icu, # of people on ventilators. the dataset was sourced from several sources, a list of which can be found here 6 . all of the data is available on a state-by-state level within india. after having the two datasets for identifying divergence points and initial identification of a problem, the final dataset we use is a dataset of twitter-ids, for our twitter social media analysis available here 7 . as stated in the dataset, "the repository contains an ongoing collection of tweets ids associated with the novel coronavirus covid-19 (sars-cov-2), which commenced on january 28, 2020. we used twitter's search api to gather historical tweets from the preceding seven days, leading to the first tweets in our dataset dating back to january 21, 2020." this dataset gives us access to the tweet id's pre-filtered concerning the coronavirus with keywords accessible here 8 . from this dataset, we hydrated 5, 075, 830 tweets from april 15 to may 15, of which 534 were geotagged from the state of kerala, and 7094, the state of mumbai. we want to analyze the differences between the spread of the virus in spain and india; however, the countries are too diverse to compare in their entirety. thus, we instead propose comparing the two countries on more granular scales, specifically by identifying pairs of states/regions (india/spain) that are similar on the following grounds: (1) population density, (2) unemployment rate, (3) tourism, and (4) quality of living, and examining the results. for this study, we restrict to the following two pairs of states/regions: (1) kerala and madrid, and (2) maharastra (mumbai city) and cataluña (barcelona region). on the data from these states/regions, we did visualizations of counts of new cases during april and may. this period was essential to assess the effectiveness of government policies in controlling the covid-19 pandemic. by creating pairs of states/regions from india and spain, we identified divergence points where india started showing worsening public health. figure 4 shows may 1st, 2020, as the divergence point for kerala and madrid. likewise, april 22nd, 2020, is the divergence point for mumbai and barcelona ( figure 5 ). once the relevant timeframe is defined, we extract tweets geotagged to the local indian regions, such as kerala and mumbai. it allows us to explore the people's responses towards government policies, which helps assess the rise in covid-19 cases. semantically understanding people's reactions from their twitter conversations is a challenging task for statistical natural language processing. hence, we utilize a hypothesized causal graph of policy-dependent subevents in helbing et al., which describes a series of activities occurring during a pandemic. some of the concepts described by helbing et al. are mistrust, church hospitals, mask distribution, mental health. we identify a set of relevant concepts that describe kerala and mumbai's tweets using a pre-trained multilingual conceptnet model from a sem-eval task [speer and lowry-duda, 2017] . we use the spacy parser to generate phrase embeddings of concepts and nouns extracted from tweets 9 . next, we perform a cosine similarity between the tweet vector and concept vector, with an empirically determined threshold of 0.45. the frequency of concept phrases was recorded and presented as people's responses in the given region during the given time frame. we begin by performing a preliminary visualization of the dataset. in figure 4 , we observe the new case counts in kerala scaled up by a factor of 100 (for trend visibility) compared to madrid's region. it seems that the data points remained reasonably close from the period of march 15th to may 1st, after which there is a second wave of covid-19 spread in kerala. in contrast, madrid remained relatively close to 0 for the rest of the period. this divergence from its previous relative similarity to madrid is a key feature we intend to explore using real-time conversations on twitter. through semantic analysis of kerala's tweets around the point of inflection, we recorded mentions of gatherings such as marriages and poor capacity of the health system, which are potential causes of the rise in new cases (see figure 6) . furthermore, people mentioned information on ways of transmission with no known source of origin, prompting the government to reinstate lockdown procedures. overextension of lockdown by the government developed a panic reaction among the individuals in kerala. the state also saw a lack of cooperation among authorities in affected regions, which contributed to a surge in cases. rumors circulated through misleading campaigns that developed uncertainty and fear upsetting people's livelihood in kerala, making them restless in critical containment zones. from april to may, people's responses to government policies showed expressions of social instability, unemployment, uncontrolled infection transmission, and circulation of rumors. in figure 5 , we observe the plots of daily new cases in maharashtra, whose case counts were almost all from mumbai and cataluña (spain, barcelona). first, it seems that the data points remained fairly close from march 15th to april 22nd, at which point the new cases in cataluña remained fairly close to 0 for the rest of the period. though the population density and social composition of mumbai are different from kerala, we recorded the use of similar concept phrases reflecting similar consequences of government policies. for instance, social instability, reaching out to catholic hospitals 10 (or church hospitals), seeking military aid during lockdown 11 , mental health, panic reaction, and people seeking therapy. compared to kerala, mumbai showed a significant rise in unemployment, which is relatively similar to the trend in unemployment in barcelona, and madrid 12 . the figure 3 : workflow detailing the approach described in this study to analyze citizen response to policies and generate explainable inferences on the epidemiological data, in addition to predicting future changes in the spread of an epidemic. situation of unemployment remained constant from april to may in kerala and mumbai. further, the concept of "general population behavior" describes the migrant population, which constituted 93% workforce in india, contributed to the rise in the covid-19 cases as people travelled back to and-barcelona-both-rank-in-the-bottom-10-of-best-cities-forjobs-following-coronavirus-crisis/ their homes for security. these external factors, which aren't recorded in epidemiological data but explain epidemiology patterns, should be incorporated in models like sir to better estimate the future patterns in the spread of disease [sivaraman et al., 2020]. as we can see, within both states, the topical content being discussed is relatively the same. in the time series curve, including april, we saw that the coronavirus cases had a steadily increasing number of new cases per day with a slight curvature. this indicates that the simifigure 6 : after the first wave of covid-19 spread in the month of march, the government of india instituted various policies, such as school closings, business closings, travel bans, over-extensions, which impacted public life, especially for daily wage families. hence, we see rise in the frequency of tweets concerning mental health, medical care, and unemployment. as a consequence of the policies, we observe emerging events such as rumors, churches becoming hospitals due to overloaded healthcare facilities, social instability, and mistrust (in rectangle black box). through citizen sensing around the point of inflection (figure 4 ) , we noticed a constant frequency of concepts such as poor public life and bad condition of the state, which reflected on the imperfection in policy implementation. larity in thinking over time compounded, possibly resulting in the eventual seemingly exponential growth in the spread of covid-19. we will next validate if these thinking patterns captured in twitter sentiments are a good predictor of new cases. we use multivariate linear regression (mvr) with tweet sentiment to predict future cases in kerala and mumbai's regions from mid-april to mid-may, over a month across different periods. to determine each tweet's sentiment, we use the flairnlp python library 13 . we combine sentiments of concepts (figure 6 and 7) identified from each tweet into daily sentiment values -from the period of april 16th to may 14th/15th. we then perform mvr using the features is described in materials sections and another with tweet sentiment. the first mvr model uses the past 30 days of new cases and recovered cases to predict the next 30, and the second mvr model also uses tweet sentiment to predict the next 30 days. we use a cumulative function on both new cases and recovered cases to better reflect the upward trend. we find that the regression error does indeed decrease when using the tweet sentiments. we specifically look at the differences in the rmse values and the adjusted r 2 for quantitative performance gains. further, we use periods of 3, 7, and 14 days from may 15th for the two mvr models, as these have been shown in [pavlicek, rehak, and kral, 2020] to be the periods of days with which covid-19 13 https://github.com/flairnlp/flair figure 7 : as we can see, within both states, the topical content being discussed is relatively the same. throughout the frame of the time series, including april, we saw that the trend in coronavirus cases had a steadily increasing number of new cases per day, or a positive second derivative. this indicates that the similarity in thinking over time compounded, possibly resulting in the eventual seemingly exponential growth in the spread of covid-19 that we witness. deaths show regularities (see table 1 and 2). previous literature suggests that the rmse uncertainty for this number of data points would be approximately 12.9% [faber, 1999] . a model's explainability is vital in such a high stakes application for humans to trust and understand its predictions. while the weights of a linear model lend themselves nicely to interpretation, they alone do not provide any insight into the type of events that may have triggered such conversation on twitter. for tweets with concepts of high sentiment score weight in the model, we use the causal graph [helbing, ammoser, and kühnert, 2006 ] built for the sars epidemic to provide explanatory sub-event triggers for those concepts. an example is shown in figure 2 , where the causal structure of sub-events that guided the extraction of twitter conversation is marked. the government can use this graphical explanation to shape its policy going forward. note that the dataset of mumbai tweets was 14 times more extensive than kerala, resulting in high rmse. we see a more noticeable difference in adjr 2 and rmse values for mumbai further in time from may 15th, than we do for kerala except for the 14 days. thus, we believe that this research can be explored further with potentially more statistically significant findings through access to larger datasets in this paper, we presented a methodology to determine crowd responses to governmental policies that can impact health and new case predictions in real-time, and evaluate those responses to provide direction for new public health policy. in broad terms, the method presented is the first visualization of the data to identify the features of interest, elicit time-frames of events upon which to focus analysis, and explain the pattern in epidemiological data with social network sentiment analysis. for our comparison of the effectiveness of policies in spain and india, we were able to identify a critical time-frame across multiple state/province pairs that proved to be a divergence point in the spread of the virus where spain appeared to be succeeding in containing the virus. in contrast, india seemed to be experiencing exponential growth. looking at the timelines of government lockdowns: after the 10th case, india took action on day 21 and spain on day 16. after the 1st death, india took action on day 13 and spain on day 29. finally, after the 100th case, india took action on day 13 and spain on day 10. we see that arguably, the nations took action on a similar timescale concerning the beginning of the spread. we posit, therefore, that the differences in responses to policies can be found in crowd ideology via twitter. looking at a few of the previously identified key phrases, we can see some examples of selected tweets that display concepts previously identified in the concept clouds, along with a timely response from authorities in spain: 2. medical care tweet (mumbai): "when the richest country has zero public health care in place and they need to hire in the middle of a pandemic" --spain used a royal decree to declare a 15-day national emergency back on march 15th [legido-quigley et al., 2020] . it dedicated significant investments to its healthcare system, quoted "it had allocated c2.8 billion to all regions for health services and created a new fund with c1 billion for priority health interventions." 3. social instability tweets (kerala and mumbai): (a) "if you get into a cyclical lockdown it will be devastating for economic activity because that would destroy trust."(b) "people will lose trust if the lockdown continues indefinitely. need to work out a way.#rahulshowstheway" --spain's civil guard dedicated time to compiling a report and evaluating possible scenarios of growing social unrest in conjunction with law enforcement agencies, coming up with different responses to rising crime rates or civil unrest. the report specifically noted that the spanish population has accepted the lockdown, "which started out as one of the strictest in europe" 15 . this is where real-time nlp analysis plays an instrumental role. identifying topical categories and sentiments associated with them through social network analyses like twitter provides an avenue to quantitatively and qualitatively evaluate and rank responses to different policies. for quantitative assessment, we considered intuitive model performance metrics, such as rmse and adjr 2 . qualitative inspection was performed by mapping the people's response to sub-events in sars's causality network. we project the identified causally triggered sub-events onto a concept cloud and analyze over two critical months post-initiation policies. even though a linear model is already interpretable in terms of weights, this type of explainability is of paramount importance to understand and trust the model predictions in such a high stakes application. this can give governments insight into whether they must make policies stricter, add more policies, or enforce policies differently than they are at the moment. real-time analysis of the social network and virus data can significantly change the course of health events and are a promising yet relatively unexplored tool for governments and policymakers to use. we have presented in this work a case study with two (state, region) pairs, specifically (mumbai, barcelona) and (kerala, madrid). we posit that this work can be extended to other (state, county) pairs. considering one pair such as andhra pradesh and the canary islands (see figure 8 )both of which are known to have strong healthcare systems relative to the rest of their countries -we can plot the time series visualization and analyze the divergence point. it's important to note that there other uncontrolled variables that make it hard to draw affirmative causal conclusions, and this is an important aspect we hope to consider in future work. the results from this preliminary work could be used to explain epidemiological models, specifically, the exo-sir (exogenous -susceptible, infected, recovered) model. exo-sir is built to model the disease's spread while taking into account exogenous factors (e.g., gathering, compliance to public policy). since our study identified concepts such as social instability, mistrust, and poor medicare as responses of the population against the instated policies, it could be considered potential exogenous factors influencing sir models. our future research may entail including government policies themselves as the exogenous impact on a sir population, and more accurately identifying and explaining the spread of a disease in a community by considering citizen response to policies. all the code and datasets for this study are available for the reproducibility of our results here. impact assessment of non-pharmaceutical interventions against coronavirus disease 2019 and influenza in hong kong: an observational study estimating the uncertainty in estimates of root mean square error of prediction: application to determining the size of an adequate test set in multivariate calibration disasters as extreme events and the importance of network interactions for disaster response management feasibility of controlling covid-19 outbreaks by isolation of cases and contacts. the lancet global health covid-19 and digital epidemiology the resilience of the spanish health system against the covid-19 pandemic. the lancet public health oscillatory dynamics in infectivity and death rates of covid-19 the effect of control strategies to reduce social mixing on outcomes of the covid-19 epidemic in wuhan, china: a modelling study a new delay differential equation model for covid-19 conceptnet at semeval-2017 task 2: extending word embeddings with multilingual relational knowledge the impact of political ideology on concern and behavior during covid-19 we would like to acknowledge dr. victor vicente palacios for his support in the spain data collection and its interpretation. also we would like to acknowledge mr. nirmal sivaraman and dr. sakthi balan of lnmiit-jaipur for their brain-storming and input into the direction of this research. we acknowledge partial support from the national science foundation (nsf) award 1761880: "spokes: medium: mid-west: collaborative: community-driven data engineering for substance abuse prevention in the rural midwest". any opinions, conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the nsf. key: cord-301527-i3xz1rfi authors: millán, javier; rodríguez, alejandro title: a serological survey of common feline pathogens in free-living european wildcats (felis silvestris) in central spain date: 2009-01-13 journal: eur doi: 10.1007/s10344-008-0246-z sha: doc_id: 301527 cord_uid: i3xz1rfi twenty-five serum samples of 22 free-living european wildcats (felis silvestris) captured from 1991 to 1993 in central spain were tested for evidence of exposure to seven feline pathogens. all the wildcats but one (95.4%) presented evidence of contact with at least one of the agents (mean = 2.2). contact with feline leukemia virus (felv) was detected in 81% of the wildcats (antibodies, 77%; antigen p27, 15%). antibodies to feline calicivirus (fcv, 80%), feline herpesvirus (fhv, 20%), feline parvovirus (fpv, 18%), and chlamydophila sp. (27%) were also detected. analyses were negative for feline immunodeficiency virus and feline coronavirus. the probability of having antibodies to fpv was inversely related with the concentration of serum cholesterol and with a morphometric index of body condition. similarity in the composition of antibodies against disease agents (number and identity of detected and undetected antibodies) was significantly higher in pairs of female wildcats than in pairs of males or heterosexual pairs, suggesting that females had a more homogeneous exposure to pathogens. seroprevalence for fhv was higher in males than in females. antibodies to fhv and chlamydophila sp. were more frequent in winter than in other seasons. in addition, the mean similarity of the pathogen community between pairs of serum samples was higher if both wildcats were caught during the same season than if they were not. mean similarity was lowest when serum samples obtained in winter were compared with those from spring or summer. the results suggest that some agents probably had a reservoir in domestic cats and may cause some undetected morbidity/mortality in the studied wildcat population, whereas others, such as felv and fcv, may be enzootic. the european wildcat (felis silvestris schreber 1777) is catalogued as vulnerable (iucn 2007) . the wildcat has a scattered distribution in europe, where it has disappeared from much of its original distribution area, resulting in severe fragmentation of its populations. the mediterranean area that includes the iberian peninsula represents one half of the distribution range of the species in europe (lozano et al. 2003) . according to garcía-perea (2002) , the wildcat population in spain could have declined and experienced considerable fragmentation. acknowledged threats are persecution, habitat loss, and hybridization with domestic cats. however, the importance of other factors of decline has been so far neglected. in particular, an increasing concern exists about the role of infectious diseases as a cause of decline of populations of some wild species (smith et al. 2006) . domestic cats are common in the dominant cultural landscapes of mediterranean europe, allowing for their interaction with wildlife and increasing the potential for disease transmission between domestic cats and wildcats. in fact, wildcats from a number of locations in northern europe host viruses commonly found in domestic cats (mcorist et al. 1991; artois and remond 1994; daniels et al. 1999; leutenegger et al. 1999; fromont et al. 2000) . contact with the pathogenic feline leukemia virus (felv) was detected in all these studies. fromont et al. (2000) also detected infections with the feline immunodeficiency virus (fiv). in contrast, račnik et al. (2008) failed to detect evidence of contact with felv and fiv in wildcats in slovenia. excepting a few parasitological studies (torres et al. 1989; rodríguez and carbonell 1998) , no information is available about the disease agents infecting the european wildcat in the iberian peninsula or other areas of the mediterranean region. fiv, felv, and other feline pathogens are known to infect domestic cats in spain (arjona et al. 2000; solano-gallego et al. 2006) . these disease agents might not only decrease the persistence of local wildcat populations through increased mortality but also in more subtle ways, e.g., altering the behavior or reducing the body condition and fitness of infected individuals (scott 1988) . furthermore, since the mechanisms of transmission between species of such disease agents are poorly known in the wild, wildcats could be involved in the epidemiology of infectious diseases that may pose a risk for sympatric rare endangered species, specially the iberian lynx (lynx pardinus), which have little contact with anthropic environments (delibes et al. 2000) . the aims of the present study were (1) to assess the seroprevalence against feline disease agents in free-living wildcats and (2) to examine whether prevalence, number of detected agents, and similarity between wildcats in the composition of the pathogens they were exposed to were related with sex, season, and body condition. we studied a wildcat population in a 110-km 2 area of eastern toledo mountains, southcentral spain (39°18′ n, 3°4 5′ w). the study area consists of a mosaic of mediterranean shrubland, cereal fields, and to a lesser extent, pastureland. major land uses other than agriculture are game and sheep and goat husbandry. there are no towns or other forms of urban use, but the area contains scattered farms (0.1 farm/km 2 ), most of them permanently inhabited, where free-roaming domestic cats and dogs are fairly common. around 30 buildings aggregate in a 60-ha spot near the eastern end of the study area; a few are used as holiday houses; the other are virtually abandoned. in the course of ecological studies, double-entrance box traps and padded no. 2 victor coil-spring traps (woodstream, lititz, pennsylvania) were placed during periods of 2-16 weeks across the study area. trapping took place from winter (january-march) to summer (july-september), between 1991 and 1993. twenty-two wildcats were caught and immobilized either with ketamine hydrochloride (ketolar©, parke-davis, spain) mixed with xylazine hydrochloride (rompún©, bayer, spain), or with tiletaminezolazepam (zoletil©, virbac, spain). wildcats were measured, weighed and classified as adults or juveniles (<1 year old), on the basis of tooth wear, as well as signs of pregnancy or current (milk) or past lactation (hairless areas around nipples). coat patterns, size, weight, and spatial behavior indicated these animals were not domestic or feral cats. our sample consisted of five adult males, 15 adult females, and two juvenile females. whole blood was obtained from venipuncture of the cephalic veins. samples were collected in serum separator tubes and allowed to clot. then, they were centrifuged at 2,000 rpm for 15 min, and the serum was removed. a fraction was subjected to biochemical analysis, and the rest was kept frozen at −20°c until examined for the presence of antibodies to disease agents. since three individuals were caught twice, 25 serum samples were obtained. for each wildcat, body condition was estimated in two ways: (1) the residual of a regression line of (log) body weight (g) against (log) head plus body length (mm), and (2) the concentration of total cholesterol (mg/dl) in the serum. in mammals, it is well known that the intake of animal proteins increases plasma total cholesterol (forsythe et al. 1980; sugano and roba 1993) . thus, we hypothesized that a higher concentration of serum cholesterol indicates a higher protein intake and a better condition. morphological and biochemical estimates of condition were statistically independent (r=0.373, p=0.106). serum samples were tested using enzyme-linked immunoassay (elisa) using commercial kits provided by ingenasa (madrid, spain) and evl-eurovet (madrid, spain) to the following disease agents: fiv (ingezim fiv©), felv (ingezim felv gp-70©), feline coronavirus (fcov; ingezim fcov©), feline calicivirus (fcv; f1008-ab02-feline calicivirus antibody elisa©), feline herpesvirus-1 (fhv; f107-ab02-feline herpesvirus antibody elisa©), and chlamydophila sp. (f1009-ab01-chlamydia antibody elisa©). presence of antibodies against feline parvovirus (fpv) were determined using a test for canine parvovirus (ingezim cpv©) using anti-cat igg as conjugate, following the recommendations of the manufacturer. finally, the presence of felv p27 was determined with elisa for antigen detection (ingezim felv-das©). each procedure incorporated positive and negative control sera according to the manufacturer's instructions. we explored the univariate effects of sex, season, and body condition on the presence of antibodies against each considered pathogen with logistic regression. then we fitted generalized linear models with poisson errors to examine the effect of the same predictors on the number of disease agents per individual. finally, we examined how similar the composition of pathogens was in each sample as a function of sex and season. for a given pair of serum samples a and b, we computed the simple matching coefficient (krebs 1998 where a is the number of pathogens that occur both in samples a and b, b is the number of antibodies in sample b but not in sample a, c is the number of antibodies in sample a but not in sample b, and d is the number of antibodies absent in both samples. we calculated this index of similarity in the identity of antibodies for all pairs of samples and compared the means of the simple matching coefficient between combinations of levels of sex and season with analysis of variance. all the wildcats but one (95.4%) presented evidences of contact with at least one of the pathogens (mean=2.2 pathogens/individual). four wildcats revealed antibodies for one agent (18.2%), 11 for two agents (50.0%), three for three agents (13.6%), two for four agents (9.1%), and one for five agents (4.5%). seroprevalences are shown in table 1 . exposure to felv and fcv was detected, respectively, in 81% and 80% of individuals. antibodies against fpv, fhv, and chlamydophila sp. were found in 20-30% of individuals. there was no evidence of contact with fiv or fcov (table 1) . antibodies against felv were detected in 17 wildcats. sera of two other individuals yielded an absorbance value between the positive and negative cutoffs. in addition, three wildcats resulted positive for antigen detection. one of them presented both antigen and antibodies. a second individual was sampled twice and presented antigen and antibodies only in the second sample, 1 year later. the third wildcat was also sampled twice, and in the first sampling, both tests were negative, but 2 weeks later, it presented antigenemia but not antibodies (see table 2 for these and other cases of seroconversion). the prevalence of fhv in males was four times higher than in females, and these sexual differences were marginally significant (table 3) . prevalence was similar in both sexes for other agents, except chamydophila sp. whose proportion in males was more than twice as high as in females, though differences were not significant. the seroprevalence of fhv in wildcats caught in winter was significantly higher than in samples obtained in other seasons (table 3 ). there was also a tendency for chamydophila sp. to decrease its prevalence from winter to summer, whereas we found lower variation in seasonal prevalence for other agents. in general, the probability of having contacted a disease agent showed a weak association with indices of body condition. however, the probability of having antibodies against fpv had a significant inverse relationship with the concentration of serum cholesterol (table 3) . a similar trend was found between this probability and the morphometric index of body condition. no apparent clinical signs were observed in any of the studied wildcats at the time of handling. poisson regression indicated that sex, season, and body condition did not explain a significant fraction of deviance in the number of types of antibodies found in serum samples. similarity in the composition of antibodies against disease agents (number and identity of detected and undetected antibodies) was significantly higher in pairs of female wildcats than in pairs of males or heterosexual pairs (one-way analysis of variance (anova), f 2,250 =4.27, p= 0.015; fig. 1 ). the mean (±se) simple matching coefficient in pairs of the same sex (0.67±0.02) was significantly higher than in wildcat pairs of different sex (0.60±0.02; t= 2.48, df=251, p=0.014). there was a seasonal pattern of seroprevalence to the different studied disease agents in the wildcat population of toledo mountains was either in the range of, or higher than, values previously reported in europe (artois and remond 1994; mcorist et al. 1991; daniels et al. 1999; leutenegger et al. 1999; fromont et al. 2000) . active infections by felv were demonstrated in the studies quoted above. the felv antigenemia detected in the present study was in the range of the data by fromont et al. (2000) , mcorist et al. (1991) , and daniels et al. (1999) but was lower than that observed by leutenegger et al. (1999) . our results may indicate that, as observed by mcorist et al. (1991) and in contrast with the observations in other wild felids (e.g. citino 1986), felv may be self-sustained in the studied wildcat population. however, transmission from domestic cats may also occur. feline leukemia virus is fatal in domestic cats, and mortality related to felv infection have been reported in a free-living cougar (puma concolor; jessup et al. 1993 ) and in a captive bobcat (lynx rufus; sleeman et al. 2001 ). similar cases have not been recorded in the european wildcat. for example, leutenegger et al. (1999) did not find clinical signs in felv-infected wildcats. as a rule, no evident signs were observed in the wildcats during this survey, either seropositive or infected. this may indicate that most of the wildcats may survive the infection. nevertheless, some undetected mortality due to feline leukemia may occur. eighteen percent of the wildcats presented antibodies against fpv. this value was higher than those reported by leutenegger et al. (1999) and ostrowski et al. (2003) by means of the immunofluorescence assay. feline parvovirus causes feline panleukopenia (fpl), and mortality due to this syndrome has been observed in other wild felids (e.g. code, sex, and age are given. all analyses were negative in these wildcats for fiv, fpv and fcov the g statistic indicates the results of logistic regressions (sex, df=1; season, df=2). the sign of the logit coefficient and its significance are shown for the effects of two indices of body condition (df=1) w/l residuals of the regression log-weight vs. log-length, chol serum cholesterol concentration in bobcat, wassmer et al. 1988; or cougar, roelke et al. 1993 ). this disease is markedly harmful in kittens (barker and parrish 2001) . thus, if wildcat kittens succumb often to fpl as observed in feral cats (van rensburg et al. 1987) , this disease may have a substantial impact on productivity and thus on population dynamics. we found a negative relationship between indices of wildcat condition and exposure to fpv. the analysis performed detects igg, thus indicating past infection. then, it is difficult to explain an effect of a past infection with wildcat condition at the time of sampling. since, as said above, fpl is especially harmful in young cats, some incorrect development due to the disease could promote a subsequent impaired condition. anyway, relatively poor condition in fpv-seropositive wildcats, together with the observed low seroprevalence, could be due to fpv-associated morbidity or mortality, although our results are inconclusive in this regard. it is not known whether fpv is self-sustained in the wildcat population or domestic cats act as a reservoir. this virus is extremely resistant and can survive for months in the environment (greene 1998) . therefore, in addition to direct contact with a virus-shedding carnivore, habitat contamination by domestic cat feces may be a source of infection (roelke et al. 1993) . additional difficulties to interpret the moderate fpv prevalence we found arise from potential specificity problems (ostrowski et al. 2003) , since the elisa test utilized here does not allow determining if wildcats were infected by the feline or the canine parvovirus strain. thus, not only domestic cats but also dogs and red foxes (vulpes vulpes) could serve as sources of infection for wildcats, as suggested for the iberian lynx (roelke et al. 2008) . we detected evidence of exposure to the three main agents involved in the feline respiratory syndrome (frs), i.e. fcv, fhv, and chlamydophila sp. contact with fcv and fhv was also detected by artois and remond (1994) , daniels et al. (1999) , leutenegger et al. (1999) , and ostrowski et al. (2003) , but the prevalences we found are markedly higher than those reported in these studies. as far as we know, we report here for the first time antibodies to chlamydophila sp. (or antigenically related agents) in a wild feline species. only paul-murphy et al. (1994) tested but failed to detect antibodies to chlamydial agents in cougars. again, it is unknown whether these agents are endemic in the studied wildcat population or wildcats became infected after contact with domestic cats. riley et al. (2004) found higher titers to fcv in bobcats from areas where domestic cats occurred, suggesting that fcv might have been endemic in domestic cats but not in bobcats. in contrast, roelke et al. (1993) believed that the virus may be present in florida panthers, with transmission similar to that in the domestic cat (a persistently infected motherto-offspring pathway). we believe that the moderate to high prevalence of disease agents related with frs suggests that (1) contacts between domestic and wildcats, the most feasible way of transmission of fhv and chlamydophila, are frequent, and (2) fcv may be endemic in this wildcat population, the most likely way of transmission being from mothers to kittens. the pathological significance of these agents to wildcats is unknown. in domestic cats, morbidity of frs is considerable, although mortality is low (greene 1998) . moderate or high seroprevalences suggest that this may be the case for wildcats, although some neonatal mortality may occur too. the present study failed to demonstrate wildcat contact with fiv and fcov. both agents seem to be infrequent in other european wildcat populations (mcorist et al. 1991; daniels et al. 1999; leutenegger et al. 1999; fromont et al. 2000) . fiv might not be present in the studied population, although fiv antibodies are more likely to be found in adult, male cats (sellon 1998) , and only five individuals belonging to this cohort were included in the present survey. the prevalence of fiv in domestic cat populations in spain is around 8% (solano-gallego et al. 2006; arjona et al. 2000) . thus, the occurrence of unrecorded fatal cases of feline immunodeficiency in european wildcats from spain cannot be discarded. the observed low seroprevalence to fcov may be due to a probable absence of the agent in the domestic cats of the study area. according to addie and jarret (1998) , fcov is more common in domestic cats in catteries than in pet cats kept singly or in feral or stray cats. the domestic cats inhabiting our study area can be better described as feral cats than household cats. we found a relatively high seroprevalence to fhv in winter. assuming that interbreeding may not be uncommon, we believe that transmission of fhv (and perhaps of other agents) may be enhanced during the annual population peak of wildcats and domestic cats in summer-autumn, which may explain a higher seroprevalence in the following winter. no season-related differences in prevalence of any of the studied agents was recorded in previous studies regarding wildcat (mcorist et al. 1991; daniels et al. 1999; leutenegger et al. 1999; fromont et al. 2000; ostrowski et al. 2003) or other wild felines (e.g., paul-murphy et al. 1994) . in red foxes from australia, robinson et al. (2005) observed that the seroprevalence to canine adenovirus presented the highest seroprevalence in winter-spring, suggesting that foxes became infected in the mating season more probably than prior to dispersal, which is in agreement with our hypothesis for fhv. related with this, the observed higher seroprevalence of fhv and chlamydophila sp. in wildcat males may be also related with higher rates of intra-and inter-species encounters because males tend to move more during the mating season (liberg, 1988) . we also observed a similar pattern of exposure to agents in wildcats sampled in spring and summer, whereas animals sampled in winter presented a different pattern. these results indicate that there are clear seasonal-related variations in the exposure to the agents. we hypothesize that, during winter, some mortality of wildcats may be related with the exposure to one or more of the studied agents. this fact could be linked with the higher seroprevalence to fhv and chlamydophila sp. in winter samples: selective mortality associated to these pathogens would explain why these agents showed lower seroprevalence in the following spring-summer. although both pathogens course with low mortality in adult domestic cats (gaskell and dawson 1998) , nothing is known about the clinical course of these infections in free-living wildcats. in some cases, a chronification of the disease in cats occurs, with clinical signs ranging from sneezing and nasal discharge to corneal edema and blindness (gaskell and dawson 1998) . the latter may be critical for survival in the wild, and some mortality related to these agents cannot be discarded. interestingly, the identity of agents to which females presented antibodies, as well as the identity of agents to which females were not exposed, were more consistent than the composition of infectious agents in males. in addition, the similarity in the results of tests for multiple agents in pairs of the same sex was significantly higher than in wildcat pairs of different sex. as far as we know, no similar findings have been previously reported for any wild species. this result, far from giving simple differences in seroprevalence among sexes, presents evidence of a different pattern of exposure among females and males to the studied agents. we suggest that, whereas the behavior of the females exposes them to a particular set of agents and prevents exposure to others, the behavior of males (with a higher movement pattern, especially among juveniles during dispersal and adults during mating) makes more unpredictable the type of disease agents they face. our study confirmed that wildcats in central spain were in contact with five of the studied common feline pathogens, some of which exhibited high seroprevalences. it has not been determined to what extent these agents pose a risk for wildcat populations, although a negative relationship between seroprevalence and condition was found for fpv. therefore, our results indirectly support the hypothesis that diseases may contribute to reduce individual fitness. in addition, during the period when wildcats were captured, the extremely endangered iberian lynx was still present in toledo mountains (rodríguez et al. 1996) and thus potentially exposed to the studied pathogens. since the causes of the marked regression of lynx populations in the last 30 years are multiple and have not been completely elucidated (rodríguez and delibes 2002) and very little is known about natural causes of mortality (ferreras et al. 1992; rodríguez and delibes 2004) , we believe that diseases might be considered as a potential contributing factor of decline in the toledo mountains lynx population during the 1980s. feline coronavirus infections. in: greene ce (ed) infectious diseases of dog and cat seroepidemiological survey of infection by feline leukemia virus and immunodeficiency virus in madrid and correlation with some clinical aspects viral diseases as a threat to free-living wild cats (felis silvestris) in continental europe infectious diseases of wild animals transient felv viraemia in a clouded leopard feline viruses in wildcats from scotland action plan for the conservation of the iberian lynx in europe (lynx pardinus). nature and environment series 111 rates and causes of mortality in a fragmented population of iberian lynx felis pardina temminck, 1824 effects of dietary protein and fat source on plasma cholesterol parameters, lcat activity and amino acid levels and on tissue lipid content of growing pigs prevalence and pathogenicity of retroviruses in wildcats in france felis silvestris schreber, 1775 feline respiratory disease. in: greene ce (ed) infectious diseases of dog and cat feline panleukopenia. in: greene ce (ed) infectious diseases of dog and cat felis silvestris feline leukemia virus infection and renal spirochetosis in free-ranging cougar (felis concolor) ecological methodology viral infections in free-living populations of the european wildcat spatial organisation and reproductive tactics in the domestic cat and other felids importance of scrub-pastureland mosaics for wild-living cats occurrence in a mediterranean area: implications for the conservation of the wildcat (felis silvestris) some viral and protozool diseases in the european wildcat (felis silvestris) a serologic survey of wild felids from central west saudi arabia serologic survey and serum biochemical reference ranges of the free-ranging mountain lion (felis concolor) in california viral infections in wild-living european wildcats in slovenia exposure to feline and canine pathogens in bobcats and gray foxes in urban and rural zones of a national park in california prevalence of serum antibodies to canine adenovirus and canine herpesvirus in the european red fox gastrointestinal parasites of the iberian lynx and other wild carnivores from central spain patterns and causes of non-natural mortality in the iberian lynx during a 40 year period of range contraction use of non-wildlife passages across a high speed railway by terrestrial vertebrates seroprevalence of infectious disease agents in free-ranging florida panthers (felis concolor coryi) exposure to disease agents in the endangered iberian lynx (lynx pardinus) the impact of infection and disease on animal populations: implications for conservation biology feline immunodeficiency virus infection. in: greene ce (ed) infectious diseases of dog and cat feline leukemia virus in a captive bobcat evidence for the role of infectious disease in species extinction and endangerment serological and molecular evidence of exposure to arthropod-borne organisms in cats from northeastern spain dietary protein and lipid metabolism: a multi functional effect contribución al conocimiento de la cestodofauna de felis silvestris schreber, 1776 (carnivora: felidae) en la península ibérica effects of feline panleucopaenia on the population characteristics of feral cats on marion island ecology of the bobcat in florida acknowledgments j. nicolás guzmán and giulia crema assisted with wildcat trapping and sample collection. we thank amparo gomis at inac (ciudad real, spain) for performing biochemical analyses, j. manuel pérez de la lastra at irec (ciudad real, spain) for laboratory assistance during sera analyses, and jacques delbecque (ingenasa) and silvia simón (eurovet veterinaria s.l.) for information and advice about immunoassay performance. field work was supported by the spanish ministry of transportation, and lab work as well as manuscript preparation was funded by grants from junta de andalucía to a. rodríguez. the trapping and sampling protocol followed the spanish laws of animal welfare in scientific research (real decreto 1201 /2005 . key: cord-308005-t0bf5nos authors: iglesias-sánchez, patricia p.; vaccaro witt, gustavo fabián; cabrera, francisco e.; jambrino-maldonado, carmen title: the contagion of sentiments during the covid-19 pandemic crisis: the case of isolation in spain date: 2020-08-14 journal: int j environ res public health doi: 10.3390/ijerph17165918 sha: doc_id: 308005 cord_uid: t0bf5nos this study examines how confinement measures established during the covid-19 pandemic crisis affected the emotions of the population. for this purpose, public sentiment on social media and digital ecosystems in spain is analyzed. we identified affective tones towards media and citizens published on social media focusing on six basic emotions: anger, fear, joy, sadness, disgust and uncertainty. the main contribution of this work is the evidence of contagious sentiments and, consequently, the possibility of using this new dimension of social media as a form of a “collective therapy”. this paper contributes to understanding the impact of confinement measures in a pandemic from the point of view of emotional health. this analysis provides a set of practical implications that can guide conceptual and empirical work in health crisis management with an alternative approach, especially useful for decision-making processes facing emergency responses and health crises, even in an unprecedented global health crisis such as the traumatic events caused by the covid-19 disease. undoubtedly, the world is dealing with a health crisis unparalleled in this era that underscores a negative side of globalization. the world health organization (who) declared the covid-19 global pandemic in march 2020. although this kind of respiratory disease had already caused both widespread death and cases of infections in wuhan (china) since 2019, the health crisis did not show its true dimensions in europe up until february and march 2020. from then on, the race to combat the virus escalated worldwide. spain was one of the countries most affected by covid-19, establishing a nationwide state of alarm on march 14, 2020. consequently, the social distancing, self-isolation and quarantine measures in spain were radical and without precedent; such as the strict stay-at-home instruction for most of the citizens lasting almost two months, and ending with a progressive de-confinement process starting in the first week of may 2020. during this confinement period, spanish residents relied on digital ecosystems for disseminating and sharing information from official sources such as the government and health officials; and from the media and other peers. rodin et al. compiled a list of information producers in the case of a public health crisis that includes international and national public health organizations, national governments, non-governmental organizations, activist groups, news media and citizens [1] . furthermore, the communication is public and can be viewed without the need for subscription to the data source or explicit permission from the sender of the communication. the communication does not come from an advertising campaign. the communication has not been generated by automatic procedural methods (bots, fake posts, among others). the data was collected in the period from march 9 to may 1, 2020; thus, covering the beginning, peak and early de-confinement stages of the covid-19 related measures in spain. the collected communications were anonymized, eliminating authorship data, location, source, images, hyperlinks and non-textual components, to leave only the text corpus. the corpus of communications was analyzed using the natural language analysis tools (anl) provided by the ibm watson analytics service [17] . then, the corpus was analyzed again for confirmation purposes using the interval majority aggregation operator (isma-owa) [18] , which is designed for decision making in social media with consistent data, leveraged by the combination of computational intelligence and big data techniques [19] . the objective of the natural language analysis was to represent the subjective emotional response of the population as an objective and quantitative time series. the emotional response time series obtained in this way were: anger, disgust, joy, fear, sadness and uncertainty. the study period ranged from march 9 to may 1, 2020; and was divided into three distinctive stages. stage 1 ranged from march 9 to march 28. this stage covered the events starting with the announcement of the suspension of school activities in the basque and madrid autonomous communities of spain, flight cancellations from italy, nationwide suspension of university activities, the decree of the national state of alarm and the progressive temporary closure of non-essential businesses. stage 2 ranged from march 29 to april 9. this stage covered the events during the peak of the social distancing, self-isolation and quarantine measures in spain. most of the population, as well as non-essential workers remained at home. finally, stage 3 ranged from april 10 to may 1. this stage covered the events after the social distancing peak, including the extension of the state of alarm, the slow but progressive lessening of confinement measurements, some of the non-essential workers returned to their jobs, children were permitted to play outside, as well as asymmetric de-confinement measures, depending on the needs of the spanish autonomous communities. we expected to see significant differences in the emotional response of the population between the confinement stages. to test this, we performed a non-parametric kruskal-wallis h test, considering the stages as the independent variable and the emotional responses as the dependent variables. the normality of the measurement distribution for all the emotional response variables per stage was verified using kolmogorov-smirnov and shapiro-wilk tests. to further improve the qualitative analysis of the quantitative data, we performed a hierarchical linear smooth kernel regression on the emotional response time series, using the epanechnikov quadratic kernel [20] . this approach helps to reduce the noise inherent to data collected from digital ecosystems and provides a graphical representation of the emotion's tendency. the first hierarchy level corresponded to the complete study period, while the second hierarchy level corresponded to the stages separately. finally, we calculated the frequency of the words comprising the complete corpus dataset and determined the emotion polarity (positive or negative) related to them. all the above-mentioned statistical analyses were executed in ibm spss 27 (ibm: armonk, ny, usa). furthermore, the computational algorithms and natural language analyses were implemented in python 3 (python software foundation: wilmington, de, usa), using the natural language toolkit (nltk) [21] . the text corpus contained a total of 80,091 communications that were obtained from twitter (82.1%), youtube (12.3%), instagram (4.2%), official press websites (0.4%) and internet forums (1.0%). a chart of the normalized distribution of communications per day is shown in figure 1 , where 100 represents the maximum amount of communications obtained in a single day. this figure shows an increasing trend in the number of communications during stage 1, followed by a progressive decline in the proportion of communications during stages 2 and 3. the text corpus contained a total of 80,091 communications that were obtained from twitter (82.1%), youtube (12.3%), instagram (4.2%), official press websites (0.4%) and internet forums (1.0%). a chart of the normalized distribution of communications per day is shown in figure 1 , where 100 represents the maximum amount of communications obtained in a single day. this figure shows an increasing trend in the number of communications during stage 1, followed by a progressive decline in the proportion of communications during stages 2 and 3. from a generalized point of view, the kruskal-wallis h test showed that there was a statistically significant difference in emotional response score related to anger (χ2(2) = 17.806, p = 0.000), fear (χ2(2) = 6.462, p = 0.040), sadness (χ2(2) = 6.878, p = 0.032) and uncertainty (χ2(2) = 7.786, p = 0.020). on the other hand, there were no significant differences in the emotional responses related to disgust (χ2(2) = 1.368, p = 0.505) and joy (χ2(2) = 3.229, p = 0.199). due to the inherent differences between social media platforms, we conducted the same analysis on the communications from twitter, youtube, instagram, official press websites and internet forums separately. these results obtained from twitter are analogous to the generalized approach, where the kruskal-wallis h test showed that there was a statistically significant difference in emotional response score related to anger, fear, sadness and uncertainty (p < 0.05); while there were no significant differences in the emotional responses related to disgust and joy (p > 0.05). this phenomenon can be traced back to the fact that twitter provided most of the open-access communications available for this study. in a similar way, the communications obtained from youtube showed that there was a statistically significant difference in emotional response score related to anger, fear and sadness (p < 0.05), but no significant differences in the emotional responses related to uncertainty, disgust and joy (p > 0.05). the communications obtained from the instagram social media platform and online forums only showed statistically significant differences in the emotional response related to anger (p < 0.05), but no significant differences in the emotional responses related to fear, sadness, uncertainty, disgust or joy (p > 0.05). on the other hand, the communications obtained from official press websites did not show significant differences in any the emotional response scores measured (p > 0.05 in all cases). due to the small number of communications provided by these sources, it is difficult to establish the causes for this behavior in the emotional response. however, it is important to note that, the nature of from a generalized point of view, the kruskal-wallis h test showed that there was a statistically significant difference in emotional response score related to anger (χ2(2) = 17.806, p = 0.000), fear (χ2(2) = 6.462, p = 0.040), sadness (χ2(2) = 6.878, p = 0.032) and uncertainty (χ2(2) = 7.786, p = 0.020). on the other hand, there were no significant differences in the emotional responses related to disgust (χ2(2) = 1.368, p = 0.505) and joy (χ2(2) = 3.229, p = 0.199). due to the inherent differences between social media platforms, we conducted the same analysis on the communications from twitter, youtube, instagram, official press websites and internet forums separately. these results obtained from twitter are analogous to the generalized approach, where the kruskal-wallis h test showed that there was a statistically significant difference in emotional response score related to anger, fear, sadness and uncertainty (p < 0.05); while there were no significant differences in the emotional responses related to disgust and joy (p > 0.05). this phenomenon can be traced back to the fact that twitter provided most of the open-access communications available for this study. in a similar way, the communications obtained from youtube showed that there was a statistically significant difference in emotional response score related to anger, fear and sadness (p < 0.05), but no significant differences in the emotional responses related to uncertainty, disgust and joy (p > 0.05). the communications obtained from the instagram social media platform and online forums only showed statistically significant differences in the emotional response related to anger (p < 0.05), but no significant differences in the emotional responses related to fear, sadness, uncertainty, disgust or joy (p > 0.05). on the other hand, the communications obtained from official press websites did not show significant differences in any the emotional response scores measured (p > 0.05 in all cases). due to the small number of communications provided by these sources, it is difficult to establish the causes for this behavior in the emotional response. however, it is important to note that, the nature of official press tends to exhibit a more neutral emotion; therefore, the communications around these topics focus around discussion of facts and less intense emotional opinions. the linear smooth kernel regression of the emotional response time series using the epanechnikov quadratic kernel is shown in figure 2 . the horizontal axis represents the number of days that passed from the start of the study (9 march 2020) and the vertical axis represents the strength of the emotion, normalized from 0 to 1; where 0 is the lowest emotional intensity and 1 is the highest emotional intensity. moreover, the continuous black line represents the first hierarchical level, and the dashed dotted lines represent the second hierarchical level. official press tends to exhibit a more neutral emotion; therefore, the communications around these topics focus around discussion of facts and less intense emotional opinions. the linear smooth kernel regression of the emotional response time series using the epanechnikov quadratic kernel is shown in figure 2 . the horizontal axis represents the number of days that passed from the start of the study (9 march 2020) and the vertical axis represents the strength of the emotion, normalized from 0 to 1; where 0 is the lowest emotional intensity and 1 is the highest emotional intensity. moreover, the continuous black line represents the first hierarchical level, and the dashed dotted lines represent the second hierarchical level. the ratio of communications in isolation increased coinciding with the declaration of the state of alarm in spain, this increment is slightly faster than that of general communications about the covid-19 disease. the frequency of the words and the emotion polarity associated with them is displayed in figure 3 . the frequency ratio between words is expressed as the relative word size. on the other hand, the color represents the polarity in a scale ranging from bright green (absolute positive) to the ratio of communications in isolation increased coinciding with the declaration of the state of alarm in spain, this increment is slightly faster than that of general communications about the covid-19 disease. the frequency of the words and the emotion polarity associated with them is displayed in figure 3 . the frequency ratio between words is expressed as the relative word size. on the other hand, the color represents the polarity in a scale ranging from bright green (absolute positive) to bright red (absolute negative); and where black represents a neutral emotion. the words in the spanish language that expressed the highest frequency, in other words, the highest presence, are "casa" (house), "coronavirus", "cuarentena" (quarantine), "gente" (people), "personas" (people), "salir" (go out) and "termine" (end). moreover, most of the words shown in figure 3 are displayed in red, thus, representing a mostly negative emotion polarity, with a mean polarity of −0.3557 and a standard deviation of 0.2438. the exceptions to this negative trend are the words "mundo" (world), "medidas" (measures), "comer" (to eat) and "mantener" (to maintain); which showed a neutral-positive trend. int. j. environ. res. public health 2020, 17, x 6 of 10 bright red (absolute negative); and where black represents a neutral emotion. the words in the spanish language that expressed the highest frequency, in other words, the highest presence, are "casa" (house), "coronavirus", "cuarentena" (quarantine), "gente" (people), "personas" (people), "salir" (go out) and "termine" (end). moreover, most of the words shown in figure 3 are displayed in red, thus, representing a mostly negative emotion polarity, with a mean polarity of -0.3557 and a standard deviation of 0.2438. the exceptions to this negative trend are the words "mundo" (world), "medidas" (measures), "comer" (to eat) and "mantener" (to maintain); which showed a neutral-positive trend. the amount of user-generated content and social-media communications related to the social distancing, self-isolation and quarantine measures in spain increased rapidly and steadily during stage 1 of the study period. this coincided with the declaration of the sanitary state of alarm and the first of isolation measurements. a slight first peak in the raw amount of communications during this stage occurred between march 9 and 12, triggered by the suspension of academic activities in madrid and the announcement of the isolation measurements, respectively. moreover, the days near the end of the stage 1, around march 22, reported the highest amount of communications; matching the discussion about the first extension of the state of alarm. the communications gathered from stage 2 were focused around two main discussion areas. firstly, people were talking about the causes and effects of isolation; and secondly, the social media flourished with interesting proposals to cope with the isolation and stress of not being allowed to leave home. on the other hand, there was an increase in the amount of communications criticizing the government-imposed isolation measurements. stage 3 was the longest of the three stages, and marked the progressive lessening of the confinement measurements. the communications posted in online ecosystems during stage 3 showed an increased interest in the economic effects of the confinement in spain. then again, social media conversations gradually declined along with the reduction of the confinement measures ( figure 1) . results suggest that the isolation measures in spain significantly affected the emotions of the population. this effect is more noticeable through the anger emotional response. the smooth kernel regression of the anger timeline ( figure 2 ) shows its highest peak around the beginning of stage 2, the amount of user-generated content and social-media communications related to the social distancing, self-isolation and quarantine measures in spain increased rapidly and steadily during stage 1 of the study period. this coincided with the declaration of the sanitary state of alarm and the first of isolation measurements. a slight first peak in the raw amount of communications during this stage occurred between march 9 and 12, triggered by the suspension of academic activities in madrid and the announcement of the isolation measurements, respectively. moreover, the days near the end of the stage 1, around march 22, reported the highest amount of communications; matching the discussion about the first extension of the state of alarm. the communications gathered from stage 2 were focused around two main discussion areas. firstly, people were talking about the causes and effects of isolation; and secondly, the social media flourished with interesting proposals to cope with the isolation and stress of not being allowed to leave home. on the other hand, there was an increase in the amount of communications criticizing the government-imposed isolation measurements. stage 3 was the longest of the three stages, and marked the progressive lessening of the confinement measurements. the communications posted in online ecosystems during stage 3 showed an increased interest in the economic effects of the confinement in spain. then again, social media conversations gradually declined along with the reduction of the confinement measures ( figure 1) . results suggest that the isolation measures in spain significantly affected the emotions of the population. this effect is more noticeable through the anger emotional response. the smooth kernel regression of the anger timeline ( figure 2 ) shows its highest peak around the beginning of stage 2, roughly around march 29. it is important to notice that results also suggest that the isolation measures did not affect the joy or the disgust emotional responses of the population. the smooth kernel regression of the joy timeline ( figure 2) shows a steady increase during stage 1 and a horizontal stabilization during stages 2 and 3. the results show that all the studied emotional responses have an important presence during the analyzed isolation period; apart from disgust, that registered a minimal presence. the highlights of the emotional responses are detailed in table 1 , alongside the date that is most closely related to each event. some of the countries most affected by covid-19 experienced a decrease in infection rates, e.g., germany, and others; that started to implement some measures in order to lessen the impact of isolation in the economy. a new procedure to count the covid-19 cases was implemented and suggested a possible decline in the number of real cases reported. children under 14 years of age were allowed to play outside for one hour per day. the spanish government declared a national state of alarm and launched an advertising campaign on social media using the hashtag #estevirusloparamosunidos (that means "we will stop this virus together") massive applause to recognize the contribution and courage of medical staff. international media harshly criticized the spanish government for their management of the health crisis. 10/04 the daily death toll is estimated to be around 700 deceased. slight increase of daily death toll. the social media coverage of isolation was extensive, and a broad array of topics were addressed, as shown in figure 3 . however, there are four main topic groups: firstly, those that are specifically focused on the covid-19 illness, mainly regarding deaths, treatments and infection rates. secondly, those concerning lockdown, including self-isolation, confinement, home, family and going out. thirdly, there are topics that show society's concerns due to the uncertainty of the situation and its consequences, such as money, work, hunger, help and world. lastly, there were other topics that could not be classified within the first three groups, such as gratitude, donations, personal protection equipment and solidarity. moreover, it should be noted that, when considering daily usage of twitter hashtags during the pandemic, some of the most widely used during the study period were #yomequedoencasa (i am staying at home) and #quedatencasa (stay at home) with the intention of urging people to stay at home. the effect of these kinds of conversations in social media can also be appreciated in figure 3 , as the frequency of words such as "cuarentena" (quarantine) and "casa" (home) are very high. furthermore, this also explains the prevalence of words such as "salir" (go out) "termine" (finish), since people were also discussing their desire for this situation to end. it should be noted that the emotional response timelines displayed in figure 2 suggest a pattern of polarization on the topic of isolation. many communications expressed personal experiences, sentiments and proposals to stay at home, even initiatives to support medical staff and other front-line professionals; especially during the first half of the study period, in other words, near the end of stage 2. on the other hand, during stage 3 the focus of the citizens shifted towards the effects of the confinement measures, and the possible negative consequences of the new normality. regarding the coexistence of feelings, it should be noted that there are some events that clearly show the synergies of feelings. for example, march 27 marks the beginning of widespread temporary employment regulations in spain, designed to mitigate the economic consequences of the covid-19 pandemic. the peaks of joy and sadness reflect the mixed feelings on this issue (figure 2 ). another example of synergism between joy and fear happened on april 26. on this date the government allowed children under 14 years old to play outside. this was an expected measure, but a large portion of the population was worried about a possible new peak in infections. moreover, during the first days of stage 1, both anger and fear displayed a slight peak in the second hierarchical level of analysis, in other words, the dotted lines in figure 2 . the death toll seems to be the main cause of this peak; nevertheless, this behavior shifted towards the end of stage 3, where people expressed their concerns about the new normality. the analysis of the emotional content in the context of isolation due to covid-19 provides valuable insights into how sentiments are affected by confinement measures and how they are expressed and spread on social media. previous literature has addressed this issue by focusing on economic and financial crisis impacts [6] and how media content studies have been applied in health crisis management, which have been observed more from the communication point of view and more specifically through a public relations lens [1, 4] . although some authors have already pointed out that feelings expressed in online conversations can be contagious both in a positive [9, 15] and a negative way [11] [12] [13] , this work covers the gap by analyzing the public's sentiments in digital ecosystems as a health issue. the emotional reactions detected were in line with the general sentiment captured by the analysis of thelwall et al. [8] and neubaum and krämer [10] . the commentaries featured in online conversations highlight the societal impact and health implications of the pandemic as well as their implications in the global health crisis. additionally, it coincides with thelwall et al. [8] that sentiment detection in social media is challenging and can provide an interesting insight into facing the crisis, especially for those institutions with competences in this field. in any event, there are a few literature works focused on monitoring sentiments in social media [9, [11] [12] [13] 15] but not many through a health lens [5, 7] while taking into account the usefulness of analysis in health crisis management by considering all the responsible actors. this research is limited to the analysis of communications freely available in digital ecosystems; therefore, we consider that further studies using public opinion surveys, which could deepen the understanding of the emotional responses of the population, are needed. furthermore, this research focused solely on the hardest stages of covid-19 isolation in spain; thus, we recommend this study be replicated for other countries. the social distancing, self-isolation and lockdown measures in spain significantly affected the emotions of the population. furthermore, the driver of these emotions evolved and shifted during the stages of the confinement. the results of this study provide a snapshot of the emotional response of the spanish population during the covid-19 isolation. likewise, a repository of emotional content of an unprecedented outbreak is provided. furthermore, it reveals that social media can be a form of "social therapy" and a suitable approach for health crisis communication. this research responds to the lack of research at the intersection of emotional responses during crisis situations and, particularly to those related to public health and social media. moreover, the findings of this study provide valuable insights based on the repository of emotional content of a traumatic event such as the covid-19. the findings of this research are useful for encouraging health institutions to improve the management of social media and digital ecosystems during a health crisis; and to polish 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the terms and conditions of the creative commons attribution (cc by) license the authors declare no conflict of interest. key: cord-283979-1dn7at6k authors: portillo, aránzazu; ruiz-arrondo, ignacio; oteo, josé a. title: arthropods as vectors of transmissible diseases in spain() date: 2018-12-14 journal: med clin (engl ed) doi: 10.1016/j.medcle.2018.10.008 sha: doc_id: 283979 cord_uid: 1dn7at6k different aspects related to globalization together with the great capacity of the arthropod vectors to adapt to a changing world favour the emergence and reemergence of numerous infectious diseases transmitted by them. diptera (mosquitoes and sandflies), ticks, fleas and lice, among others, cause a wide spectrum of diseases with relevance in public health. herein, arthropod-borne disease are reviewed, with special emphasis on the existing risk to contract them in spain according to different parameters, such as the presence of arthropod and the circulation or the possible circulation of the causative agents. infectious agents. most avs belong to insecta and arachnida classes (table 1) . to review the broad subject of arthropod vector-borne diseases (avbd) in spain is a complex task. just listing the arthropods that transmit diseases in our environment, such as dipterans (culicids and phlebotominae sand flies), fleas, lice, bed bugs and ticks, among others, and the diseases they transmit, or that they can transmit at any given time, would be a reason for one or several treatises. in any case, before discussing the subject, it should be remembered that the infections that they transmit are usually included in the socalled zoonoses. in this regard, the world organization for animal health estimates that at least 60% of infections that affect humans have a zoonotic origin 2 and, according to the pandemic emerging threats program of the american agency for international development, almost 75% of current threats also have this origin. 3 one of the many known routes for the acquisition of zoonoses, apart from direct contact with animals or their products, faecal-oral or respiratory routes, bites or scratches, the consumption of undercooked 2387-0206/© 2018 elsevier españa, s.l.u. all rights reserved. products or the intake of milk, is av transmission. 4 it is difficult to limit this issue to our country, since the setting is global and very dynamic, and diseases do not understand political borders. only a few months ago new threats appeared, such as the re-emergence of yellow fever in brazil or the epidemic of plague in madagascar. 5 however, in this review we will put the focus on avbd with greater risk to humans in our environment, without losing the "one health" perspective. avbd are subject to complex interactions (demographic, social and cultural changes, climate change, wars and famine or evolution of microorganisms) among which, undoubtedly, global transport systems and the consequent invasion of exotic species 6 stand out. generally speaking, travel, migration and globalization contribute to the emergence of infectious diseases. its importance has been debated for many years and, possibly, dates back to ancient times. 7 humans carry their usual microbiota, pathogens, ectoparasites and other possible vectors, the immunological history of past infections and vaccines, the genetic load (greater or lesser susceptibility), cultural preferences, behaviours, habits and customs, as well as luggage (pets, goods and others). 7 in the case of avbd, the equation for the appearance of a certain disease would be the following: the presence of competent vector arthropods plus susceptible population, together with the presence of reservoirs and/or intermediate hosts (sick people), could give result an epidemic. the introduction of the tiger mosquito (aedes albopictus) and the threat of its expansion could be a good example. it is thought that a. albopictus was introduced in europe in 1979 through albania, by the trade of used tyres, although the first publication on its introduction in the european continent dates back to 1990 in italy. 8 since then, a. albopictus has expanded throughout the mediterranean area. in spain, this aggressive mosquito is well established in catalonia, levante, in the coastal area of murcia and andalusia. it has also been detected in guipúzcoa, 9 and little by little it is introduced in other non-coastal areas such as aragon, extending through travel routes (for example, motorways). 10 the last detection was carried out in the community of madrid 11 (fig. 1) . a few months ago, the first specimens of this species were also identified in the north of portugal. this mosquito has been incriminated as a vector of numerous arboviruses in different parts of the world, including europe. a. albopictus, is the chikungunya virus vector. in this regard, most of the cases in europe are imported, although in the last two decades there have been different epidemic outbreaks in italy 12 and, recently, in france. 13 in spain, only imported cases have been reported. 14 this mosquito (next to aedes aegypti which, as will be detailed later, has been detected in a timely manner in europe) can act as a vector of the dengue virus and with less effectiveness of the zika virus. 15 in france, a. albopictus was responsible for the first autochthonous cases of dengue 16 and of those reported in the same country during the following years, one of them with a history of travel to madeira, where a large outbreak had been reported (more than a thousand cases) between 2012 and 2013. 17 in 2011, the occurrence of autochthonous cases of dengue in croatia were also attributed to a. albopictus, establishing the transmission by this mosquito in europe. 18 in spain we are only suffering from their annoying bites, for now. 19 table 2 shows arbovirus infection and table 3 shows other infections transmitted by dipterans worldwide, with the risk of transmission in spain. we have evaluated the risk of emergence and/or re-emergence of these diseases in spain according to the existing studies for each pathogen, the experience according to other diseases, previous immunity and other criteria, some of them subjective, that do not appear in the text. a. aegypti is the main zika vector and also a transmitter of yellow fever, dengue and chikungunya. in principle, this species is not a problem because it is not settled in europe, although it has been detected in some areas, such as in an airport in the netherlands and, more recently, in fuerteventura 20 (canary islands) (fig. 1) . in view of the zika epidemic in the americas, the ministry of health, social services and equality, in collaboration with the carlos iii health institute and the autonomous regions, has established a zika virus disease surveillance in spain. to date (last update in july 2017), 325 confirmed cases have been reported, all imported, except 4 congenital cases whose mothers were infected in the risk zone and 2 autochthonous cases of sexual transmission. 21 it should be noted that it is not necessary to resort to invasive or exotic species to refer to avbd. thus, anopheles atroparvus is present in spain, a good malaria vector. the official map of the distribution of this mosquito is not updated; however, although the risk of a malarial outbreak is low in our country, 22 recent events have involved this species in the two cases of autochthonous malaria registered in the north of the peninsula. 23 spain was an endemic country of malaria until 1964, when who declared it a the risk of emergence/re-emergence is calculated based on three factors: (a) presence of cases of the disease in humans in the last 5 years in europe, mediterranean, central and south american countries with a significant relationship with spain; (b) presence of the vector in spain; (c) pathogenicity of the virus for humans. each factor is scored with one point (presence in the first two factors and low pathogenicity in the third factor) or with zero points (absence in the first two factors and high pathogenicity in the third factor). the first two factors are added and the third is subtracted. the total score can range between 0 and 2, with 0 being: low risk; 1: moderate risk; 2: high risk. free zone. in europe, after the eradication of malaria, most cases are imported, although sporadic cases have recently been reported in many mediterranean countries such as france, italy, greece. 24 the emergence of autochthonous cases in greece between 2009 and 2017 has raised doubts about the real situation in europe as a malaria-free zone. 25 other diptera present in spain which we cannot ignore are phlebotominae sand flies. the species phlebotomus perniciosus and phlebotomus ariasi, are the competent vectors of the leishmaniasis agent (leishmania infantum). there are also other potential vectors of l. infantum in spain, as they are phlebotomus papatasi and phlebotomus sergenti. leishmaniasis is endemic throughout the mediterranean basin in europe and its geographic scope is spreading. usually, the epidemiology of leishmaniasis was linked to the rural habitat with the presence of dogs. the great epidemic outbreak of fuenlabrada with a high number of cases in an urban area, in which leishmaniasis was not common, showed the dangers of changing the urban model in spain. many houses were built in rural agricultural areas with gardens and peri-urban green spaces where wildlife was present. in these places the concentration of phlebotominae sand flies was high, and, in their environment, there were not only dogs but also other l. infantum reservoirs, such as hares and rabbits. this fact together with mild temperatures in recent years, decreasing the mortality of the vector, seems to be what caused the great outbreak. [26] [27] [28] undoubtedly, the presence of phlebotominae sand flies throughout the iberian peninsula is a great threat, since not only do they transmit leishmania, but they are also toscana virus vectors, which is causing numerous cases of meningoencephalitis in some areas of spain 29 and other phleboviruses such as the granada virus (without proven pathogenic power), the naples virus or the sicily virus. 30 another species of mosquito to which special attention is to be paid is culex pipiens. this species, which is distributed and well represented throughout the iberian peninsula, is capable of transmitting the west nile virus (wnv). west nile fever is becoming a serious problem in some areas of europe, as in greece, where there has been an outbreak with numerous neuroinvasive forms, 31 and in 2017 cases have been reported in france, italy, romania, hungary, croatia, serbia and austria. 32 in spain, according to the data from the situation report and wnv risk assessment, published in 2013, there are several species of mosquitoes capable of virus transmission. for example, culex modestus, culex perexiguus and culex theileri show a high vector competence, while c. pipiens and a. albopictus have a moderate vector competence. 33 the first human case of neuroinvasive disease due to wnv in our country was identified, retrospectively, in a patient diagnosed with meningitis in september 2004 who, in the days before the onset of symptoms, visited a village in badajoz, extremadura (spain). 34 in 2010, the ministry of the environment reported the detection of wnv in 36 equine farms in the provinces of cádiz, sevilla and málaga. 35 through this active surveillance, 15 suspected cases were investigated and two human cases of wnv meningoencephalitis were confirmed. 35 between 2011 and 2016, virus activity was detected in equines, suggesting that the virus is endemic in our country. 36 in addition, there was previous evidence about its circulation in birds that were considered for the development of a predictive virus circulation model in our country. 37 another factor that clearly influences infections transmitted by arthropod vectors is climate change. in 2017 the international conference on climate change and health was held in atlanta, which revolved around the idea that: "health is the human face of climate change". following this meeting, a special article was published in the new england journal of medicine which stated that the distribution of infectious diseases such as lyme borreliosis, rickettsiosis or west nile fever are expanding at the same rate as their avs. 38 we know that climate variations and extreme weather events have a profound impact on avbd. 39 mosquitoes and ticks are devoid of temperature regulation mechanisms and, for this reason, fluctuations in temperature greatly affect their reproduction and survival. 40 in our country, it is more than possible that the great increase in the number of ticks in recent years is due to the fact that winters, in general, are much milder than years ago. just to mention an example, ixodes ricinus, the tick that most frequently bites people in the north of spain, is very sensitive to climate warming. this, among other factors, is increasing its survival. 41 this species of tick transmits very prevalent diseases in europe, such as lyme disease or tickborne encephalitis, or others such as rickettsia monacensis infection, human anaplasmosis, and babesiosis. 42, 43 in spain, human cases of all of them have been described, except for tick-borne encephalitis. although there is a high suspicion of the circulation of the virus in spain, the molecular screening of hundreds of ticks has been carried out in our laboratory, with negative results. 43 in addition, other pathogens have been detected in i. ricinus specimens collected in spain, such as rickettsia helvetica, candidatus neoehrlichia mikurensis or borrelia miyamotoi, which leads us to be alert to the possible occurrence of human cases. [44] [45] [46] as a consequence of climate change, the hypothesis about the probable changes in the distribution of another species of tick, hyalomma marginatum, which is the crimean-congo hemorrhagic fever (cchf) vector in europe, has also been established. under warmer climate conditions, according to prediction models, it is expected that the distribution of this tick species will extend to new areas which were previously free of the vector. in relation to this issue, the epidemiology of mediterranean spotted fever seems clearly associated with climate change, especially with low rainfall values 47 and it has been shown that warming causes greater aggressiveness in its avs. table 4 shows the tick-borne diseases throughout the world, with the prediction of risk for spain (subjective assessments). to be able to show a perspective on the avbd, it is essential to monitor and identify microorganisms in vertebrates and arthropods, designing strategies before their transmission to humans. early detection and implementation of control strategies allow minimizing the impact on the population. between 1990 and 2010, 91% of emerging infections spread from a wild-type focal point. 2 occasionally, the infection is spread directly from reservoirs such as bats, rats or chimpanzees to domestic animals, which amplify the infection, or to people; other times, infection dissemination (spill-over) occurs through av such as ticks, fleas or mosquitoes. in any case, it is essential to carry out a surveillance and to know the microorganisms carried by av. a recent example in spain is the detection of cchfv in ticks of the species hyalomma lusitanicum collected in deer a few years ago 48 in the province of caceres and the explanation of one of the possible ways of the arrival of the virus to our country. 49 detection of the disease that appeared in 2016 as, to some extent, it was predictable. on september 1, 2016, the ministry of health issued a press release reporting the death of a man by cchf and the contagion of the nurse who had taken care of him in the icu of the vallecas hospital where he had been treated. the first two autochthonous cases of cchf in spain were confirmed 50 (fig. 2) . in the last cchfv situation report and transmission risk assessment in spain, 51 52 the diagnosis of tick-borne diseases is not always easy. we must bear in mind that a tick bite history is usually absent in at least half of the cases and that incubation periods can be very long. depending on the size of the tick, they can be very difficult to see (they can simulate a small mole), and their bite is painless. unless there is awareness or a high index of suspicion when faced with certain signs and/or clinical symptoms, who is going to think of a tickborne disease? it is clear, "what is not sought, is not found". 52 in 2018, who revised the list of emerging pathogens that could cause serious epidemics in the future and those that need to be investigated, including cchfv, ebola/marburg virus, zika virus, middle east respiratory syndrome coronavirus (mers-cov), severe acute respiratory syndrome coronavirus (sars-cov), lassa virus, nipah virus and rift valley fever virus. in addition, this year the list is completed with disease x, referring to an international epidemic that could be caused by a pathogen whose pathogenic potential and route of transmission is unknown at the moment. this list takes into account the transmissibility between humans, the severity of cases and the percentage of mortality, the difficulty of control and diagnosis and the context of public health and global expansion. in addition, there are other diseases that need more attention as soon as possible: hemorrhagic fevers by other arenaviruses, chikungunya virus, diseases by other highly pathogenic coronaviruses or by emerging enteroviruses and febrile syndrome with severe thrombocytopenia. 53 many of these diseases are avborne. high high debonel/tibola: dermacentor-borne necrosis, erythema and lymphadenopathy/tick-borne lymphadenopathy; lar: rickettsiosis associated with lymphangitis. a in spain, borrelia hispanica relapsing fever. the risk of emergence/re-emergence is calculated based on two factors: (a) presence of cases of the disease in humans in the last 5 years in europe, mediterranean countries and central and south american countries with a significant relationship with spain; (b) presence of the vector in spain. each factor is scored with one point (presence in the two factors) or zero points (absence in the two factors) and both are added. the total score can range between 0 and 2, with 0 being: low risk, 1: moderate risk and 2: high risk. another av that is said to have killed more people than all wars together is the body louse (human pediculus), transmitting exanthematic or epidemic typhus (rickettsia prowazekii), endemic recurrent fever (borrelia recurrentis) and the trench fever (bartonella quintana). body lice have been a serious public health problem until recently. they live in the seams of clothes and multiply in cold weather, lack of hygiene and war conditions. a person can be infested with thousands of lice, and each specimen is capable of biting an average of five times a day. it is said that body lice were one of the main problems during the russian revolution, where three million people affected by exanthematic typhus died. thus, vladimir ilyich lenin (1870-1924) stated: either socialism defeats the louse, or the louse will defeat socialism". here in spain, it was also a problem during the post-war period and was used as propaganda by franco's regime. we can ask ourselves: is there a risk of an epidemic or an epidemic outbreak of exanthematic typhus? it could happen, as it occurred in burundi in 1996, when a large epidemic affected more than one hundred thousand patients. 54 all the alarms went off when a red cross nurse was diagnosed after returning from work in the affected country. body lice are not seen on the body surface but live in the seams of clothing, in 20 ± 2 • c temperatures. parasitism by body lice should be suspected in persons with signs of scratching and lack of hygiene, more frequently in cold times of the year. at present, body lice have reappeared in refugee camps in europe, as in the second world war. in november 2015, the european center for disease prevention and control reported the emergence of 27 cases of recurrent fever due to body lice at different points along the route followed by refugees arriving in italy from the syrian war. 55 in western europe, although we have not experienced any epidemic since the post-war period, and the fact that the condition had been eradicated, occasionally, there are r. prowazekii and b. quintana infection reports in homeless people parasitized by lice 56 and cases of brill-zinsser disease have been described in people who have suffered from exanthematic typhus which could lead to an epidemic outbreak in certain conditions. 57 fleas are other bloodsucking insects of worldwide distribution with an impact in public health. rickettsia can be transmitted to humans by at least two species: the rat flea (xenopsilla cheopis), which is the endemic or murine typhus vector (caused by rickettsia typhi), and the cat flea (ctenocephalides felis), which is the key vector of rickettsia felis and, occasionally, of r. typhi. as far as we know, rickettsias are not transmitted by the human flea (pulex irritans). in europe, murine typhus is a common avbd in mediterranean countries such as greece, cyprus, croatia and spain, including the canary islands. 58 it develops as a non-specific febrile disease, with or without rash, which is often underdiagnosed. in clinical practice, murine typhus should be included in the differential diagnosis of any patient with fever of intermediate duration, that is, in a patient with fever (more than 38 • c) of more than 7 and less than 28 days of progression, without focality to guide the diagnosis, which remains without a diagnosis after an initial evaluation that includes a complete clinical history, physical examination, complete blood count, chest x-ray and biochemical blood and urine tests. 59 r. felis infection is another rickettsiosis with characteristics similar to murine typhus, of which cases have also been published in spain 60 and that should be considered in patients with fever and/or rash, with a history of contact with cats or flea bites. despite the fact that there have been no reports of autochthonous yersinia pestis infection transmitted by the rat flea (x. cheopis) in spain, there is an alert for travellers at the time of writing this manuscript due to an epidemic outbreak in madagascar that has affected several thousand people. 5 finally, we should remember the phrase written by hans zinsser in 1934 in his book entitled: rats, lice and history: "nothing in the world of living creatures remains constant. infectious diseases are constantly changing, new ones are in the process of development and the oldest ones are changing or disappearing". currently, ticks are considered the most dangerous avs in the world, because of their ease in moving from animals to people, because of their ubiquitous nature (they are present on all continents, including antarctica) and because of their capacity to agglutinate inside them a host of pathogenic microorganisms potentially transmissible through their hematophagous habits. the human tampering of ecosystems (deforestation, erosion of geographical limits to facilitate travel, etc.) or climate change are some of the factors that are favouring a greater contact between wild animals (with their ticks and the diseases they transmit) and people, facilitating the expansion of ticks to new previously unoccupied areas. diptera, ticks or other av may play the leading role in the next pandemic. therefore, anticipating the next public health crisis is in our hands. the authors declare no conflict of interest. biology of disease 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situación y evaluación del riesgo para españa de virus del nilo occidental. centro de coordinación de alertas y emergencias sanitarias (ccaes), ministerio de sanidad west nile virus in spain: report of the first diagnosed case (in spain) in a human with aseptic meningitis west nile fever outbreak in horses and humans epidemiology and spatio-temporal analysis of west nile virus in horses in spain between risk mapping of west nile virus circulation in spain preventive medicine for the planet and its peoples vector-borne diseases and climate change: a european perspective impact of regional climate change on human health driving forces for changes in geographical distribution of ixodes ricinus ticks in tick-borne rickettsioses in europe the risk of introducing tick-borne encephalitis and crimean-congo hemorrhagic fever into southwestern europe (iberian peninsula). in: virology ii -advanced issues role of birds in dispersal of etiologic agents of tick-borne zoonoses detection of tickborne 'candidatus neoehrlichia mikurensis' and anaplasma phagocytophilum in spain in 2013 borrelia miyamotoi: should this pathogen be considered for the diagnosis of tickborne infectious diseases in spain? boutonneuse fever and climate variability crimean-congo hemorrhagic fever virus in ticks, southwestern europe crimean-congo hemorrhagic fever virus in ticks from migratory birds autochthonous crimean-congo hemorrhagic fever in spain informe de situación y evaluación del riesgo de transmisión de fiebre hemorrágica de crimea-congo (fhcc) en españa. ministerio de sanidad fiebre hemorrágica de crimea-congo: «lo que no se busca no se encuentra list of blueprint priority diseases outbreak of epidemic typhus associated with trench fever in burundi rapid risk assessment: communicable disease risks associated with the movement of refugees in europe during the winter season ectoparasitism and vector-borne diseases in 930 homeless people from marseilles zinsser disease in moroccan man fever of intermediate duration: new times, new tools and change of spectrum cluster of cases of human rickettsia felis infection from southern europe (spain) diagnosed by pcr we wish to thank jorge garcía labeaga, of urbe ingeniería, for his collaboration in the preparation of fig. 1 . key: cord-308658-38f8ftmh authors: aleta, alberto; moreno, yamir title: evaluation of the potential incidence of covid-19 and effectiveness of contention measures in spain: a data-driven approach date: 2020-03-06 journal: nan doi: 10.1101/2020.03.01.20029801 sha: doc_id: 308658 cord_uid: 38f8ftmh our society is currently experiencing an unprecedented challenge, managing and containing an outbreak of a new coronavirus disease known as covid-19. while china were the outbreak started seems to have been able to contain the growth of the epidemic, different outbreaks are nowadays being detected in multiple countries. much is currently unknown about the natural history of the disease, such as a possible asymptomatic spreading or the role of age in both the susceptibility and mortality of the disease. nonetheless, authorities have to take action and implement contention measures, even if not everything is known. to facilitate this task, we have studied the effect of different containment strategies that can be put into effect. our work specifically refers to the situation in spain as of february 28th, 2020, where a few dozens of cases have been detected. we implemented an seir-metapopulation model that allows tracing explicitly the spatial spread of the disease through data-driven stochastic simulations. our results are in line with the most recent recommendations from the world health organization, namely, that the best strategy is the early detection and isolation of individuals with symptoms, followed by interventions and public recommendations aimed at reducing the transmissibility of the disease, which although not efficacious for disease eradication, would produce as a second-order effect a delay of several days in the raise of the number of infected cases the first report by the chinese authorities of the covid-19 outbreak appeared in december 31st, 2019. ever since then, the world health organization (who) and national public health authorities have been tracing and reporting on the evolution of the outbreak. as initially feared, and despite contention measures adopted in china, with a big city like wuhan being quarantined for weeks, the disease spread beyond mainland china. as of february 29th, 2020, there are 85,403 cases worldwide, of which 79,394 correspond to china [1] . additionally, 53 countries, including spain, have reported at least one case of covid-19. two months into the outbreak, much is still unknown about the natural history of the disease and the pathogen. important from the modeling perspective, for instance, it has been claimed that a large number of cases might have gone undetected by routinely screening passengers, due to the special characteristics of this disease [2] . admmitedly, several studies predict that only between 10% and 20% of the cases have been detected and reported [3] [4] [5] [6] . as with any other novel disease, governments, public health services and the scientific community have been working towards stopping the spreading of covid-19 as soon as possible and with the lowest possible impact on the population [4, [7] [8] [9] . from a scientific point of view, there are two course of actions that can be followed. on the one hand, new vaccines and pharmaceutical interventions need to be developed. this usually requires months of work. therefore, on the other hand, it is important to study the large-scale spatial spreading of the disease through mathematical and computational modeling, which allows evaluating "in-silicon" what-if-scenarios and potential contention measures to stop or delay the disease. this modeling effort is key, as it can contribute to maximize the effectiveness of any protection measures and gain time to develop new drugs or a vaccine to protect the population. here, we follow the modeling path and analyze, through a data-driven stochastic seir-metapopulation model, the temporal and spatial transmission of the covid-19 disease in spain as well as the expected impact of possible and customary contention measures. our model allows to implement and quantify the impact of several conventional measures in spain. these policies are mostly aimed at reducing the mobility of individuals, but we also include other plausible settings like a reduction in the time for case detection and isolation. our findings agree with previous results in the literature that have reported that a reduction as large as 90% in traffic flow has a limited effect on the spreading of the disease. important enough and at variance with such studies, the data-driven nature of this study and the available dataset allowed us to disentangle the impact of each transportation mode in several scenarios of mobility reduction in spain. we found that while shutting down completely any transportation means does not lead to a significant reduction in the incidence of the disease, in some contexts the arrival of the peak of the disease is delayed by several days, which could eventually be advantageous. altogether, we provide evidences supporting the adoption of a mixed strategy that combines some mobility restrictions with, mainly, the early identification of infected individuals and their isolation. these conclusions agree with the latest recommendations by the who [10]. we also highlight that although this study has been made with data from spain, our findings can also be valid for any other country given the ubiquity of mobility patterns worldwide. stochastic seir-metapopulation models are routinely used to study the temporal and spatial transmission of diseases like the covid-19. here, we made use of such class of models and implement a data-driven version that allows to obtain realistic estimates for the spatial incidence of the disease as well as its temporal dynamics. more specifically, in terms of time, we feed the model with the available data as of february 28th, 2020. spatially, we consider that each province (there are 52 in spain, see appendix b) is represented by a subpopulation. furthermore, metapopulation models are composed by two types of dynamics: the disease dynamics governed by the chosen compartmental model, seir in our case, and the mobility of the individuals across the subpopulations that make up the whole metapopulation system. the latter ingredient, the mobility, connects the subpopulations and allows the disease to spread from one subpopulation to another. in what follows, we describe these two components of our model. to model the mobility of individuals we use a data-driven approach. data-driven modeling, at variance with more theoretically inspired methods, has the advantage that it allows to directly implement and evaluate realistic contention measures, thus producing scalable and actionable what-if-scenarios. to this end, we have obtained the inter-province mobility flows provided by the ministry of development of spain [11] . therefore, the minimal spatial unit in our system is a province. using the information from the mobility matrices, that report the origin and destination (od) of individual movements, at each time-step, we sample the number of individuals on the move from each province and distribute them across the country according to the information contained in these od matrices. important enough, this dataset not only includes the total number of individuals going from province to province, but it also distinguishes the main transportation means used by the individuals, see figure 1 . this will allow us to gauge the effect of travel restrictions on different transportation modes. furthermore, given that the epidemic started abroad, it is important to determine in which province the disease is more likely to be seeded first. given the current global spread and incidence of the epidemic, we thus take into account that the three countries with more cases are china, south korea and italy and consider that the most plausible route for an infected individual to reach spain is by plane. thus, we collected the number of passengers coming from each country to each spanish airport in 2019 from the spanish air navigation manager aena [12] . then, we assigned each spanish airport to its corresponding province and ranked them according to their total number of operations with each country, see figure 2. it is worth noticing that the information provided by aena is already aggregated by country. thus, this ranking cannot take into account which airports are mostly connected to locations where the outbreak is currently concentrated − e.g., north of italy. nevertheless, the ranking constitutes a valid proxy, and a good starting point, to seed the disease. the dynamics of the disease is governed by an seir compartmental model. in this model, individuals are classified according to their health status: susceptible (s) if they are susceptible to catch the disease; exposed (e) if they have been infected but are still asymptomatic and cannot infect other individuals; infected (i) once the incubation period is over and the individuals show symptoms and could infect others, and removed (r) when they are either recovered or deceased. within each province, the transition between compartments results from the following rules, iterated at each time step, corresponding to 1 day: where r 0 is the reproduction number, t e is the mean incubation time, n i stands for the number of individuals in region i and i i accounts for the number of infected individuals in such region. e→i: exposed individuals become infected at a rate inversely proportional to the mean latent period, t e . i→r: infected individuals become removed at a rate inversely proportional to the mean infectious period, t i . . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. similarly, the width of the links is proportional to the number of individuals using that route. note that for multimodal travels the associated mode is the one that corresponds to the largest part of the trip, which explains why there are links from the islands to provinces without ports in the matrix corresponding to maritime trips. in what follows, we parameterize the model according to the latest estimates for the disease parameters [4, 13] , namely, r 0 = 2.5, and a generation time t g = t e + t i = 7.5 resulting from considering t e = 5.2 and t i = 2.3 (in appendix d we report that similar results are obtained for other values of t g , see figures 11, 12 and 13) . additionally, note that we have not explicitly included in the model the possibility of asymptomatic transmission, which should not be mistaken by transmission from undetected or unreported cases. asymptomatic spreading is still under scrutiny and the statistical evidences are scarce and not significant enough as to be taken by granted. in any case, including this possibility would be trivially possible in this kind of models. a. quantifying the spatial and temporal evolution of the disease incidence. one of the main characteristics of the covid19 disease is its long latency times. currently, the average incubation period has been reported to be 5.2 [13] . thus, before proceeding with the evaluating the impact of the disease, we . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. first compare the metapopulation model employed here with a classical sir-metapopulation framework. to do so, we use the random-walk effective distance where p (j|j) is the normalized flow matrix without row and column j, p(j) is the j-column of p with element j removed and δ is a dimensionless parameter that depends on the infection, recovery and mobility rates [14] . this quantity, defined for sir metapopulation models, gives us the expected time that it would take for the disease to reach each subpopulation of the system, also known as the hitting time. in figure 3 , we compare the hitting time obtained from stochastic simulations of the seir metapopulation model with the theoretical distances derived for the simplified sir model. we can see that the correlation is nearly perfect, implying that the spreading itself is quite similar in both models. however, we find that the hitting times in the seir implementation are at least two times larger than the theoretical ones for the sir scenario (on its turn, stochastic simulations of the sir model agree very well with the theoretical expectations for the model, see appendix c). thus, the addition of the latent state produces a substantial delay on the spreading of the epidemic. this is in line with the fact that the epidemic is thought to have started in mid-november or early december, however, a noticeable number of cases was only reported by early january. figure 4 shows the expected hitting time for each province when the disease starts from 5 different locations, as well as one case with seeds in multiple places, as obtained from the seir metapopulation model. as before, the hitting times might seem long, but this is due to the long latent periods of the disease, in agreement with the evolution of reported cases in mainland china. we also note that spanish major cities are expected to be affected by the outbreak in no more than 40 days −but often within 20 days− from the initial time in all the situations considered. indeed, to mimic the situation in the country as of february 28th, 2020, and to make projections about the evolution of the disease into the future, we considered the scenario in which the model is initialized with infected individuals in the capital of each region where there are cases of covid19: madrid, tenerife, barcelona, balearic islands, zaragoza, seville and valencia [15] . the results show that the spreading is much faster (note that the outer circle in the 5 individual provinces represents 60 days while in this case it represents only 40 days) in such a situation. complementarily to figure 4 , we present in figure 5 further results on the temporal and spatial evolution of the disease dynamics. here we have computed, through stochastic simulations of the model, the cumulative number of infected individuals within each region assuming that the disease propagates from barcelona by 10 initially infected individuals. the results align with the theoretical predictions, and highlight the close relationship that exists between the two biggest cities of spain (barcelona and madrid), even though they are relatively far geographically (around 620 kilometers through the shortest path by car). again, note that the relative slow speed of the epidemic agrees with what has been observed in china. finally, it is worth remarking that all of these quantities have been obtained assuming that no control measures are taken, which is not the current case as (detected) infected individuals are being isolated and monitored by the authorities. additionally, we also stress that it is difficult to assess whether this corresponds to a worst-case projection or not, given the many unknowns that can't be taken into account, such as inflow of infected subjects from abroad, the fraction of infectious individuals that have gone undetected, etc. however, as we show next, this data-driven modeling approach do allow to evaluate the effect of customary contention measures. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint . https://doi.org/10.1101/2020.03.01.20029801 doi: medrxiv preprint our data-driven model is particularly useful to get insights into mobility-mediated transmission dynamics and to evaluate possible countermeasures. next, we explore diverse containment measures that could be implemented aiming at stopping the large-scale spreading of the disease. first, we analyze the effect of imposing mobility restrictions by limiting traffic flow in the country. we consider six different scenarios that correspond to each transportation mode being shutdown plus another one in which a total reduction of 90% of the overall traffic is imposed. these measures are extreme and unless the situation gets really critical, would not be put into practice as they bear an economic cost that would be insurmountable. nonetheless, as we show below, however drastic they appear to be, these measures are useless when it comes to completely stop the disease from propagating. indeed, a significant reduction in the estimated incidence is only obtained when other actions are feasible. admittedly, in figure 6a it is observed that the previous measures have no effect on the final size of the epidemic. on the other hand, if we look at the time for the peak of the epidemic to arrive, figure 6b , we see some minor effects. in particular, although shutting down most modes of transportation have practically no effect, if all private cars were removed (i.e., they remain confined in their corresponding province), the peak of the epidemic would be delayed by about 7 days. the most effective of the above scenarios of mobility restriction corresponds to an unrealistic 90% reduction of the overall traffic, when the peak would be delayed over 20 days. this is in agreement with previous studies that have shown that the only sizable effect of travel restrictions is to delay the peak of the epidemic. for instance, it has been claimed that the travel restrictions in wuhan only delayed the peak of the epidemic by 3 days [4] . another possibility, instead of limiting the mobility of the overall population, is to be extremely vigilant so as to make it possible to isolate all the cases that start to appear quickly enough. to check the impact of this policy, we have simulated a scenario in which the average number of days that an individual is able to go unnoticed and infect others is reduced from 2.3 to 2, 1.5 and 1 days. in figure 7a , we observe that this strategy is much more effective than traffic restrictions. in particular, if we were able to reduce the time since symptoms' onset to isolation below 1.5 . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. each set of measures indicates when they were applied: since the beginning of the epidemic, and after 100 or 1,000 cases are detected in the whole country. note that individuals who escape isolation remain infectious until they recover, and thus they could be thought of as asymptomatic spreaders. days, the epidemic is greatly reduced. as a matter of fact, it has been recently reported [13] that this average number of days went down in china from 4.4 days at the beginning of the outbreak to 2.6 days, which is one of the reasons invoked to explain why the epidemic has started to decline in mainland china. in our case, these numbers would be compatible with generation times of 10 or 12.5 (see figure 12 ). it is also reasonable to assume that this strategy is not easy to implement in full, either because some individuals could purportedly try to avoid isolation or due to the fact that many infected subjects have mild symptoms similar to a common flu and neither go to the doctor nor report their state. therefore, we have simulated a slightly different scenario in which individuals are isolated the same day of their symptoms' onset with a certain efficacy. that is, only a given percentage of the new cases is isolated, while the others are able to roam freely. this framework would also be compatible with having asymptomatic individuals who are able to spread the disease, something that is currently under debate and not yet statistically supported. the equivalence with such hypothetical natural history of the disease in our model is such because we do not apply the prescribed percentage to the total number of infected individuals, but only to those who have just developed symptoms, thus, those that escape will remain infectious as if they were asymptomatic until they recover. in figure 7b we show the effect that different percentages of new isolated cases would have on the size of the outbreak. being able to hospitalize all individuals, on average, in less than 1 day enables to effectively stop the disease. yet, the results also show that even if all infectious are not isolated, as long as more than 60% of the infected individuals are, the effect would be similar and the disease would be effectively eradicated. lastly, we analyzed the consequences of self-protection measures such as wearing masks, washing more frequently ones hands or avoiding crowded places. to mimic these contexts, we simply reduced the effectivity of the transmission by a certain fraction, and study the final size of the epidemic, see figure 8a . the results show that a large reduction of at least 60% is needed to contain the disease. interestingly, if we look at the time to the peak of the epidemic, represented in figure 8b , we observe that decreasing the transmission not only reduces the size of the outbreak but also delays the peak. hence, even if this strategy might not be sufficient to completely stop the propagation of the disease in all cases, it could certainly help for preparedness and other clinical responses by delaying the spreading. the exception is when the reduction is very large (in the figure, beyond 60%) as in these cases the peak might occur earlier because the disease dies out. in concluding, it is apparent from all the results obtained for the different scenarios that we have considered that the most cost-effective strategy would be the isolation or quarantine of detected infectious cases, as long as the efficacy of such measure is over 60%. important for the current debate about the natural history of the disease, this policy would also work if there is a fraction of asymptomatic but infectious individuals in the population. our results also show that from a practical point of view, a combination of all the analyzed contexts can have second order benefits. as already stressed, containment measures should not only be directed towards a full cutdown of the number of infected cases. their efficacy is also given by other factors, such as delaying, even if only by a few days, the spreading of the disease. such delays are always good for preparedness and to have more time for clinical research that can lead to new pharmacological treatments or vaccines. for instance, even if traffic restrictions are not effective on their own, they facilitate the control of the population and thus it would be easier to detect infected individuals and treat them. similarly, self-protection measures and other social-distancing practices delay the spreading of the disease, freeing resources that would allow for a better management of the epidemic, in turn leading to an increase of the efficacy of individual isolation. closing public places would, in practice, reduce the transmission, which again will lower the total number of infections and thus make them more manageable for the public health system. this also highlights the importance of having a coordinated response system, since simply adopting central measures like imposing mobility restrictions and closing public places is not effective in the middle-to-long term. our model has several limitations and some of them could actually be overcome in the near future. perhaps the most important one has to do with the inability of current large-scale epidemiological models to fully account for behavioral changes in the population when a disease is evolving. as it is the case for the spreading of covid-19, the information −and more often than desired, misinformation− travels faster than the disease. this produces undesired effects such as a collapse in the emergency rooms at hospitals, a proliferation of information sources that do not provide sensible advices in all cases, anticipated economic loses and, in general, uncoordinated responses. therefore, it is a pressing challenge to develop more realistic ways to incorporate in models like the one employed here all these risk-averse responses and reactions. another limitation of the current study includes the relatively low spatial resolution, which is essentially determined by the data availability. the results however indicate that the level of granularity used here is enough to capture mobility patterns and the effects of possible interventions. finally, we have not considered the temporal and spatial variability of disease parameters, nor other potentially important characteristics of the host population such as the existence of super spreaders or the age structure, which seems to play a relevant role for this disease, at least in what concerns the case fatality rate. we plan to investigate on all these issues in the near future. acknowledgments ym acknowledges partial support from the government of aragon, spain through grant e36-17r (fenol), and by mineco and feder funds (fis2017-87519-p). aa and ym acknowledge support from intesa sanpaolo innovation center. the funders had no role in study design, data collection, and analysis, decision to publish, or preparation of the manuscript. the inter-province flow matrices include the number of individuals that move from province to province in spain for several days of october 2017. the data also includes the main mode of transport used by those individuals, as well as other characteristics such as the period of the day when the travel started. in our case, we have collected the matrices from the last two weeks of october and averaged them. for a deeper discussion on the characteristics of these matrices we refer the reader to the original source (in spanish) [11] . the upper level of administrative division in spain is denominated comunidad autónoma. there are 15 of such "autonomous communities" in mainland spain, one in the islands of the mediterranean sea (balearic islands) and one for the islands in the atlantic ocean (canary islands). besides, there are two autonomous cities (ciudades autónomas) in the north of africa, ceuta and melilla. the next administrative division is the province (provincia). there are 47 provinces in mainland spain, 1 in the balearic islands and 2 in the canary islands, plus the two autonomous cities making up the 52 subpopulations considered in our model. the number of inhabitants of each province varies a lot, from over 5 millions in madrid and barcelona to less than 100,000 individuals in ceuta and melilla. we collected the number of inhabitants of each province from the data provided by the spanish statistical office [16] . there are 45 airports in spain (including the heliports in algeciras and ceuta), although the majority of them only have connections to other spanish airports or european airports. as with the provinces, the traffic in these airports varies widely, from over 50 million passengers in madrid and barcelona to less than 2,000 in albacete and huesca. the information regarding spanish airports is provided by the spanish air navigation manager (aena) [12] . . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint . https://doi.org/10.1101/2020.03.01.20029801 doi: medrxiv preprint to ensure that this quantity is able to predict correctly the spreading in our metapopulation, we first implement an sir model and study the effect of using a different number of seeds, figure 10 . regardless on the number of seeds, the correlation between the obtained values and the theoretical ones is really large. however, the actual value depends on the number of initial seeds. thus, without any modification this measure can help us determine the arrival order, i.e., to which provinces the disease should arrive first, but not the precise time. nonetheless, depending on the number of seeds, a small correction has to be applied. as it is not clear yet what are the final disease parameters that affect the predictions about the spreading of the coronavirus, we here provide quantitative evidences that the results reported in the main text still hold for other values of the generation time t g . a similar exercise could be done for r 0 , but we believe that the consensus around . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. (which was not peer-reviewed) the copyright holder for this preprint . the value used here (2.5) is higher than for other parameters like the serial interval. figures 11, 12 and 13 show results obtained for t g = 10 and t g = 12.5. as it can be seen, the previous conclusions hold, and in most of the cases, also quantitatively in terms of relative variation with respect to the scenario in which no measures are implemented. ministry of development of spain spanish air navigation manager regions with cases of covid19 as of 29/02 in spain spanish statistical office key: cord-023773-sqojhvwx authors: araújo-vila, noelia; fraiz-brea, jose antonio; de araújo, arthur filipe title: spanish economic-financial crisis: social and academic interest date: 2020-04-21 journal: j bus cycle res doi: 10.1007/s41549-020-00045-z sha: doc_id: 23773 cord_uid: sqojhvwx the present study analyses the interest of both experts and the general population in the economic-financial crisis that has affected spain up until 2019. to examine the interest of the general users, google searches were analysed through the google trends tool. meanwhile, the interest of scholars was assessed through the analysis of academic papers published on scopus, one of the most relevant peer reviewed literature database. to this end, a scopus search was made for papers containing the fragment “spanish financial crisis” on their tittles, abstracts, or keywords, which ensued a sample of 632 studies. findings show that the spanish financial crisis worries the general population as well as scholars. peaks in searches by general internet users take place in the years preceding the crisis (2004 and 2005) as well as throughout its duration (2008, 2010, and 2012). accordingly, the academic interest has also grown substantially up from 2008. the years preceding the beginning of the spanish financial crisis-2002-2007-are characterised by a cumulative economic imbalance. many countries had extremely negative checking account balances, while others achieved atypical surplus values, which led to a global financial crisis. some countries had loose monetary policies, and at the same time, a great amount of savings. this led to the inflation of assets' prices, especially real state, which came to be known as the real estate bubble (garcía 2005) . in spain, construction was financed by international loans. the instability in the construction industry led to high rates of indebtedness, which soon affected the country's whole economy. an excessive amount of money was being loaned to an industry that was no longer profitable. in this context, banks were increasingly uncertain about whether the debts would be liquidated. moreover, productivity problems tend to lead to future economic issues. in the years preceding the crisis, spain's gdp grew more than that of the united kingdom and the united states (eu-klem 2013) . this was already a sign that something was not right, or that, at the very least, the situation was temporary and unrealistic. a significant part of this growth was caused by the construction industry, which was responsible for 25% of the country's economic growth between 2000 and 2007. as garcía (2005) points out, this was caused by the increase in working hours and the intensive use of technological capital. the so-called real estate bubble led to the beginning of a global liquidity crisis in the banking system, which was intensified by the frequent trade of complex and structured financial products. initially, this crisis did not affect spain, as the national banks had focused on retail banking and refrained from selling structured mortgage products (alonso-almeida and bremser 2013). however, economic-financial problems brought about by the global recession increased the perceived risk and the real estate market's adjustment, which eventually reached spain as well (álvarez 2008) . the present work analyses the interest demonstrated by both the general population and economic scholars (and those from related areas) in the economic-financial crisis that affected spain up until the observed period (2019). naturally, the health crisis currently being faced by the whole world due to the outbreak of covid-19 is an even bigger problem, which is expected to have catastrophic consequences for many countries' economies, including spain. in this context, it is important to observe that the present research does not consider such phenomenon, which started after the data collection and analysis period. regarding the methodological steps carried out as part of this investigation, first the extant literature on the spanish financial crisis was systematically reviewed, which allowed the authors to understand the factors that led to this situation. then, to achieve this paper's objective, the interest of the general population was assessed through the analysis of google searches on the subject throughout the selected timeframe (2007) (2008) (2009) (2010) (2011) (2012) (2013) (2014) (2015) (2016) (2017) (2018) (2019) . meanwhile, the interest of academics was examined through the analysis of scientific papers published on the scopus database during the same period. since the end of the twentieth century, spain had been one of the fastest growing and most successful economies in europe. immigration, low interest rates, and a recently liberalised and modernised economy had contributed to this great economic status (royo 2009 ). this condition, however, was interrupted in 2007, when the country started facing a severe economic recession. although the global economic crisis significantly contributed to this deceleration, domestic imbalances have also played an important role. in this context, 2007 is arguably the year when the financial crisis reached spain, along with many other european countries. in the spanish instance, the crisis was the result of a 5-year period of high liquidity in the financial market (álvarez 2008) . in other words, during this time, it was particularly easy to convert any financial asset into money with minimal loss. this is shown by the increase in monetary aggregates (adrian and shin 2008) noticed in this period, which led to an overcapacity of the financial system. this, in turn, led to a general state of distrust, in which neither employers nor families were willing to not take credit. the only cases in which credit was taken were those when people needed to renew their debts or cover their losses. naturally, as capitalist economies are based on credit, such situation would necessarily have a negative impact on the country's economy. along with this deterioration of economic conditions, a poor management of the situation by the bank of spain, the dependence on wholesale financing, and weaknesses in the regulatory framework, all contributed to this recession (royo 2013) . however, the key factor that led spain to the current crisis was the channelling of the financial sector into the real estate market (alvarez 2008; montalvo 2014; taylor 2009 ). the so-called system of perverse incentives, adopted as a temporary solution to fund construction activities, made the real estate market very attractive (montalvo 2014). for the families, buying a house started to look like a very attractive proposal. for the sake of comparison, in the united states, there is the "lease with the option of purchase" model, which became a very favourable option, even for those who could not afford the mortgage payments. moreover, if the prices happened to increase, which was expected, all parts would benefit from capital gains (case et al. 2012 ). on the other hand, if prices remained stable, one could simply stop paying the mortgage and lose the purchase option. in this case, the deal would effectively become a regular rent. another incentive was the barriers of entries, through which people could also request a loan (mayer et al. 2009 ). in spain, however, the scenario was quite different, as the financial product normally employed for the purpose of buying a house is the personal loan with mortgage. in such a deal, if one does not liquidate the debt, they must give back the house. nevertheless, the general belief was that there was an incredibly low chance of decrease in prices, which encouraged many families to buy houses anyway (garcía-montalvo 2006) . there was a whole chain of factors that encouraged this model of purchase. for example, bank workers needed to sell mortgages in order to hit sales targets and gain bonuses. therefore, they lowered the criteria for granting this type of loan (montalvo 2014) . moreover, all this housing construction and urbanisation methods did not take place in an institutional void (garcía 2010) . part of the problem was exactly the lack of spatial planning. more precisely, as observed by maldonado and pérez (2008) , specific plans for urban development either did not exist or were totally disregarded. the described scenario led the spanish construction industry to a great recession, which significantly affected the country's economy (kapelko et al. 2014) . the difficulty in liquidating loan payments was also linked to a decrease in the demand for finished buildings (both residential and non-residential), which resulted in a large amount of unsold real state (vergés 2011) . in sum, as concluded by stiglitz (2010: 21) spain allowed a massive real estate bubble to arise, and now faces an almost total collapse of this market. as opposed to the united states, however, spanish banks were more prepared to endure this trauma, due to the country's banking regulations. nevertheless, they country's economy had much greater losses. this led to a general distrust by bank clients, which, as concluded by carbó-valverde et al. (2013) , is an indicator of a significant negative impact of banks' activities in the economy. moreover, the bursting of the real estate bubble contributed directly and indirectly to almost 2.3 million job losses and a large private debt (garcía 2010) , which further aggravated the situation and forced the government to save banks by financing them with foreign savings. therefore, spain was one of the european countries where the late 2000′s global economic crisis had the most devastating outcomes. this happened due to internal factors that amplified the crisis' effects, especially the country's massive real estate bubble. the present study examined the interest of two distinct groups in the spanish financial crisis: 1. the general internet user; and 2. scholars and specialists in economy and related areas. the interest of the first group was assessed with the help of google trends, a tool that allows researchers to examine general trends in google searches. google searches were selected as an indicator of the general internet users' interest because google is the most popular web searcher in the world (ebizmba 2018). the interest of the second group was assessed through the examination of scientific papers published on scopus's database, which is one of the peer-reviewed literature databases with the highest number of citations and abstracts (andalial et al. 2010; bosman et al. 2006) . the analysis carried out through google trends encompassed searches made with the keywords "crisis española", "crisis financiera española", and "spanish financial crisis", made worldwide up from 2004 (year in which the tool started registering searches). this allowed the authors to verify whether the general internet user's interest in the topic increased up from 2008, the year after the beginning of the crisis. the analysis of articles published on scopus was a slightly more complex, due to the nature of the database. first, a search for papers containing the fragment "spanish financial crisis" in their tittles, abstracts, and keywords was made. the phrase in english was adopted for the search because most studies in the database are in in this language. a total of 632 works was found, from which 49% had been published between 2016 and 2019 (see table 1 ). researches on the topic started being published in a considerable amount from 2009-2010, following the beginning of the crisis. studies published in the 1990′s refer to previous financial crises, such as the one that took place between the 1970′s and the 1980′s, or even crises in previous centuries. scientific studies were also subjected to a content analysis, which considered their tittles, abstracts and keywords. qualitative content analysis is a method for analyzing text data and delve into their meaning by following systematic procedures (schreier 2012) . the term includes a series of different techniques to analyse texts (powers et al. 2010 ). more specifically, content analysis serves to "identify, analyse and inform patterns within the data" (braun and clarke 2006 p. 79) . it includes the codification and classification of textual units, which makes it very useful to explore big volumes of textual information and determine tendencies, patterns within the words employed, as well as relationships between their meanings (gbrich 2007) . qualitative analysis methods are not only a useful tool for generating knowledge, but also an effective vehicle for presenting and addressing meanings and findings (holloway and todres 2005; sandelowski 2010 ). to assure these methods' validities, researchers must clearly explain how the results were achieved (schreier 2012 ). in the case of content analysis, the preparation phase starts with the definition of the unit of analysis (guthrie et al. 2004) , to which researches must consider what they want to analyse (cavanagh 1997) . in the present investigation, the object of analysis was the academics' interest in the subject of the spanish financial crisis. in this context, the units of analysis were, as previously stated, the tittles, abstracts and keywords of scientific studies on this topic. content analysis may serve two main functions, the heuristic and the proofing function (bardin 2000) . naturally, the goal of the present study was not verifying any previously proposed hypothesis about the interest of academics in the spanish financial crisis, but simply exploring the trends and patterns in such interest through the analysis of published researches. therefore, within this investigation, the content analysis serves the heuristic function, as it enriches the exploratory attempt, increasing the likeliness of discovery. moreover, within the available content analysis techniques, the one adopted in the present study was the categorical content analysis, which consists in dismembering text units, or categories, according to pre-established criteria. in this context, the chosen total 632 studies registry of unit was the word-rather than the theme-which facilitated the systematic analysis of a big volume of texts. moreover, the main enumeration rule for coding, as it considers that the registry unit's relevance increases with its frequency of appearance. a quantitative summary of the content analysis' results is presented in table 1 . the google trends analysis indicated that searches for "crisis financiera española" were only made in spain. some related searched topics include "crisis", "crisis financiera", "finanzas", "españa" and "ciencia económica", which showed a consisted increase in searches from 2008. the terms also show two punctual peaks in searches in november 2004 and march 2005, which were indeed the highest search rates within the analysed period. these peaks are followed by april 2009 and september 2008 (fig. 1) . when considering searches for more generic terms, such as "crisis española", the number of countries from which searches were made increases. among the additional countries, the ones with the highest numbers are peru, ecuador, colombia, and argentina (all spanish speaking countries) (fig. 2) . related search terms include "crisis económica española", "la crisis económica", "crisis económica españa", "crisis política española" and "la economía española" all of which had a puntual increase in searches in 2008, and then consistently decreased, especially after 2014. for these terms, search peaks took place in september 2008, june 2012, november 2012, and may 2010 (fig. 3) . when considering the english term "spanish financial crisis", the peak in searches was in march 2004, followed by april 2005 and june 2012. up from 2014, the numbers decrease significantly (fig. 4) . related search terms that present a punctual increase include "spain financial crisis" and "spanish economic crisis". when considering searches for the more generic term "spanish crisis", the countries from which the most searches were made are spain, singapore, united kingdom, australia, nigeria and united states (fig. 5) . searches for this term had their peak in june 2012, followed by may 2010, and unlike in the previous cases, october 2017, which is particularly recent (fig. 6) . as mentioned in the methodology chapter, the search for papers published on scopus's database ensued 632 studies addressing the spanish financial crises since 1990, 96% of which have been published in the last decade. studies on the subject come from three main areas: social sciences (46.2%), economy, econometry, and finances (32.3%), and business, management, and accounting (30.7%)-it must be observed that the same paper can be classified into more than one area. most of the researches were published on journal papers (83.1%). the remaining documents include reviews (6.9%), book chapters (5.7%), and conference papers (2.1%). to delve deeper into the topic, it is important to know which items are more often addressed within these studies. to this end, a frequency analysis of the whole sample of keywords (n = 1,643) was carried out. results indicate that the most frequent research topics are spain, financial crisis, economic crisis, crisis, human, article, economic recession, and finances (table 2) . to analyse the topic even further, the works of the most proliferous authors in the field-kapelko, m., lara-rubio, j., navarro-galera, a. and perles-ribes, j.f.-were analysed. each of these authors published five studies within the last 5 years. the titles, abstracts and keywords of such studies were subjected to a content analysis (table 3) . results show that although the crisis took place over a decade ago, back in 2007/2008, it still attracts significant academic interest. moreover, this interest comes from different research areas, as the mentioned authors investigate areas as distinct as the public sector, the banking sector, the construction industry, and the tourism industry. the concepts analysed within those studies include inefficiency, financial sustainability, and all the effects of the economic and financial crisis worldwide, in the euro zone, and especially in spain. the construction industry was one of the most affected, as it depends on economic cycles. therefore, the situation initiated in 2007 has led to a significant drop in productivity. the country's economic situation had a great impact on the sector. on the other hand, part of the studies analysed focus on the public sector. these studies emphasize the need for financial transparency, especially on official websites. the solvency problems, risk premiums, and bank loans brought about by the financial crisis ultimately affected local governments, which must deal with the consequent increase in levels of (public) debt. the banking sector is also one of the most affected by the economic situation. one of the biggest problems for the sector is the risk of loyalty loss and abandonment by its clients. at last, studies analyse how this situation affects one of the star industries of the country: tourism. more specifically, they examined which types of tourist destinations (e.g., seaside, cities, etc.) have already overcome the crisis, as well as how the economic cycles have affected the tourism industry, namely its employment growth rates, since the beginning of the crisis (2007/2008) . studies also examined the opposite effect, that is, how tourism development affects the crisis, specially through the sale of vacation houses, which ultimately affects the construction industry. finally, analogous to the analysis carried out with the web searches, the published papers' origins were examined and the countries that show the greatest scientific interest in this topic were identified. as expected, the country from which the highest number of studies was published is spain, which accounts for 78.4% of studies. with significantly lower numbers, the following countries account for most of the remaining researches: united kingdom (5.8%), united states (5.7%), germany (3.0%), italy (2,2%), netherlands (1.7%), portugal (1.6%), france (1.4%), and poland (1.1%). next, with less than 1% each, comes sweden, australia, canada, chile, peru, austria, belgium, colombia, and denmark (fig. 7) . table 3 academic studies from the most proliferous authors on the spanish financial crisis transparency about sustainability in regional governments: the case of spain current crisis; demand for greater transparency in the public sector; sustainability in public administration; regional governments; websites; sustainability information in the beginning of the twenty-first century, a series of economic circumstances triggered a global economic-financial crisis. these circumstances included the contrast between countries with extreme deficits in their commercial balances and those enjoying atypical surplus values. in europe, one of the countries that suffered the most as a result of the crisis was spain. in the years preceding the beginning of the crisis, the country experienced several favourable economic circumstances, such as a higher gdp growth than that of global leaders, i.e., the united states, which eventually proved to be an illusion. in 2007, the economic boom came to an end, following the solvency crisis in the banking system and the decrease in the demand for products and services, especially houses. in this context, the construction industry was one of the most affected, and arguably one of the main factors responsible for amplifying the crisis effects in the country (due to the real estate bubble). to the present day, spain has not fully recovered, and the aftermath of the crisis still worries its population. it is particularly striking that, in the years preceding the crisis, there was already an uneasiness about it. this is evidenced by web searches on the topic, which begin to increase already in 2004. in fact, the peak in searches for "crisis financiera española" took place in november 2004, which was an omen of what was about to happen. moreover, searches related to the spanish economic crisis, spanish economy or simply the economic crisis have also been quite frequent, which indicates that the population is still worried and interested in this topic. once the crisis begins, peaks in searches are once again observed, especially between 2008 and 2012. when considering searches worldwide (for terms in english), the data shows that the interest in the topic starts decreasing in 2014. therefore, the peaks in interest from the general internet users take place in two specific moments: years before 2007, when some people already inferred that a crisis was about to come, and the fig. 7 countries that investigate the spanish financial crisis first years of crisis. it must be observed, as well, that although the topic is particularly related to one country, spain (which is evidenced by the fact that the majority of searches were made from this country), the analysis of searches in english shows that internet users from other countries are also interested in the situation. those include several european countries, such as united kingdom (in second place, immediately after spain), germany, italy, portugal, and france; but also countries from other continents, such as the united states (in third place), and with a significantly lower volume in searches, australia, canada, chile, peru, and colombia. regarding the academic world, the subject starts attracting a great deal of interest up from 2009/2010, when the crisis had already begun. the peak in number of published papers takes place in 2017 (114 works). however, the biggest growth is noticed between 2011 and 2013, when the number of studies practically doubled. in sum, academic studies show a continuous growth from 2011 to 2017. the most frequently addressed topics amongst the 632 analysed studies are the economic or financial crisis, the economic recession, unemployment, and the banking system. many studies share some of the same keywords, from which "spain" is by far the most frequent. the content analysis carried out on the works from the most proliferous authors within the topic indicates that construction is amongst the most addressed industries or sectors in researches related to the crisis. this is in line with previous literature on the subject, as addressed on the theoretical overview, the construction industry played a relevant role in amplifying the crisis' effects in spain and was also one of the most affected economic activities. other particularly affected area was the public sector, which was also one of the leading figures of the situation, due to the lack of a proactive attitude and preventive measures, and to its actions during the actual crisis. other authors focus on tourism, a key industry to the spanish economy, and one that was also affected by the crisis. finally, similarly to the general internet user's interest, academic interest in this subject does not come exclusively from spain, but also from other european countries, such as germany, italy, france, and portugal. moreover, studies also come from countries outside europe, such as the united states, peru, and chile. this data indicates that there is a coincidence regarding the countries that show high levels of social preoccupation on the subject, demonstrated by the web searches, and those that show particularly high academic interest. funding this research received no specific grant from any funding agency in the public, commercial, or not-for-profit sectors. transparency about sustainability in regional governments: the case of spain. convergencia-revista de ciencias sociales strategic responses of the spanish hospitality sector to the financial crisis la banca española ante la actual crisis financiera. estabilidad financiera scopus: la mayor base de datos de literatura científica arbitrada al alcance de los países subdesarrollados análise de conteúdo scopus reviewed and compared: the coverage and functionality of the 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the case of spain the end of growth in residential tourism destinations: steady state or sustainable development? the case of calpe dictionary of nursing theory and research after the fiesta: the spanish economy meets the global financial crisis how did the spanish financial system survive the first stage of the global crisis? governance what's in a name? qualitative description revisited qualitative content analysis in practice freefall: america, free markets, and the sinking of the world economy the financial crisis and the policy responses: an empirical analysis of what went wrong (no. w14631) the information asymmetry in the spanish real estate sector. crisis and stocks. observatorio inmobiliario y de la construcción key: cord-295358-8niqpwvc authors: santamaria, luis; hortal, joaquin title: chasing the ghost of infection past: identifying thresholds of change during the covid-19 infection in spain date: 2020-04-14 journal: nan doi: 10.1101/2020.04.09.20059345 sha: doc_id: 295358 cord_uid: 8niqpwvc covid-19 pandemic has spread worldwide rapidly from its first outbreak in china, with different impacts depending on the age and social structure of the populations, and the measures taken by each government. within europe, the first countries to be strongly affected have been italy and spain. in spain, infection has expanded in highly populated areas, resulting in one of the largest nationwide bursts so far by early april. we analyze the evolution of the growth curve of the epidemic in both the whole of spain and madrid autonomous region (the second largest conurbation in europe), based on the cumulative numbers of reported cases and deaths. we conducted segmented, linear regressions on log-transformed data to identify changes in the slope of these curves and/or sudden shifts in the number of cases (i.e. changes in the intercept) at fitted breaking points, and compared their results with a timeline including both key events of the epidemic and containment measures taken by the national and regional governments. results were largely consistent in the four curves analyzed (reported infections and deaths for spain and madrid, respectively), showing two major shifts in slopes (growth rates) at 14-15 and 26-29 march that resulted in 37-65% reductions of slope, and originated in infection on 4-5 and 16-18 march (for case detections) and 14-23 february and 5-6 march (for deaths). small upward shifts in the progress of the disease in madrid were not associated with significant changes in the intercept of the curve, and seem related with unevenness in case reporting. these results evidence an early deceleration in the spread of covid-19 coinciding with personal hygiene and social distancing recommendations, as well as the general awareness of the population; and a second, stronger decrease when harder isolation measures were enforced. the combination of both breakpoints seemingly led to the start of the contention of the disease outbreak by early april, the limit of our time series. this highlights the importance of adopting public health strategies that include disseminating basic knowledge on personal hygiene and reduced social contact at the onset of the epidemic, and the importance of early enforcement of hard contention measures for its subsequent contention. covid-19 infection has rapidly spread worldwide since its first outbreak in wuhan (china) in mid december 2019. the global number of confirmed cases has gone over one million on 3rd april 2020 (john hopkins university coronavirus resource center, see dong et al. 2020) , barely 3 months after its first report on 31st december. individuals infected with covid-19 remain asymptomatic for 5-6 days, while presenting enough viral load to be infective after 1-2 days of infection (linton et al. 2020 , lai et al. 2020 . severe cases require hospitalisation 3-15 days after the appearance of the first symptoms, which are similar to other infectious respiratory illnesses. this, together with the initial unawareness of the population, led to a high transmission rate of the infection, which spread rapidly to neighbouring countries, the middle east and europe, and then the rest of the world (see https://nextstrain.org/ncov). an increasing number of countries was progressively affected, and they responded differently depending on the who and local expert advice at the moment, the structure and resources of their public health systems, their r+d+i capacity (which determined the number of pcrs available for testing contagions from blood samples, among other things), and their ability to implement social distance measures. the diversity of policy responses, together with the preexisting differences in spatial aggregation, social behaviour and age structure of their populations, provide an unique array of test cases to understand how different levels and combinations of preventive quarantine and social-distancing measures affected the spread of the pandemic. covid-19 arrived to mainland spain in early february (first recorded hospitalisation dates back to 15th february; table s1 ). during the first 2-3 weeks of february, covid-19 infection reached spain at least three times, via uk and italy -as evidenced by the presence of three different genetic clusters identified by nextstrain (hadfield et al. 2018 ; last accessed 8th april). different from italy, where infections were concentrated in the north, the combination of these three introductions with early, unnoticed community transmission resulted in consecutive outbreaks in distant, highly populated areas of the basque country and navarra (north), madrid (center), catalonia (north east), andalusia (south) and valencia (east) (see timeline in figure 5 below, and table s1 ). the spatial structure of the spanish populations has played a role in the particularly rapid spread of the pandemic in some regions the country. its impact has been harsher in the big conurbations of madrid (around 6.4m people; second most populated metropolitan area of the eu, after paris) and barcelona (c. 5 .4m) -as well as in álava, navarra and la rioja (c. 1m in total), following the early infection of healthcare workers from txagorritxu hospital. balearic and canary archipelagos also received infections from the early onset of the pandemic, so it is reasonable to assume that by early march covid-19 infections were widely distributed throughout the whole country. several factors make spanish data one of the most fair accounts of the effects of the pandemic at the country and regional levels, together with italy and, specially, south korea. although the lack of enough tests that has been pervasive for most countries (except south korea), spain has achieved one of the highest infection test ratios per capita (clark et al. 2020) , thanks to the early mobilisation of most pcr machines available in universities and research centres for either covid-19 testing or covid-19 research. importantly, only cases testing positive in the pcr make it to the official statistics -and (similar to italy but different to other european countries) all deaths testing positive are registered as caused by covid-19 infection, including those associated with previous pathologies or happening outside hospitals (e.g. in private homes and nursing homes). these data provide an underestimation of the total population infected and the number of fatalities-due to the limited number of tests; although for the number of deaths this is partly compensated by the lethality associated to other pathologies that is attributed to covid-19 when pcrs render positive tests. however, the relatively homogeneous intensity of testing and the stability of criteria for disease attribution throughout the time period of this analysis probably result in unbiased estimators for the spread of the pandemic. it is therefore safe to assume that the number of reported cases of infection and the number of deaths are reasonably good proxies for the advance of the pandemic. here we characterize the growth curve of covid-19 infections in the whole of spain, from the onset of the pandemic in early february through the establishment of increasingly more restrictive social and governmental restrictions to mobility and personal contact. we also perform he analyses for the madrid autonomous region (madrid hereafter), a highly populated area with good public transportation and a high daily commuting rate, which represented the country's largest focus of the pandemic -as it represents a prime example of the spread of the virus in a large, mostly panmictic population through time, and the effect of social-distancing measures thereupon. the adoption of containment measures by the national and regional governments followed a sustained increment through time, from the recommendation of preventive measures in late february and early march, to increasingly stricter social-distancing measures on 9-10 march, to a nationwide lockdown announced on 13 march and enforced on 15 march, to the the closure of all non-essential economic activities on 31 march (see figure 5 below, and table s1 ). such sequence of measures was broadly discussed by experts, media and social media, with opinions ranging from qualifying them as exaggerated or unnecessary during the first weeks of the outbreak; to criticizing them as tardy of insufficient in the weeks that followed. two controversies have been particularly strong: (i) were preventive and soft socialdistancing measures useful, or should hard social-distancing measures have been introduced from the early moments (late february to early march)?, and (ii) did the mass events on the weekend of 7-8 march, coinciding with the international women's day demonstrations (over 300k attendants in the whole country, 120k in madrid) and premier football league matches (around 280k spectators in total and 72k in madrid, respectively) trigger the early spread of the pandemic in spain's largest cities, specially in madrid? bearing this temporal sequence in mind, we analyze the growth curves of the cumulative numbers of cases detected and the cumulative number of deaths for both the whole of spain and madrid, focusing specifically in the changes in the growth rate (i.e. the slope of log-transformed data) of these curves through time. based on this analysis, we seek to answer two questions: (1) how effective were the different social-distancing measures in reducing infection and mortality rates?; and (2) how significant were the effects of 7-8 march mass gatherings on the expansion of the epidemic, compared with other key events and control measures? data on the different events that marked the evolution of the pandemic in spain (e.g. first cases detected, large infection bouts, first deaths) or influenced its perception by the general public, as well as policy measures (e.g. preventive isolation, social-distancing, lockdowns) and putative key events (e.g. large gatherings associated to sport events, political demonstrations and party rallies), were gathered from official sources, national and international media, and scientific publications. whenever possible, and in all cases for policy measures, we confirmed their date and content from official documents and/or websites from international, national or regional institutions. we include a broad list of events in table s1 and selected the most relevant ones for the timeline shown, together with the results of the statistical analyses, in figure 5 's graphical summary. official data on the (i) cumulative number of cases, and (iii) cumulative number of deaths were obtained from the daily covid reports of the spanish ministry of health, as compiled by the worldometer coronavirus data service (for national data) and the covid data service of eldiario.es (for regional data). data were extracted at two levels of aggregation, for spain as a whole country, and for madrid autonomous region (i.e. comunidad autónoma de madrid). for the analyses we included data from the first day in which at least 10 cases or at least 1 death were measured; and extended the analyses to 22-24 days after the onset of social-distancing measures on 13-15/3/20, a period doubling the average infection-to-detection time (10.1 days; see next section), and equaling the average infection-to-death time (21 days; see next section). to estimate the infection date of reported cases, we calculated the infection-to-testing time by combining reported values of incubation time (mean = 5.0 days in lauer et al. 2020 ; median = 5.1 days in linton et al. 2020 ; mean = 6.4 days in lai et al. 2020) with time from illness onset to hospital admission for treatment and/or isolation (median = 3.3 days among living cases and 6.5 days among deceased; linton et al. 2020 ). hence, we used an infection-to-testing time of 9 days for living cases and 12 days for dead cases. based on the proportion of 36% deaths to 64% recoveries reported from 3/3/20 to 6/4/20 (for a total of 57,006 closed cases in spain), we estimated an average infection-to-testing time of 10.1 days -which, for simplicity, was we fitted a family of segmented (broken-line) regressions with no, one, two and three breaking points (models 1 to 4, with two, four, six and eight parameters respectively) and compared them using the their adjusted r 2 and goodness of fit. goodness-of-fit comparisons were based on two criteria: (i) the distribution of the residuals; (ii) the adjusted r 2 ; and (iii) a fstatistic comparing each model with the next level of restriction -that is, to the model with one breakpoint (hence, two parameters) less (hank et al. 2020). to ensure residuals' homoscedasticity, we used linear fits on log10-transformed data; similar results were, however, obtained using exponential fits on untransformed data (not shown). fitted breaking points provide objective information on the moment at which infection dynamics changed, while slopes provide information of the direction and magnitude of such . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint . https://doi.org/10. 1101 changes. when analyzing the data from madrid, we observed discontinuities that suggested that some breakpoints could involve a change in the intercept, rather than in the slope. this would imply a significant shift in values at a given day, followed by a continuous increase at the same growth rate that preceded such day -an scenario consistent, for example, with a sudden increase in infection rate during the mass gatherings of 7-8 march. to test for this possibility, we assessed the fit of an additional model with two breaking points, the first one involving a change in the intercept and the second one involving a change in the slope (model 5). for the whole of spain, the model with two breaking points (model 3) provided the best fit (table 1) . fitted breaking points were placed on day 17.9 (14/3/20, estimated infection on 4/3/20) and 30.5 (26/3/20, estimated infection on 16/03/20) (figure 1 ). the growth rate of the number of cases decreased by 49% (from 0.15 to 0.08) after the first breakpoint (14/3/20) and decreased again by another 54% (from 0.08 to 0.03) after the second breakpoint (26/3/20). is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint . https://doi.org/10. 1101 of infection is provided in the upper x-axis. filled points indicate sundays. broken vertical lines indicate the breaking points of the best fit (model 3), which is shown with a thicker line. the analyses performed on the number of cases from madrid are consistent with the results for the whole country. the model with two breaking points (model 3) provided the best fit (table 2) . fitted breaking points were placed on day 12.7 (14/3/20, estimated infection on 4/3/20) and 26.6 (28-29/3/20, estimated infection on 18-19/3/20) (figure 2 ). the growth rate of the number of cases decreased by 65% (from 0.18 to 0.06) after the first breakpoint (14/3/20) and decreased again by 59% (from 0.08 to 0.03) after the second breakpoint (18-19/3/20). an inspection of the values and fits ( figure 2) shows that the apparent jump in the number of cases detected on 9/3/20 (estimated infection on 28/02/20) was caused by the combination of a decrease during the weekend (7-8/3/20) and an increase the following monday -which kept the point in line with the previous and posterior values. indeed, the only fitted model that identified a change of slope (model 4, breaking point at day 9.0, i.e. on 10/3/20, estimated infection 29/2/20) showed a 19% decrease in the growth rate (from 0.18 to 0.15) at such point -although it provided a non-significant improvement in goodness-of-fit relative to a more-parsimonious model without such breaking point (model 3) . similarly, the model with two breaking points involving a change of intercept and a change of slope (model 5), which resulted in a 11% increase in the intercept (from 1.3 to 1.45) on day 7.1 (8/3/20, estimated infection 27/2/20), did not result in a significantly better fit compared to model 2 ( table 2 ). here it is worth noting that a similar 'decrease-and-jump' in the number of cases was observed one week before, from saturday 29/2/20 to monday 2/3/20, although dates before 1/3/20 were not included in the analysis owing to the low number of registered cases (below the ten-cases threshold). . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint . https://doi.org/10.1101/2020.04.09.20059345 doi: medrxiv preprint the model with three breaking points (model 4) provided the best fit (table 3) . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint . https://doi.org/10.1101/2020.04.09.20059345 doi: medrxiv preprint (table 4 ). fitted breaking points were placed on day 9.8 (15/3/20, estimated infection on 23/2/20) and 20.7 (26/3/20, estimated infection on 5/3/20) (figure 4) . the growth rate of the number of cases decreased by 56% (from 0.22 to 0.10) after the first breakpoint (15/3/20) and decreased again by 65% (from 0.10 to 0.03) after the second breakpoint (26/3/20). the model with one slope shift (on day 12.4, i.e. 17/3/20, estimated infection on 25/2/20) and one intercept shift (on day 8.2, i.e. 13/3/20, estimated infection on 21/2/20) showed a marginally significant improvement of goodness-of-fit relative to model 2 (0.10
0 and η ≥ 0. the parameter γ represents the intrinsic rate of tourism attraction, δ measures the productivity of an effort, u t ,φ are the returns to scale and η is the depreciation rate of the carrying capacity. equation (1) with a constant c t is the logistic growth model proposed by lundtorp and wanhill (2001) to represent the sinusoidal development of a tourist destination. this logistic curve generates the first five phases in the development of a resort described by the talc theory (fig. 1) . equation (2) was introduced by albaladejo and martínez-garcía (2017) to allow for the possibility of increases in the tourism carrying capacity. any capacity increment requires economic or human efforts, u t , in the form of investment in infrastructures, in accommodation or in r&d. albaladejo and martínez-garcía (2017) follow the growth models tradition (solow, 1956, if there are decreasing returns to scale, or rebelo, 1991, if there are constant returns to scale) to model carrying capacity increments. the growth of tourism carrying capacity c t , depends on u t , whose value is given by the entrepreneurship activity, government spending on infrastructures and services or tourism promotion polities. if depreciation η is nil and no investment is made (u t = 0 for all t), then the carrying capacity will remain constant at the level c. this is the case of the logistic model by lundtorp and wanhill (2001) . if this is so, the solution of differential equations (1) and (2) is where s t (γ, λ) is the logistic function given by: where λ is the turning point, that is, s t grows with t at an increasing speed if t ≤ λ, and, although growing also if t > λ, the speed reduces as t grows from λ. note that if t = λ, tourism occupation is 50% of its maximum level, c. moreover, if t = 0, the number of tourists given by (3) is the initial one t 0 and if t→ + ∞ the number of tourists approaches c, the maximum level of tourism exploitation if no investment in this sector (u t = 0 for all t). equation (3) models the transition between two levels of tourism t 0 and c. the parameter γ determines the speed of transition. if γ is close to zero, the transition is very smooth. as γ takes values farther from zero the transition is less smooth and the change becomes more abrupt. when it approaches infinity, the transition is instantaneous. this specification is . flexible enough to represent processes with instantaneous transition (γ→ + ∞) or without any change as limiting cases (γ→0). this sinusoidal curve (3) is represented in fig. 3 . in (3) it is assumed that the choice of the decision rule u t = 0 is made at time t = 0 and the planner (government/entrepreneurship) will always maintain this policy rule. however, if tourism promotion is one of the objectives of the planner, at a certain date t, they could decide to invest in increasing the tourism capacity. this could have been the case of the spanish plan futures in the 1990s, which may have encouraged the investments in infrastructures and tourism facilities renovation. if so, tourism carrying capacity increases from an initial level c 1 to a higher one, c 2 . inspired by the case of spain, this paper considers the following decision rule: where u is the net investment (deducting depreciation) on increasing tourism capacity from the date t up to the date when capacity reaches the new level c 2 . once this higher capacity is reached, investment vanishes. if this policy rule is adopted, two life cycles can concatenate, as depicted in fig. 4 , where the initial carrying capacity is c 1 and the final one is c 2 . as proved in albaladejo and martínez-garcía (2017) , the solution of this differential equation system is the bilogistic growth model: where s it (γ i , λ i ) are logistic functions: times λ 1 and λ 2 are the midpoints of two transitions. parameter γ i determines the speed of each transition, and γ 1 and γ 2 are allowed to differ. equation (6) models the transition between t 0 to c 1 and, finally, to c 2 . both models (3) and (6) could be a good approximation of the talc theory, with either one or two s-growth periods. the talc theory also has implications for the persistence in tourism time series: shocks to the tourism sector must be transitory around a non-linear trend represented by at least one s-shaped curve. the traditional approach to looking at the degree of persistence of a time series is to apply unit root tests. these tests have been widely used in empirical tourism literature to determine the transitory or permanent effects of economic crises or other types of shocks on tourism (charles et al., 2019; lean & smyth, 2009; narayan, 2005a narayan, , 2005b perles et al., 2016, among others) , and to examine the convergence hypothesis for tourism markets (lean & smyth, 2008; narayan, 2006; tang, 2011) . however, to the best of the authors' knowledge, they have never been applied to test the validity of the talc theory. besides this, most of them consider under the alternative a stationary process around either a linear trend or a linear trend with one or more abrupt breaks, neither of which allows an s-shaped evolution as the talc theory predicts. an increment in the carrying capacity means devoting efforts to tourism investment and a time lag is necessary to achieve the desired carrying capacity. moreover, a higher carrying capacity increases the growth rate of tourism arrivals, but, again, a time lag is necessary for the number of tourist to achieve the new limit. thus, tourism arrivals will not react instantaneously to an increment in the carrying capacity, so, the temporal evolution of a tourism series is likely to be better explained by a model that allows gradual rather than instantaneous adjustment. this paper proposes the use of unit root tests with gradual change, as suggested in leybourne et al. (1998) and harvey and mills (2002) , to test whether there have been one or two life cycles in spanish tourism. these procedures test whether a series is stationary around a deterministic component with one structural change (leybourne et al., 1998) or two structural changes (harvey & mills, 2002 ) which can occur gradually over time. both tests model changes using logistic smooth transition functions, allowing an s-shaped evolution of tourism arrivals (the test by leybourne-newbold-vougas) or a double s-shaped evolution (the harvey and mills test). therefore, these tests are suitable tools to test empirically the logistic and bilogistic growth model, respectively, and the talc as a whole. when using the leybourne et al. (1998) unit root test, model a is considered for the alternative hypothesis because it coincides with the logistic model proposed in (3). this specification contains no trend and involves an s-shaped transition in the deterministic mean. it follows that: 2 where α 0 is the intercept, υ t is a i(0) stochastic process with zero mean, and function s t is given in (4). parameter τ ∈ [0, 1] determines the timing of the transition midpoint λ = τz, where z is the sample size of the time series. when using the harvey and mills (2002) unit root test, model a is also considered for the alternative hypothesis. it contains no trend and involves a double transition in the mean only, as in the bilogistic growth model (6). this alternative hypothesis is the following equation: where α 0 is the intercept, υ t is a i(0) stochastic process with zero mean, (3) is the stochastic error term υ τ . a constant α 0 is also added to capture those seminal tourists prior to the start of the logistic growth. nevertheless, as is shown later, this constant is not significant in the case of spain. and functions s it (i = 1, 2) are given in (7). parameters τ i ∈ [0, 1] determine the timing of each transition midpoint λ i = τ i z, where z is the sample size of the time series. both unit root tests are conducted using the following two-step procedure employed by leybourne et al. (1998) . the first step is to estimate the deterministic component of the model considered under the alternative by nonlinear least squares (nls) and compute the resulting nls residuals. the second step is then to estimate the augmented dickey fuller (adf) equation with the nls residuals and calculate the t-statistic associated with the ordinary least squares estimate of the coefficient of lagged residuals in adf equation. critical values are tabulated in leybourne et al. (1998) and harvey and mills (2002) . a rejection of the null hypothesis of leybourne-newbold-vougas test would indicate that the time series for tourism would be stationary around a single s-shaped curve. a rejection of the null hypothesis of harley-mills test would indicate that the shocks to tourism are temporary, and that tourism arrivals in spain would probably be a stationary time series around a double s-shaped curve, providing empirical evidence in favor of two tourism area life cycles. if tourism in spain followed a single s-shaped curve, the leybourne-newbold-vougas test would be more powerful than the harvey and mills one. however, their results could be wrong if this were not the case, that is if spanish tourism followed a double s-shaped curve. note that the specification of the process under the alternative in each unit root test is sufficiently flexible to nest, as particular cases, a stationary process without structural changes, as well as a stationary process with instantaneous changes. an additional advantage of both procedures is that they do not require us to predetermine the timing of the different phases of the life cycle since they allow the speed and the midpoint of each transition to be determined endogenously. the econometric study analyzes the time series data on arrivals of international tourists in spain from 1946 to 2017, presented in section 3. the unit root tests suggested by harvey and mills (2002) and leybourne et al. (1998) are applied to examine the persistence of shocks to this time series, taking into account a possible s-shaped evolution in the number of tourists. the results show that only the harley-mills test rejects the null hypothesis. both unit root tests were carried out for different sampling periods and the conclusions are robust in terms of sample selection. establishing the beginning of the sample in 1946, each of the last five years of the period analyzed (2013, 2014, 2015, 2016 and 2017) were considered as the final year. table 1 presents the leybourne-newbold-vougas and the harley-mills tests for each of these five sample periods. the unit root null hypothesis is not rejected for any series at the 10% level when the leybourne-newbold-vougas test is employed. in contrast, the harley-mills test rejects at 1% when the sample period ends in 2013, at the 5% level when the sample period ends in 2014 and 2015, and at the 10% level with the sample up to 2016 or 2017. the analysis thus confirms that this spanish tourism demand series follows a stationary process around a bilogistic function, although this empirical evidence is weaker when the analysis period includes the last two years of the sample. note that since 2013 the positive effect of the economic recovery of europe together with the outbreak of the arab spring may have generated a new cycle until the 2020 covid-19 crisis. this extreme will not be confirmed until this crisis reaches an end and more up-to-date data are available. in addition to conducting unit root tests, it is interesting to estimate the implied model in order to fit the corresponding bilogistic function. for this estimation, only the period 1946-2015 was considered, which is the longest sampling period where the null hypothesis of unitary root is rejected at least at 5% against the alternative of stationary around a smooth double transition. 3 the model was estimated with autoregressive errors, whose order is determined by the maximum lag order required in the adf equation, i.e. ar(2) errors. the intercept turned out to be non-significant, so it is disregarded in the estimation. table 2 shows the results of the nls estimation. all of the estimated coefficients of the double logistic function were significant and the analysis confirms a double transition in the evolution of this tourism demand series. since the estimated transition speeds take similar values not far from zero, 0.182 and 0.226, the transition between different states occurs smoothly for time series data on arrivals of international tourists, showing evidence in favor of two s-shaped growth periods. the estimated transition midpoint fractions were 0.342 and 0.780 corresponding to years 1970 and 2000. this means that the first growth period is centered around 1970 and the second near to 2000. thus, the estimated bilogistic function is the sum of two similar logistic functions with the midpoints separated by 30 years. finally, note that the estimated autoregressive coefficients do not suggest i(1) behavior. indeed, the autoregressive roots are complex, suggesting cyclical behavior about a double smooth transition in the mean. therefore, there is empirical evidence for a double s-shaped dynamic. fig. 5 presents the estimated deterministic double smooth transition (bilogistic curve) and the actual values of the international tourists arrival series. in general, the data are well represented by this function, which clearly shows the two rapid increases in tourism demand, from the early 1960s and again from the late 1990s until the beginning of the great recession. to provide a clearer interpretation of the results, the two estimated logistic functions (s 1t and s 2t ) are shown in fig. 6 . this figure also identifies the five stages (in fig. 1 ) of the life cycle in each logistic function. the date of these stages is obtained following the lundtorp and wanhill (2001) procedure. the first logistic curve represents the tourism demand evolution of spain from 1946 until the 1980s, when a rejuvenation process, represented by the second logistic curve, began in the spanish tourism sector. the second curve starts to grow when the first one has reached about 80% of saturation, and thus two overlapping s-shaped curves are visible. since the stages of consolidation and stagnation of the first logistic curve overlap with the first stages of the second curve, the stagnation in the number of tourists in the eighties predicted by the first logistic curve is avoided before it occurs and is unobservable in the data. regarding the first logistic curve, the exploration stage goes to 1957, when tourists slowly start to come to spain again after the spanish civil war and the second world war. the involvement stage, which assumes some regularity in tourism, is achieved in the second half of the 1950s (more precisely, from 1957 to 1963, according to this study's estimations). the development stage starts in the early 1960s, when, as has been explained, spain experiences a tourism boom with an important and continuous growth. the growth rate drops in the seventies as a result of the 1970s oil crises, and the last stages of this first s-shaped curve begin. the consolidation and stagnation stages date from 1977 to the end of the eighties. both stages overlap the first stages of the second logistic curve. this second curve shows the change of tourism trend, due table 1 international tourists. unit root tests with gradual change. to the arrival of democracy in 1978 and the entry into the european economic community in 1986. after the gulf war in 1990 and the european monetary system crisis in 1992, the growth rate of tourists arrivals increases. spain starts to be seen as a well-defined tourist destination. this new development stage goes from 1995 to 2007, coinciding with a period of uninterrupted world economic growth. with the great recession of 2008 this period of strong growth ends and the stages of consolidation and stagnation of the second curve begin. to summarize, the results of this study are in accordance with the talc theory showing evidence in favor of a double s-shaped dynamic in the evolution of spanish tourism demand. since the harvey-mills unit roots test indicates that the bilogistic function is a long run equilibrium path, shocks to the tourism sector are transitory around a non-linear trend represented by two overlapping s-shaped curves. this paper proposes a method to test if the non-linear evolution defended by the talc theory is a long-run equilibrium path for tourism data series. the logistic and bilogistic models by lundtorp and wanhill (2001) and albaladejo and martínez-garcía (2017) are well accepted as mathematical approximations to the talc theory. the analysis has shown the relationship between these models and the unit root tests with smooth transition by leybourne et al. (1998) and harvey and mills (2002) . their flexibility to capture smooth transitions in economic variables, and their ability to represent the talc theory, make them both very suitable tools to test persistence in tourism time series. these unit root tests have been applied to analyze whether there is a single or a double life cycle in spanish tourism from 1946 to 2017. the results confirm that a double s-shaped trend constitutes a longrun equilibrium path for spanish tourism and deviations from it are due to transitory shocks. the double life cycle is the result of the superposition of two logistics curves that account for the whole spectrum of stages described by the talc theory: exploration, involvement, development, consolidation, and stagnation. the first estimated logistic trend goes from 1946 to the 1980s, including the 1960s tourism boom. the second estimated logistic curve overlaps the first one during the 1980s, which shows a rejuvenation of tourism in spain, and captures the new development stage from 1995 to 2007. the evolution of tourism in spain after the great recession suggests the possibility of the beginning of a new third phase of growth which has been truncated by the current covid-19 crisis. there is a noticeable link between spanish tourism and economic performance in europe: the main spanish tourism market. the two stages of intense growth in spanish tourism occur in periods of european economic prosperity, while the economic recessions suffered in europe slow down the spanish tourism growth rate. moreover, our results also show that the recovery after recessions follows a non-linear trend, very slow initially but reinforcing and gaining speed with time. this means that early investments after a crisis could be crucial to boost this reinforcement process. once tourism is activated the feedback forces boost its growth and the speed of growth increases. after the covid-19 crisis, the economy will sooner or later reactivate. people will gradually return to their normal behavior patterns. however, tourism will emerge at a measured pace, at least until a vaccine is available. people will not hurry to go back to their traditional holiday places and full beaches, as they used to. visitors will come back to tourism destinations in small numbers initially (those who feel healthy, young or safe). as the economy recovers and the disease scope decreases, visitor numbers will increase, starting a new tourism life cycle. those destinations that control the epidemic first and succeed in providing security to the visitors (by mean of the necessary investments) will be the first to benefit from the feed-back forces, and will gain visitors at a higher rate as time goes by. once the process starts, in the light of our analyses, we do not expect a quick and linear recovery, which table 2 international tourists. nls estimation . i.p. albaladejo et al. would produce a trend with the shape of a v. tourism evolution is nonlinear, so the recovery will be s-shaped. future research will be needed to confirm this prediction. the resort cycle revisited: implications for resorts the resort cycle and seaside tourism: an assessment of its applicability and validity the post stagnation stage for mature tourism areas: a mathematical modeling process taking the exit route: extending the tourism area life cycle model staying power: what influences micro-firm survival in tourism urban tourism and evolutionary economic geography: complexity and co-evolution in contested spaces the concept of a tourist area cycle of evolution: implications for management of resources the tourism area life cycle. applications and modifications. clevedon the tourism area life cycle exploring the tourist destination as a mosaic: the alternative lifecycles of the seaside amusement arcade sector in britain how resilient is la réunion in terms of international tourism attractiveness: an assessment from unit root tests with structural breaks from turbulence in mediterranean tourism destination life cycle: the isle of man case study applying the life cycle model to melanesia (re)creating spaces for tourism: spatial effects of the 2010/2011 christchurch earthquakes life cycles, stages and tourism history: the catalonia (spain) experience tourism planning and the destinations life cycle unit roots and double smooth transitions the event and festival life cycle-developing a new model for a new context revisiting the destination lifecycle model tourism development agents: the cypriot resort cycle the evolution of mass tourism destinations: new approaches beyond deterministic models in benidorm (spain). tourism management exploring the relationship between government and destination competitiveness: the talc model perspective the applications of the talc model: a literature survey are malaysia's tourism market converging? 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application of the lifecycle model in tourism annual report 2010 a year of recovery international tourism highlights economía e historia del turismo español del siglo xx a broad context model of destination development scenarios touristization of traditional maltese fishing-farming villages tourism development and tourism area life-cycle model: a case study of zhangjiajie national forest park los 20 años que han revolucionado el sector turístico español isabel p. albaladejo harley-mills leybourne-newbold-vougas 1946 -2017 .69* (9) note: *,**,*** denote significant at the 10%, 5% and 1% level respectively. numbers in brackets are the number of lags included in the adf regressions, which is determined by the schwarz information criterion, considering 10 as the maximum. key: cord-274532-i1g9ikdb authors: tobias, aurelio; valls, joan; satorra, pau; tebe, cristian title: covid19-tracker: a shiny app to produce comprehensive data visualization for sars-cov-2 epidemic in spain date: 2020-04-06 journal: nan doi: 10.1101/2020.04.01.20049684 sha: doc_id: 274532 cord_uid: i1g9ikdb data visualization is an essential tool for exploring and communicating findings in medical research, and especially in epidemiological surveillance. the covid19-tracker web application systematically produces daily updated data visualization and analysis of the sars-cov-2 epidemic in spain. it collects automatically daily data on covid-19 diagnosed cases, intensive care unit admissions, and mortality, from february 24th, 2020 onwards. two applications have already been developed; 1) to analyze data trends and estimating short-term projections; 2) to estimate the case fatality rate, and; 3) to assess the effect of the lockdown measures on the trends of incident data. the application may help for a better understanding of the sars-cov-2 epidemic data in spain. the first confirmed cases of sars-cov-2 in spain were identified in late february 2020 (1) . since then, spain became, by the end of march, the third most affected country worldwide after the united states and italy and recorded the second number of deaths due to the sars-cov-2 pandemic after italy (2) . since march 16 th , lockdown measures oriented on flattening the epidemic curve were in place in spain, restricting social contact, reducing public transport, and closing businesses, except for those essential to the country's supply chains (3) . however, this has not been enough to change the rising trend of the epidemic. for this reason, a more restrictive lockdown was suggested (4), and eventually undertaken by the spanish government on march 30 th (5) . data visualization is an important tool for exploring and communicating findings in medical research, and specially in epidemiological surveillance. it can help researchers and policy makers to identify and understand trends that could be overlooked if the data were reviewed in tabular form. we have developed a shiny app allows users to evaluate daily time-series data from a statistical standpoint. the covid19-tracker app systematically produces daily updated data visualization and analysis of sars-cov-2 epidemic data in spain. it is easy to use and fills a role in the tool space for visualization, analysis and exploration of epidemiological data during this particular scenario. the covid19-track app has been developed in rstudio using the shiny package (6) . shiny offers the ability to develop a graphical user interface (gui) that can be run locally or deployed online. last is particularly beneficial to show and communicate updated findings to a broad audience. the app has a friendly structure based on menus to shown data visualization for each of the analyses currently implemetned: projections, intervention, and methodology sections ( figure 1 ). . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. (which was not peer-reviewed) the copyright holder for this preprint . https://doi.org/10.1101/2020.04.01.20049684 doi: medrxiv preprint 3 -projections displays a plot with trends for daily icu admissions and mortality since the epidemic began and estimates a 3-day projection. -intervention displayes and calculates the effect of the lockdown period on the trend of incident data on daily diagnosed cases, icu admissions, and mortality. -methodology shows the statistical details on the analyses implemented. the app has an automated process to update data and all analyses every time a user connects to the app. it is available online at the following link: https://ubidi.shinyapps.io/covid19/ and shortly free available on github as an r package. we collected daily data on covid-19 diagnosed cases, intensive care unit (icu) admissions, and mortality, from february 24th onwards. data is collected automatically every day daily from datadista github repository (7). this repository updates data according to the calendar and rate of publication of the spanish ministry of health/instituto de salud carlos iii (8) . data corresponding to the available number of icu beds in spain (year 2017) are also obtained from the datadista github repository (7). . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint . https://doi.org/10.1101/2020.04.01.20049684 doi: medrxiv preprint for the evaluation of the observed trends of the accumulated number of cases, we used a classical quasi-poisson regression model (9), allowing for over-dispersion and with a logarithmic link function, evaluating the existence of a quadratic effect. the two models are described as follows: model 2: log(e(ct))=β0+β1t+β2t 2 where t = 1, 2, …, t represents the time unit (from the first observed day until the last, t consecutive days in total), and it assumes that ct, the observed cases, are distributed following a quasi-poisson probability law. estimated parameters and their standard error are used to obtain the predictions in the observed period of time but also the short-term projections, computing 95% confidence interval (95%ci)or the expected number of cases. the analyses have been carried out using r version 3.6.3. this analysis is accessible on the projections menu, displaying short-term projections up to 3 days for covid19 diagnosed cases, icus, and mortality in a time-series plot ( figure 2 ). results are available nationwide by default, but also at the regional level, allowing a dropdown menu for this purpose. in addition, the produced graph is mouse-sensitive, showing the exact number of observed and predicted/projected cases for both models through the time-series. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint . https://doi.org/10.1101/2020.04.01.20049684 doi: medrxiv preprint to assess the effect of the lockdown on the trend of incident cases, admissions in icu intensive care units, and mortality, we used an interrupted time-series design (10) . the data is analyzed with quasi-poisson regression with an interaction model to estimate the change in trend: log(e(ct))=β0+β1t+β2lockdown+β3t * lockdown where t =1, 2, …, t represents the time unit (from the first observed day until the last, t consecutive days in total); and lockdown is a binary variable that identifies the periods before after the alarm status decree (0 = before mar 15 th , 2020; 1 = after mar 16 th , 2020). the analyses have been carried out using r, version 3.6.3. we should acknowledge that this is a descriptive analysis without predictive purposes. for an easy interpretation, and comparison of the effectiveness of lockdown measures between countries, a linear trend is assumed before and after the lockdown. the changes in the definition of diagnosed cases have not been taken into account, nor has the reduction in the susceptible population because of the lockdown. therefore, the incident cases are modelled directly instead of the incidence rate, assuming that the entire population is at risk. although not accounted for residual autocorrelation, the estimates are unbiased but possibly inefficient. this analysis is accessible on the intervention menu, displaying trends in a time-series plot before and after the lockdown for covid19 diagnosed cases, icus, and mortality ( figure 3 ). the daily percentage (%) mean increase and its 95%ci are also reported. results are available nationwide. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. (which was not peer-reviewed) the copyright holder for this preprint . https://doi.org/10.1101/2020.04.01.20049684 doi: medrxiv preprint so far, the covid19-tracker app has been very well received online, with a large number of connections generating an outsized memory usage on our server ( figure 4 ). we are currently planning to improve the app by uploading shortly new applications for data visualization and analysis, which may help for a better understanding of the sars-cov-2 epidemic data in spain. moreover, the covid19-tracker app could also be extensible to data visualizations across other countries and geographical regions. . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. (which was not peer-reviewed) the copyright holder for this preprint . https://doi.org/10.1101/2020.04.01.20049684 doi: medrxiv preprint none . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. (which was not peer-reviewed) the copyright holder for this preprint . https://doi.org/10.1101/2020.04.01.20049684 doi: medrxiv preprint covid-19 in europe: the italian lesson oxford martin school, the university of oxford, global change data lab real decreto 463/2020, de 14 de marzo, por el que se declara el estado de alarma para la gestión de la situación de crisis sanitaria ocasionada por el covid-19 experts' request to the spanish government: move spain towards complete lockdown. the lancet real decreto-ley 10/2020, de 29 de marzo, por el que se regula un permiso retribuido recuperable para las personas trabajadoras por cuenta ajena que no presten servicios esenciales, con el fin de reducir la movilidad de la población en el contexto de la lucha contra el covid-19 integrated development for r. rstudio, inc limpieza y normalización de las tablas de la situación diaria acumulada de la enfermedad por el coronavirus sars-cov-2 (covid-19) en españa en un formato accesible y reutilizable 2020 situación de covid-19 en españa 2020 comparison of different approaches to incidence prediction based on simple interpolation techniques interrupted time series regression for the evaluation of public health interventions: a tutorial . cc-by-nc-nd 4.0 international license it is made available under a is the author/funder, who has granted medrxiv a license to display the preprint in perpetuity. the copyright holder for this preprint . https://doi.org/10.1101/2020.04.01.20049684 doi: medrxiv preprint key: cord-017158-w2tlq6ho authors: moriones, enrique; garcía-andrés, susana; navas-castillo, jesús title: recombination in the tylcv complex: a mechanism to increase genetic diversity. implications for plant resistance development date: 2007 journal: tomato yellow leaf curl virus disease doi: 10.1007/978-1-4020-4769-5_7 sha: doc_id: 17158 cord_uid: w2tlq6ho mutation, reassortment, and recombination are the major sources of genetic variation of plant viruses (garcía-arenal et al., 2001; worobey & holmes, 1999). during mixed infections, viruses can exchange genetic material through recombination or reassortment of segments (when the parental genomes are fragmented) if present in the same cell context of the host plant. hybrid progeny viruses might then arise, some of them with novel pathogenic characteristics and well adapted in the population that can cause new emerging diseases. genetic exchange provides organisms with a tool to combine sequences from different origins which might help them to quickly evolve (crameri et al., 1998). in many dna and rna viruses, genetic exchange is achieved through recombination (froissart et al., 2005; martin et al., 2005). as increasing numbers of viral sequences become available, recombinant viruses are recognized to be frequent in nature and clear evidence is found for recombination to play a key role in virus evolution (awadalla, 2003; chenault & melcher, 1994; moonan et al., 2000; padidam et al., 1999; revers et al., 1996; garcía-arenal et al., 2001; moreno et al., 2004). understanding the role of recombination in generating and eliminating variation in viral sequences is thus essential to understand virus evolution and adaptation to changing environments knowledge about the existence and frequency of recombination in a virus population might help understanding the extent at which genes are exchanged and new virus variants arise. this information is essential, for example, to predict durability of genetic resistance because new recombinant variants might be formed with increased fitness in host-resistant genotypes. determination of the extent and rate at which genetic rearrangement through recombination does occur in natural populations is also crucial if we use genome and genetic-mapping information to locate genes responsible of important phenotypes such as genes associated with virulence, transmission, or breakdown of resistance. therefore, better estimates of the rate of recombination will facilitate the development of more robust strategies for virus control (awadalla, 2003). mutation, reassortment, and recombination are the major sources of genetic variation of plant viruses (garcía-arenal et al., 2001; worobey & holmes, 1999) . during mixed infections, viruses can exchange genetic material through recombination or reassortment of segments (when the parental genomes are fragmented) if present in the same cell context of the host plant. hybrid progeny viruses might then arise, some of them with novel pathogenic characteristics and well adapted in the population that can cause new emerging diseases. genetic exchange provides organisms with a tool to combine sequences from different origins which might help them to quickly evolve (crameri et al., 1998) . in many dna and rna viruses, genetic exchange is achieved through recombination (froissart et al., 2005; martin et al., 2005) . as increasing numbers of viral sequences become available, recombinant viruses are recognized to be frequent in nature and clear evidence is found for recombination to play a key role in virus evolution (awadalla, 2003; chenault & melcher, 1994; moonan et al., 2000; padidam et al., 1999; revers et al., 1996; garcía-arenal et al., 2001; moreno et al., 2004) . understanding the role of recombination in generating and eliminating variation in viral sequences is thus essential to understand virus evolution and adaptation to changing environments (de wispelaere et al., 2005; vignuzzi et al., 2006; domingo, 2000; eigen, 1993) . knowledge about the existence and frequency of recombination in a virus population might help understanding the extent at which genes are exchanged and new virus variants arise. this information is essential, for example, to predict durability of genetic resistance because new recombinant variants might be formed with increased fitness in host-resistant genotypes. determination of the extent and rate at which genetic rearrangement through recombination does occur in natural populations is also crucial if we use genome and genetic-mapping information to locate genes responsible of important phenotypes such as genes associated with virulence, transmission, or breakdown of resistance. therefore, better estimates of the rate of recombination will facilitate the development of more robust strategies for virus control (awadalla, 2003) . recombination appears to be common among members of the family geminiviridae, which have single-stranded dna genomes (padidam et al., 1999) . in this group of viruses, more notably among members of the genus begomovirus, recombination seems to contribute greatly to the genetic diversification of viral populations (zhou et al., 1997; berrie et al., 2001; pita et al., 2001; chatchawankanphanich & maxwell, 2002; umaharan et al., 1998; moffat, 1999; harrison & robinson, 1999; sanz et al., 1999 sanz et al., , 2000 . replication of these viruses, in addition to a rolling circle replication (rcr) mechanism (saunders et al., 1991; stenger et al., 1991) , also involves a recombination-dependent replication (rdr) mechanism (jeske et al., 2001) . rdr provides geminiviruses with a tool by which damaged or incomplete dna could be recovered for productive infection by homologous recombination and converted into full-size genomic dna. the existence of this replication mechanism might explain in part the extent at which recombination occurs in geminivirus populations (jeske et al., 2001; preiss & jeske, 2003) . recombination in begomoviruses is found at the strain (hou & gilbertson, 1996; kirthi et al., 2002) , species (zhou et al., 1997; fondong et al., 2000; navas-castillo et al., 2000; sanz et al., 2000; martin et al., 2001; saunders et al., 2002; garcía-andrés et al., 2006) , genus (briddon et al., 1996; klute et al., 1996) , and family (saunders & stanley, 1999) levels. the potential of begomoviruses to generate genetic diversity through recombination can be relevant for their ecological fitness, because greater sequence heterogeneity provides a reservoir of virus variants in the population that enables rapid adaptation to changing environmental conditions. thus, begomoviruses like those in the tomato yellow leaf curl virus (tylcv) complex exploit gene flow provided by recombination as a mechanism to increase their evolutionary potential and local adaptation. the tomato yellow leaf curl disease (tylcd) causes severe damage to tomato production in many warm and temperate regions worldwide varma & malathi, 2003) . different virus species and strains of the same virus species have been associated with tylcd, among them, tylcv fauquet et al., 2003; stanley et al., 2005) . in this chapter, tylcd-associated viruses are referred to as "tylcv complex". recombination seems to have played an important role in the origin of viruses of the tylcv complex. two case studies are examined here in detail. the earliest evidence of naturally occurring recombination within the genus begomovirus was found when the genome of the mld strain of the monopartite virus tomato yellow leaf curl virus (tylcv-mld) was compared with the genome of the type strain of tylcv (navot et al., 1991) . the nucleotide sequences of the rep gene and the intergenic region (ir) of the type and mld strains of tylcv were only 87% and 78% identical, respectively, whereas the rest of the genome shared 98% nucleotide identity. harrison & robinson (1999) suggested that the rep-ir regions of both genomes were acquired from different parental viruses that could not be identified at that moment. however, when increasing number of begomovirus dna-a sequences became available, navas-castillo et al. (2000) were able to identify the existent viruses more related to such parents. these authors compared the sequences of nine isolates of the tylcv complex, three of the type strain of tylcv (the original isolate from israel, and isolates from the dominican republic and cuba), five of the tylcv-mld strain (the original mld isolate from israel, and isolates from spain, portugal, and japan), and one tylcv isolate from iran (now recognized as the ir strain of tylcv). when phylogenetic relationships between nucleotide sequences of these isolates were analyzed, changes in the topological position of certain isolates occurred depending on the part of the genome compared (ir and open reading frames -orfs -v1, v2 and c1-c4). detailed comparisons throughout the genome using plotsim-ilarity diagrams (wisconsin gcg software package) (devereux et al., 1984) clearly indicated that four regions (named i-iv in figure 1 ) were recognized for which differential distribution of nucleotide identity was observed. region iii comprised about 5′ half of the rep gene (orf c1), including the orf c4 and part of the ir; region i comprised most of the rest of the genome, and regions ii and iv were small regions separating region i from region iii ( figure 1 ). in these comparisons, the nucleotide sequences of the tylcv-mld isolates from spain, portugal, and japan on the one hand and those of the tylcv type strain isolates from israel, cuba, and dominican republic on the other, proved to be almost identical between them throughout the genome. also, when region i was analyzed, phylogenetic analyses revealed that all tylcv isolates grouped in a single clade related to tomato yellow leaf curl sardinia virus (tylcsv), another species of the tylcv complex causing the tylcd. however, when comparing sequences in region iii, significant changes occurred in the phylogenetic relationships of certain tylcv isolates. thus, based on sequences of this region most tylcv isolates grouped in a single clade related to tylcsv, but tylcv (type strain) and tylcv-ir isolates grouped separately, together with begomovirus isolates bangalore-2 and bangalore-4. these two latter viruses were considered at that moment to belong to the begomovirus species, tomato leaf curl virus (tolcv) , however now they are known to belong to the asian begomovirus species tomato leaf curl karnataka virus (tolckv) and tomato leaf curl bangalore virus (tolcbv), respectively (stanley et al., 2005) . therefore, the genomes of tylcv, tylcv-mld, and tylcv-ir begomovirus isolates reflect a modular composition, with genome fragments having diverse phylogenetic origins that were probably put together after successive recombination events. tomato yellow leaf curl sardinia virus (tylcsv) is another monopartite begomovirus species of the tylcv complex that comprises isolates infecting tomato in the mediterranean basin, both in southern europe and northern africa (noris et al., 1994; . in the tylcsv clade, at least three different types of sequences can be distinguished, represented by the type strain, originally described from sardinia (tylcsv), the sicily strain (tylcv-sic), and the spain strain (tylcv-es). through comparison of the genome of isolates of the type and sic strains from italy following a similar procedure to that described above for tylcv (i.e., search for topological changes in the phylogenetic trees, and analysis with plotsimi-larity diagrams), evidence was obtained for differences in the phylogenetic origin of the different genomic regions of these isolates probably as a result of recombination events. two regions could be distinguished when the genomes of these isolates were compared ( figure 2a ): region i, in which the percentage of nucleotide identity between tylcsv and tylcsv-sic is 96%, and region ii, which includes a shorter fragment that comprises part of the ir, and the 5′ end of orf c1, in which the percentage of nucleotide identity is significatively lower, about 64%. when nucleotide sequences in region i were phylogenetically analyzed, tylcsv type strain clustered in the tylcsv-clade, closely related to tylcsv-sic, tylcsv-es, and the rest of viruses of the tylcv complex ( figure 2b ). however, after comparison of nucleotide sequences in region ii, a significant topological change occurred in the position of the tylcsv type strain isolate ( figure 2c ). thus in this case, tylcsv type strain isolate did not group with isolates of the tylcv complex, but in a clade that comprised all the cassava-infecting begomoviruses from africa, being the closest related sequence that of an isolate of south african cassava mosaic virus (sacmv) ( figure 2c ). therefore, these results strongly suggested that the tylcsv-type strain resulted regions i and ii for which differential distribution of nucleotide identity is observed are indicated. positions of the open reading frames (orfs) and of the intergenic region (ir) are indicated at the top of the figure (a). phylogenetic relationships for viruses in the tylcv-complex and the dna a from a recombination exchange of genetic material occurred between tylcsv and african begomovirus ancestors. the above examples of putative recombinations involving begomoviruses of the tylcv complex from the middle east and the mediterranean basin seem to reflect exchange of genomic fragments with begomoviruses present in asia (e.g., india) and africa. therefore, it could be hypothesized that an ancestral "tylcv" evolved and generated new variants (species or strains) by exchanging genetic material through recombination with other begomoviruses in its travel accross different areas of the old world. because begomoviruses in the tylcv complex belong to a clade of begomoviruses of the old world that affect tomato, and this crop was introduced in this region from america only recently, several scenarios can be suggested. one possibility is that a number of tylcv-like viruses could have already existed in the wild or cultivated hosts of the old world before the introduction of tomato. when tomato was grown in different areas, it could have become infected with these preexisting viruses. alternatively, an ancestor of the begomoviruses of the tylcv complex infected tomato and, in its travel through the regions of asia, africa, and europe (regions in which tomato has become a major crop), different virus lineages evolved by acquisition of genomic fragments from other begomoviruses by genetic exchange through recombination. thus, emergence of new begomoviruses could have occurred which shared tomato as common host. as tomato has become a major crop, it could act as a bridge for begomoviruses between other local crops or wild reservoirs, favoring contact between viruses otherwise separated. spread of bemisia tabaci biotypes highly polyphagous like the biotype b could also have favored exchange of viruses between tomato and other cultivated or wild hosts and thus facilitating recombination to occur. evidently, it is reasonable that an intermediate situation between the two scenarios proposed is what occurred and probably is occurring. new information about viruses infecting wild and cultivated hosts in regions of the old world could provide some clues about the origin and evolution of this complex of viruses. in addition to the well-documented examples of recombination shown above, other examples that involved begomoviruses of the tylcv complex have also been reported in the literature. thus, an interspecific recombination has been described for begomoviruses infecting tomato in central sudan (idris & brown, 2005) . in this case, two recombinant fragments were identified in the genome of the isolate sd:gez:96 of tomato leaf curl sudan virus from gezira (tolcsdv-[sd:gez:96]) when compared with the isolate sd:96 from sudan of the gezira strain of tylcv (tylcv-gez[sd:96]). also, padidam et al. (1999) detected several other putative recombination events also involving viruses of the tylcv complex by employing a statistical technique for detecting gene conversion based on the program geneconv. their analyses, using 64 geminivirus dna a sequences, identified 420 statistically significant recombinant events, 36 of them being listed and identified. six of the listed recombination events involved tylcv or tylcsv, some of them between strains of the same species (e.g., tylcsv/tylcsv-sic) whereas others had as a partner a non-tylcv virus from africa or asia (e.g., tylcv/chayote yellow mosaic virus, tylcsv/indian cassava mosaic virus). surprisingly, geneconv identified as recombinant a fragment shared between a spanish isolate of tylcsv and bean dwarf mosaic virus, a begomovirus species from the new world. rybicki (1994) already pointed out that recombination is probably a powerful tool in the evolution of begomoviruses, not only in the long term but also in the short to medium term. in this sense, padidam et al. (1999) evaluated the hypothesis that recombination among begomoviruses is contributing to the increasing emergence of new species and suggested that such studies could facilitate understanding of how viruses could evolve in response to changes in the ecosystem. in the next sections of this chapter, we will present data that evidenced the extent at which recombination is contributing to the diversification and adaptation of begomoviruses of the tylcv complex during their colonization of southern spain (western mediterranean basin). emergence and spread of new recombinant viral species belonging to the tylcv complex is shown from field data. also evidences from laboratory experiments are provided that support frequent emergence of new recombinant virus variants during single host plant infection cycles, in mixed infections between tylcv and tylcsv. the two case studies described in the previous section are examples of ancient, and probably multiple, recombination events that contributed to the emergence of begomoviruses of the tylcv complex. but if located at the right place and the right time, it could be possible to be witness to the occurrence of such a recombination event and emergence of the new virus variant originated. this was the case during studies of the epidemics of begomoviruses of the tylcv complex that recently colonized southern spain. following are data that evidence the relevance of recombination in the rapid evolution of such a population for its adaptation to a novel environment. mixed infections can be frequent in nature associated with begomovirus epidemics. thus for example, in a recent survey for viruses associated to tylcd in epidemics in tomatoes of the western mediterranean basin (italy and spain), it was shown the presence of isolates of eight different virus variants of the tylcv complex occurring simultaneously in the epidemics (figure 3) figure 4 ). therefore, opportunities for genetic exchange are evident, and appearance of novel variants as a result of recombination events can be predicted. as mentioned before, begomovirus replication involves two mechanisms, a rcr (saunders et al., 1991; stenger et al., 1991) and a rdr (jeske et al., 2001; preiss & jeske, 2003) . recombinant variants can be produced through the latter mechanism if viruses coexist in the same cell. if viable and competitive, these de novo created recombinant viruses can emerge and perpetuate in the population during epidemics. recent introduction of begomoviruses into new areas provided an ideal model to analyze aspects of genetic adaptation and evolution of an invading virus population. this was the case of the colonization of southern spain by begomoviruses of the tylcv complex associated with tylcd, which is well documented . this case is an interesting example of invasion success following multiple introductions, similar to those reported for animal or plants (novak & mack, 2001; kolbe et al., 2004) , in which recombination is providing tools for biological adaptation. initial colonization with isolates of the es strain of tylcsv during the early 1990s, resulted in a relatively stable population in which reduced genetic diversity was observed, a typical result of a population bottleneck upon invasion of a new area (sánchez-campos et al., 2002) . this could have been detrimental for the success of the invader begomovirus population. however, subsequent introductions of isolates of the type and mld strains of tylcv morilla et al., 2003) resulted in novel sources of variation, and conditions for recombination to occur, thus providing to the begomovirus population tools to gain potential for local adaptation. this was the case of the novel recombinant variant named tomato yellow leaf curl málaga virus (tylcmalv) that . phylogenetic relationships for tomato yellow leaf curl disease (tylcd)-associated begomovirus isolates present in tomato samples randomly collected in italy (italics/bold letters) and spain (normal letters) between 1999 and 2003. relationships were inferred based on a sequence of about 300 nucleotides encompassing the intergenic region (ir) by neighbor-joining analysis. support for nodes in a bootstrap analysis with 1,000 replications is shown for figures over 500. horizontal branch lengths are drawn to scale with the bar indicating 0.1 nucleotide replacements per site. vertical distances are arbitrary. names of isolates refer to host species origin (t, tomato), sample number/year, field (fi means field i), and sampling region (sicily, sic, and sardinia, sar, in italy; málaga, mlg, almería, alm, and murcia, mur, in spain) . representative isolates are included of begomovirus species associated with tylcd in the mediterranean area, the type, sic and es strains of tomato yellow leaf curl sardinia virus (tylcsv), type (isolates from israel, spain, and italy) and mld strains of tomato yellow leaf curl virus (tylcv), tomato yellow leaf curl málaga virus (tylcmalv), and tomato yellow leaf curl axarquía virus (tylcaxv) (genbank accession numbers x61153, z28390, z25751, x15656, aj489258, dq144621, af071228, af271234, and ay227892, respectively) (boxed and bold letters). as outgroup, an isolate of tomato leaf curl virus (tolcv) was used (genbank s53251). emerged as a result of a genetic exchange between isolates of the es strain of tylcsv and of the mld strain of tylcv. this natural recombinant variant showed to be better adapted ecologically than either parental virus and spread rapidly in the population . recently, a novel recombinant between tylcsv-es and the type strain of tylcv was detected in the population, which also seemed to be well adapted ecologically (garcía-andrés et al., 2006) . therefore, recombination showed to be an important force driving the evolution of the population of these viruses for adaptation to the novel ecological conditions present in the invaded area. native species, acting as reservoirs, can play an important role in the emergence of plant virus epidemics (hull, 2002) . for begomoviruses, studies are available that indicate presence in wild reservoirs (funayama-noguchi, 2001; jovel et al., 2004; ooi et al., 1997; roye et al., 1997) . to evaluate the possible importance of wild reservoirs as sources of begomovirus genetic diversiy for epidemics, the begomovirus population present in the solanum nigrum l. plant community found in southern spain was examined. s. nigrum is a wild host widely distributed in the mediterranean area, which can survive for long periods (even for more than 2 years) thanks to the mild climatic conditions present. infections with controls tylcd-associated begomoviruses are known in this plant species (bedford et al., 1998; salati et al., 2002; sánchez-campos et al., 2000) . our studies indicated that this wild host is an excellent reservoir of variants of viruses of the tylcv complex for tylcd epidemics. in fact, phylogenetic reconstruction of sequences of begomoviruses obtained from s. nigrum plants sampled in the málaga region (southern spain) between 2000 and 2003 demonstrated the presence of isolates of all the tylcd-associated begomoviruses species and strains reported in spain ( figure 5) . moreover, mixed infections in single s. nigrum figure 5 . phylogenetic relationships among begomoviruses detected in plants of the population of the native reservoir solanum nigrum present in málaga (southern spain). relationships were inferred by neighbor-joining analysis of sequences comprising the intergenic region (ir) (about 300 nucleotides). support for nodes in a bootstrap analysis with 1,000 replicates is shown for figures over 700. vertical distances are arbitrary and branch lengths are drawn to scale; the bar indicates 0.05 nucleotides substitutions per site. begomovirus isolates are named according to indications of the geminiviridae study group of the international committee on taxonomy of viruses, giving the code of the country of origin, sample name, and year of collection (e.g., "es:sn8-1:00", in which "es" refers to spain, "sn8-1", to isolate 1 derived from the sample number 8 of s. nigrum, and "00" to the year 2000). representative begomoviruses included (boxed and bold letters) are the same as in figure 3 . as outgroup, an isolate of ageratum yellow vein virus (ayvv) was used (genbank x74516). (adapted from garcía-andrés et al., 2006.) plants were evident, as observed for example in sample sn8:00, in which tylcsv-like and tylcv-like sequences were detected (e.g., isolates es:sn8-1:00, es:sn8-2:00, respectively, figure 5) . therefore, s. nigrum plants can be an optimal niche for genetic exchanges to give rise to better-adapted recombinant begomoviruses. in fact, we demonstrated the presence in this host species of isolates of a new previously undescribed begomovirus of recombinant nature, named tomato yellow leaf curl axarquía virus, tylcaxv (e.g., isolate es:sn1:03, figure 5) . this virus variant was demonstrated to be the result from a genetic exchange between isolates of the es strain of tylcsv and of the type strain of tylcv (found coinfecting s. nigrum plants, figure 5) . novel pathogenic properties are demonstrated for tylcaxv that suggested enhanced ecological adaptation (garcía-andrés et al., 2006) . we concluded therefore that presence of mixed begomovirus infections in wild reservoirs can be a cause for alarm, because novel recombinants might arise with unpredictable consequences for epidemics of viruses of the tylcv complex. sequence analyses of field isolates have revealed substantial evidence for widespread occurrence of recombination amongst begomoviruses (padidam et al., 1999; sanz et al., 2000; berrie et al., 2001; pita et al., 2001; chatchawankanphanich & maxwell, 2002) . however, it remains unclear whether recombination represents a frequent phenomenon shaping begomovirus populations during a single host plant infection life cycle. we investigated this aspect for infections with tylcsv and tylcv as model system (garcía-andrés et al., 2007b) . these two viruses coinfect single plants in nature garcía-andrés et al., 2006) , and even could share single nuclei of an infected plant (morilla et al., 2004) , a prerequisite for recombination to occur. natural mixed infections were simulated in tomato and the frequency of recombinant genomes was evaluated at several times post coinfection. we found that recombinant-like molecules accumulated in the virus progeny of mixed-infected plants and rapidly constituted a significant proportion of the population (in most cases about 50% of the genomes analyzed, figure 6a ). we also found that parent tylcsv and recombinant variants generated de novo coexisted, suggesting that the latter fit well in the population and were not outcompeted. however, at least in the experimental conditions analyzed, tylcv was outcompeted, suggesting that it is less adapted to compete in planta with either tylcsv or the recombinants arisen. this was surprising because tylcv seems to be well adapted to compete during natural epidemics . therefore, other factors in addition to competitiveness in planta are associated with the success of a begomovirus variant in nature (transmission, host range, etc.). interestingly, only three types of recombinant variants could be recovered in the plant coinfected with tylcv and tylcsv during the 400-day infection cycle analyzed. therefore, constraints for recombination seemed to exist in these viral genomes. moreover, frequency of the different recombinant variants found in the population could vary with time but, at least in the experimental conditions used, one type predominated through the entire experiment (type iv, figure 6b ). although additional studies are needed to better understand the significance of recombination in single host infection cycles in this group of viruses, these data suggested that recombination seems to be a frequent phenomenon and could contribute significantly in generating genetic diversity and novel virus variants for local adaptation. given the importance of recombination in the molecular evolution of viruses promoting biological adaptation, understanding the frequency at which it occurs, mechanisms involved, and ecological features that control the rate of recombination, might help to predict the emergence of new viruses. this knowledge can be used to improve effectiveness and durability of current control procedures (bonnet et al., 2005; lewis-rogers et al., 2004) . efficient control of plant virus diseases is difficult, however the use of virus-resistant cultivars can provide an effective mean to limit the economic damage caused. although the use of resistance is the most desirable plant virus control strategy, it often fails because resistance-breaking virus genotypes appear and increase their frequency in the virus population (lecoq et al., 2004; garcía-arenal et al., 2001) . the durability of resistance is determined by the evolutionary potential of plant viruses (garcía-arenal & mcdonald, 2003) and recombination is one of the major forces driving virus evolution. in this regard, recombination events have been demonstrated to be associated with major changes in fitness and pathogenic characteristics of plant viruses, including expansion of their host range and increase in their virulence (fernández-cuartero et al., 1994; stenger et al., 1994; pita et al., 2001; zhou et al., 1997; gibbs et al., 2001; garcía-arenal & mcdonald, 2003; rest & mindell, 2003; garcía-andrés et al., 2006) . thus, recombination can accompany or even be at the origin of major changes during virus adaptation. in fact, recombination is known to be a potent mechanism to create more fit genotypes (bürger, 1999; hu et al., 2003) , that can help viruses to adapt to novel environmental conditions (dybdahl & storfer, 2003; lively & dybdahl, 2000; stavrinides & guttman, 2004; zhou et al., 1997) . therefore, the risk of break of a begomovirus resistance owe to the appearance and spread of better-adapted recombinant variants exists and should be considered to predict the durability of a resistance. the abundance of recombinant variants in a virus population should also be kept in mind for the evaluation of the potential impact of recombination in the use of transgenic plants expressing viral sequences (harrison, 2002; aaziz & tepfer, 1999b; tepfer, 2002; de wispelaere et al., 2005) . the virus-resistant transgenic plants (vrtps) hold the promise of enormous benefit for agriculture, however, questions concerning the potential ecological impact have been raised (tepfer, 2002) . numerous transgenic crops resistant to a wide range of viruses have been developed (beachy, 1997) , many of them based on the application of the concept of pathogen-derived resistance (sanford & johnston, 1985) . different virus sequences have been used for the development of virus-derived transgenic resistance, including genes encoding coat proteins, replicases, movement proteins, proteases, or helper components (lomonossoff, 1995) . however, it is important to examine vrtp carefully and take into account the risk of the deployment from the point of view of biosafety. interactions are possible in transgenic plants between products of the viral transgene (whether dna, rna, or protein) and an incoming virus, which can result in potential ecological risks like synergism, heteroencapsidation, or recombination (tepfer, 1993 (tepfer, , 2002 robinson, 1996; aaziz & tepfer, 1999a) . it has been demonstrated that recombination of a challenging virus with a transgene could have important biological consequences such as changes in virulence or host range (kiraly et al., 1998; frischmuth & stanley, 1998) . therefore, if as mentioned above rdr occurs during geminivirus multiplication within plants, transgenic constructs that provide information for symptom expression, host range, tissue and vector specificities should be avoided (jeske et al., 2001) . in this sense, it is a fortunate coincidence that the resistance strategy that uses defective interfering dnas as control elements was successful for geminiviruses (frischmuth & stanley, 1993; jeske et al., 2001) . this work was supported in part by grants agl2001-1857-c04-02 and agl2005-03101 from the ministerio de educación y ciencia, spain, and the european commission. s. garcía-andrés completed this research as part of her ph.d. degree and was recipient of a fellowship from the ministerio de educación y ciencia, spain. recombination between genomic rnas of two cucumoviruses under conditions of minimal selection pressure recombination in rna viruses and in virus-resistant transgenic plants complete nucleotide sequence of an infectious clone of a mild isolate of tomato yellow leaf curl virus (tylcv) the evolutionary genomics of pathogen recombination mechanisms and applications of pathogen-derived resistance in transgenic plants solanum nigrum: an indigenous weed reservoir for a tomato yellow leaf curl geminivirus in southern spain complete nucleotide sequence and host range of south african cassava mosaic virus: further evidence for recombinations amongst begomoviruses role of recombination in the evolution of natural populations of cucumber mosaic virus, a tripartite rna plant virus analysis of the nucleotide sequence of the 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of a plant virus rna associated with its recombinant nature evidence of synergism between african cassava mosaic virus and a new double-recombinant geminivirus infecting cassava in cameroon strategies for control of geminivirus diseases recombination between viral dna and the transgenic coat protein gene of african cassava mosaic geminivirus recombination every day: abundant recombination in a virus during a single multi-cellular host infection ecophysiology of virus-infected plants: a case study of eupatorium makinoi infected by geminivirus begomovirus genetic diversity in the native plant reservoir solanum nigrum: evidence for the presence of a new virus species of recombinant nature founder effect plant host, and recombination shape the emergent population of begomoviruses that cause the tomato yellow leaf curl disease in the mediterranean basin the contribution of recombination to generate differentiation in a plant dna virus an analysis of the durability of resistance to plant viruses variability and genetic structure of plant virus populations recombination in the hemagglutinin gene of the 1918 "spanish flu virus variation in relation to resistance-breaking in plants natural genomic and antigenic variation in whitefly-transmitted geminiviruses (begomoviruses) increased pathogenicity in a pseudorecombinant bipartite geminivirus correlates with intermolecular recombination retroviral recombination: review of genetic analyses matthews' plant virology evidence for interspecific-recombination for three monopartite begomoviral genomes associated with the tomato leaf curl disease from central sudan dna forms indicate rolling circle and recombinationdependent replication of abutilon mosaic virus sida micrantha mosaic is associated with a complex infection of begomoviruses different from abutilon mosaic virus temporal and spatial appearance of recombinant viruses formed between cauliflower mosaic virus (camv) and camv sequences present in transgenic nicotiana bigelovii evidence for recombination among the tomato leaf curl virus strains/species from bangalore horseradish curly top virus is a distinct subgroup ii geminivirus species with rep and c4 genes derived from a subgroup iii ancestor genetic variation increases during biological invasion by a cuban lizard durable virus resistance in plants through conventional approaches: a challenge evolutionary analyses of genetic recombination parasite adaptation to locally common host genotypes pathogen-derived resistance to plant viruses the evolutionary value of recombination is constrained by genome modularity sequence diversity and virulence in zea mays of maize streak virus isolates a natural recombinant between the geminiviruses tomato yellow leaf curl sardinia virus and tomato yellow leaf curl virus exhibits a novel pathogenic phenotype and is becoming prevalent in spanish populations sugarcane yellow leaf virus: an emerging virus that has evolved by recombination between luteoviral and poleroviral ancestors variability and genetic structure of the population of watermelon mosaic virus infecting melon in spain a new tomato yellow leaf curl virus strain in southern spain tête à tête of tomato yellow leaf curl virus and tomato yellow leaf curl sardinia virus in single nuclei tomato yellow leaf curl virus, an emerging virus complex causing epidemics worldwide tomato yellow leaf curl virus-is causes a novel disease of common bean and severe epidemics in tomato in spain natural recombination between tomato yellow leaf curl virus-is and tomato leaf curl virus tomato yellow leaf curl virus: a whitefly-transmitted geminivirus with a single genomic component high similarity among the tomato yellow leaf curl virus isolates from the west mediterranean basin: the nucleotide sequence of an infectious clone from spain tracing plant introduction and spread: genetic evidence from bromus tectorum (cheatgrass) molecular phylogeny of geminivirus infecting wild plants in japan possible emergence of new geminiviruses by frequent recombination recombination, pseudorecombination and synergism of geminiviruses are determinant keys to the epidemic of severe cassava mosaic disease in uganda multitasking in replication is common among geminiviruses sars associated coronavirus has a recombinant polymerase and coronaviruses have a history of host-shifting frequent occurrence of recombinant potyvirus isolates environmental risk assessment of releases of transgenic plants containing virus-derived inserts genetic diversity among geminiviruses associated with the weed species sida spp., macroptilium lathyroides, and wissadula amplissima from jamaica a phylogenetic and evolutionary justification for 3 genera of geminiviridae tomato yellow leaf curl virus in the dominican republic: characterization of an infectious clone, virus monitoring in whiteflies, and identification of reservoir hosts displacement of tomato yellow leaf curl virus (tylcv) -sr by tylcv-is in tomato epidemics in spain mercurialis ambigua and solanum luteum: two newly discovered natural hosts of tomato yellow leaf curl geminiviruses high genetic stability of the begomovirus tomato yellow leaf curl sardinia virus in southern spain over an 8-year period the concept of parasite-derived resistance: deriving resistance genes from the parasite's own genome genetic variability of natural populations of cotton leaf curl geminivirus, a single-stranded dna virus multiple infection, recombination and genome relationships among begomovirus isolates found in cotton and other plants in pakistan a nanovirus-like dna component associated with yellow vein disease of ageratum conyzoides: evidence for interfamilial recombination between plant dna viruses dna forms of the geminivirus african cassava mosaic virus consistent with a rolling circle mechanism of replication characterisation of sri lankan cassava mosaic virus and indian cassava mosaic virus: evidence for acquisition of a dna b component by a monopartite begomovirus family geminiviridae mosaic evolution of the severe acute respiratory syndrome coronavirus recombinant beet curly top virus genomes exhibit both parental and novel pathogenic phenotypes replicational release of geminivirus genomes from tandemly repeated copies. evidence for rolling circle replication of a plant viral dna viral genes and transgenic plants risk assessment of virus-resistant transgenic plants distribution and diversity of geminiviruses in trinidad and tobago emerging geminivirus problems: a serious threat to crop production quasispecies diversity determines pathogenesis through cooperative interactions in a viral population evolutionary aspects of recombination in rna viruses evidence that dna-a of a geminivirus associated with severe cassava mosaic disease in uganda has arisen by interspecific recombination key: cord-027960-qzg2jsz6 authors: royo, sebastián title: from boom to bust: the economic crisis in spain 2008–2013 date: 2020-06-28 journal: why banks fail doi: 10.1057/978-1-137-53228-2_4 sha: doc_id: 27960 cord_uid: qzg2jsz6 this chapter analyzes the overall economic crisis that started in 2008 in spain. it is impossible to disentangle the 2008 banking crisis from the overall economic crisis that affected the country at the same time. this chapter looks at the performance of the spanish economy throughout the 1990s and the first decade of the twentieth century. it examines the reasons for the success of the spanish economy in the 1990s and provides an overview of the main causes of the 2008–2013 crisis and the governments’ responses. the economic crisis that hit the country in 2008 cannot be separated from the subsequent financial crisis. in order to contextualize the banking games that inform the next chapters and to understand the overall consequences that the economic crisis had on spanish banks and cajas , this chapter examines the economic crisis and analyzes its causes and consequences. yet again, the performance of the spanish banking system was deeply connected to the performance of the spanish economy, and progress in the banking sector was marred by the performance of the spanish economy at large. the economic crisis that started in 2008, part of the great recession that engulfed most countries, had profound consequences for the spanish banking system. this book will show that the financial crises were the result of a political bargain in which incentives and a lax regulatory framework favored developers, property owners, and bankers, thus confirming a central tenant: the crucial importance of domestic political institutions, the rules of the game, and the role of domestic players operating within those institutions. from: sebastián royo, "after austerity: lessons from the spanish experience," in towards a resilient eurozone: economic, monetary and fiscal policies, ed. john ryan (new york: peter lang, 2015) . the 2008 economic crisis, while not fully unexpected, came as a relative surprise given the strong performance of the spanish economy during the first years of the twentieth century. the overall pattern of spanish economic history has been described, crudely, as a graph shaped like an upside-down version of the letter 'v'. that is, the graph rises-bumpily at times, through 600 years under the romans, 700 years under or partly under the moors, and a century of empire-building-to the peak of spanish power in the sixteenth century. after that, the history of the nation goes downhill until the 1970s. a vast empire was gradually lost, leaving spain poor and powerless. and there was much political instability: spain suffered forty-three coup d'états between 1814 and 1923, a horrendous civil war between 1936 and 1939, followed by thirty-six years of dictatorship under generalísimo franco. 1 after franco's death in 1975, the graph turned upward again. king juan carlos, franco's heir, oversaw the return of democracy to the country. a negotiated transition period, which has been labeled as a model for other countries, paved the way for the elaboration of a new constitution, followed by the first free elections in almost forty years. these developments were followed by the progressive return of spain to the international arena-where they have been relatively isolated during the dictatorship. the following decade also witnessed the socialist party being elected to actual power in 1982, bringing a new aura of modernity to the country. the 1980s also witnessed spain's integration into nato (1982) and the european community (1986). the following two and a half decades were a period of phenomenal growth and modernization. indeed, before the global crisis that hit spain in the spring of 2008 the country had become one of europe's most successful economies. 2 while other european countries had been stuck in the mud, spain performed much better at reforming its welfare systems and labor markets, as well as improving flexibility and lowering unemployment. over the decade and a half that preceded the 2008 global financial crisis, the spanish economy seemed to had been able to break with the historical pattern of boom and bust, and the country's economic performance was nothing short of remarkable. yet all this came to a halt when the global financial crisis hit spain in 2008. as a result, spain is suffering one of the worst crises since the 1940s (royo 2013) . following the transition to democracy and the country's european integration, spain was, prior to the 2008 crisis, a model country. but then the (debt fueled) dream was shattered and the country's economy imploded after 2008. how did this happen? policy choices and the structure of decision making; the role of organized interest; the structure of the state; and institutional degeneration all played an important role in explaining the severity of the economic crisis in spain; as did the country's membership under an incomplete monetary union. the country had to face a triple crisis: financial, fiscal, and competitiveness. this chapter seeks to provide an overview of the country's evolution since the transition to democracy, and to explain its economic collapse after 2008 (see royo 2000 royo , 2008 royo , 2013 . the first section of the chapter outlines the main features of the spanish growth model, and the challenges that it faced. section two describes the scale of the shock it underwent from 2008 onward and analyzes the triple crisis in financial, fiscal, and competitiveness performance. the chapter concludes with brief lessons from the spanish experience. european integration was instrumental in the modernization of the country. indeed, before the global crisis that hit spain in the spring of 2008 the country had become one of europe's most successful economies (see table 4 .1). propped up by low interest rates and immigration, spain was (in 2008) in its fourteenth year of uninterrupted growth and it was benefiting from the longest cycle of continuing expansion of the spanish economy in modern history (only ireland in the euro zone has a better record), which contributed to the narrowing of per capita gdp with the eu. indeed, in 20 years per capita income grew 20 points, one point per year, to reach close to 90% of the eu15 average. with the eu25, spain already reached the average in 2008. the country grew on average 1.4 percentage points more than the eu since 1996. unemployment fell from 20% in the mid-1990s to 7.95% in the first half of 2007 (the lowest level since 1978), as spain became the second country in the eu (after germany with a much larger economy) creating the most jobs (an average of 600,000 per year over that decade). in 2006, the spanish economy grew a spectacular 3.9%, and 3.8% in 2007. as we have seen, economic growth contributed to per capita income growth and employment. indeed, the performance of the labor market was spectacular: between 1997 and 2007, 33% of all the total employment created in the eu-15 was created in spain. in 2006, the active population increased by 3.5%, the highest in the eu (led by new immigrants and the incorporation of women in the labor market, which increased from 59% in 1995 to 72% in 2006); and 772,000 new jobs were created. the economic success extended to spanish companies, which expanded beyond their traditional frontiers (guillén 2005) . in 2006, they spent a total of e140 billion on domestic and overseas acquisitions, putting the country third behind the uk and france in the eu. of this, e80 billion were to buy companies abroad (compared with the e65 billion spent by german companies). in 2006, spanish foreign direct investment (fdi) abroad increased 113%, reaching e71.5 billion (or the equivalent of 7.3% of gdp, compared with 3.7% in 2005). 4 in 2006 iberdrola, an electricity supplier purchased scottish power for $22.5 billion to create europe's third largest utility; banco santander, spain's largest bank, purchased britain's abbey national bank for $24 billion, ferrovial, a family construction group, concluded a takeover of the british baa (which operates the three main airports of the uk) for £10 billion; and telefonica bought o2, the uk mobile phone company. indeed, 2006 was a banner year for spanish firms: 72% of them increased their production and 75.1% their profits, 55.4% hired new employees, and 77.6% increased their investments. 5 the country's transformation was not only economic but also social. the spanish became more optimistic and self-confident (i.e., a harris poll showed that spaniards were more confident of their economic future than their european and american counterparts, and a poll by the center for sociological analysis showed that 80% were satisfied or very satisfied with their economic situation). spain became 'different' again and according to public opinion polls it had become the most popular country to work for europeans. 6 between 2000 and 2007, some 5 million immigrants (645,000 in 2004 and 500,000 in 2006) settled in spain (8.7% of the population compared with 3.7% in the eu15), making the country the biggest recipient of immigrants in the eu (they represented 10% of the contributors to the social security system). this was a radical departure for a country that used to be a net exporter of people, and more so because it was able to absorb these immigrants without falling prey (at least so far) to the social tensions that have plagued other european countries (although there have been isolated incidents of racial violence) (see calavita 2005) . 7 these immigrants contributed significantly to the economic success of the country in that decade because they boosted the aggregate performance of the economy: they raised the supply of labor, increased demand as they spent money, moderated wages, and put downward pressure on inflation, boosted output, allowed the labor market to avoid labor shortages, contributed to consumption, and increased more flexibility in the economy with their mobility and willingness to take on low-paid jobs in sectors such as construction and agriculture, in which the spanish were no longer interested. 8 indeed, an important factor in the per capita convergence surge with the eu after 2000 was the substantive revision of the spanish gdp data as a result of changes in the national accounts from 1995 to 2000. these changes represented an increase in gpd per capita of 4% in real terms (the equivalent of slovakia's gdp). this dramatic change was the result of the significant growth of the spanish population since 1998 as a result of the surge in immigration (for instance in 2003 population grew 2.1%). the key factor in this acceleration of convergence, given the negative behavior of productivity (if productivity had grown at the eu 6 according to the financial times, 17% of those polled selected spain as the country where they would prefer to work ahead of the uk (15%) and france (11%). see "españa vuelve a ser diferente," el país, february 19, 2007, and financial times, february 19, 2007. 7 calativa provides a detailed analysis of the immigration experience in spain and exposes the tensions associated with this development. she also highlights the shortcomings of governments' actions in regard to integration, and the impact of lack of integration on exclusion, criminalization, and radicalization. see 2005. 8 "immigrants boost british and spanish economies," financial times, tuesday, february 20, 2007, p. 3. average spain would have surpassed in 2007 the eu per capita average by 3 points), was the important increase in the participation rate, which was the result of the reduction in unemployment, and the increase in the activity rate (the proportion of people of working age who have a job or are actively seeking one) that followed the incorporation of female workers into the labor market and immigration growth. indeed between 2000 and 2004, the immigrant population has multiplied by threefold. as a matter of fact, most of the 772,000 new jobs created in spain in 2006 went to immigrants (about 60%). their motivation to work hard also opened the way for productivity improvements (which in 2006 experienced the largest increase since 1997, with a 0.8% raise). it is estimated that the contribution of immigrants to gdp had been of 0.8 percentage points in the four years to 2007. 9 immigration represented more than 50% of employment growth, and 78.6% of the demographic growth (as a result spain led the demographic growth of the european countries between 1995 and 2005 with a demographic advance of 10.7% compared with the eu15 average of 4.8%). 10 they also contributed to the huge increase in employment, which was one of the key reasons for the impressive economic expansion. indeed, between 1988 and 2006, employment contributed 3 percentage points to the 3.5% annual rise in spain's potential gdp (see table 4 .1). 11 what made this transformation possible? the modernization of the spanish economy in the two and half decades prior to 2008 had been intimately connected to the country's integration in the european union. indeed, european integration was a catalyst for the final conversion of the spanish economy into a modern western-type economy. yet, membership was not the only reason for this development. the economic liberalization, trade integration, and modernization of the spanish economy started in the 1950s and 1960s and spain became increasingly prosperous over the two decades prior to eu accession. however, one of the key consequences of its entry into europe was that it consolidated and deepened that development processes, and it accelerated the modernization of the country's economy. indeed, eu membership facilitated the micro-and macroeconomic reforms that successive spanish governments undertook throughout the 1980s and 1990s. spain also benefited extensively from european funds those two decades: approximately 150 billion euros from agricultural, regional development, training, and cohesion programs. moreover, european monetary union (emu) membership was also very positive for the country: it contributed to macroeconomic stability, it imposed fiscal discipline and central bank independence, and it lowered dramatically the cost of capital. one of the key benefits was the dramatic reduction in short-term and long-term nominal interest rates: from 13.3% and 11.7% in 1992, to 3.0% and 4.7% in 1999, and 2.2% and 3.4% in 2005. the lower costs of capital led to an important surge in investment from families (in housing and consumer goods) and businesses (in employment and capital goods). indeed, emu membership (and the stability pact) provided the country with unprecedented stability because it forced successive governments to implement responsible economic policies, which led to greater credibility and the improvement of the ratings of spain's public debt (and consequently to lower financing costs). another important factor to account for the country's economic success was the remarkable economic policy stability that followed the economic crisis of 1992-1993. indeed, there were few economic policy shifts throughout the 1990s and early 2000s, and this despite changes in government. between 1993 and 2009, there were only two ministers of finance, pedro solbes (from 1993 to 1996 , and from 2004 to 2009 ) and rodrigo rato (from 1996 to 2004 ; and the country only had three prime ministers (felipe gonzález, josé maría aznar, and josé luís rodríguez zapatero). this pattern was further reinforced by the ideological cohesiveness of the political parties in government and the strong control that party leaders exercise over the members of the cabinet and the parliament deputies. in addition, this stability was reinforced by the shared (and rare) agreement among conservative and socialist leaders regarding fiscal consolidation (the balance budget objective was established by law by the popular party), as well as the need to hold firm in the application of restrictive fiscal policies and the achievement of budgetary surpluses: as a result, a 7% budget deficit in 1993 became a 2.2% surplus in 2007, and public debt decreased from 68% of gdp in 1998 to 36.2% in 2007. finally, other factors that contributed to this success included the limited corruption and the fact that politics were fairly clean and relatively open; that spain had a flexible economy; and the success of spanish multinationals: there were eight firms in the financial times list of the world's largest multinationals in 2000, and 14 in 2008. 12 the challenges however, this economic success was marred by some glaring deficiencies that came to the fore in 2008 when the global financial crisis hit the country, because it was largely a "miracle" based on bricks and mortar. 13 the foundations of economic growth were fragile because the country had low productivity growth (productivity contributed only 0.5 percentage points to potential gdp between 1998 and 2006) and deteriorating external competitiveness. 14 over the decade that preceded the 2008 crisis spain did not address its fundamental challenge, its declining productivity, which only grew an average of 0.3% during that decade (0.7% in 2006), one whole point below the eu average, placing spain at the bottom of the eu and ahead of only italy and greece (the productivity of a spanish worker was the equivalent of 75% of a us one). the most productive activities (energy, industry, and financial services) contributed only 11% of gdp growth. 15 12 according to 2007 data from the world bank governance indicators (http://info. worldbank.org/governance/wgi/sc_chart.asp), spain was ranked in the 75-100th country's percentile ranks in control of corruption, government effectiveness, regulatory quality, rule of law, and voice and accountability. 13 according to martinez-mongay and maza lasierra, "the outstanding economic performance of spain in emu would be the result of a series of lucky shocks, including a large and persistent credit impulse and strong immigration, underpinned by some right policy choices. in the absence of new positive shocks, the resilience of the spanish economy to the financial crisis might be weaker than that exhibited in the early 2000s. the credit impulse has ended, fiscal consolidation has stopped, and the competitiveness gains of the nineties have gone long ago." see martinez-mongay and maza lasierra (2009 moreover, growth was largely based on low-intensity economic sectors, such as services and construction, which were not exposed to international competition. in 2006, most of the new jobs were created in low-productivity sectors such as construction (33%), services associated with housing such as sales and rentals (15%), and tourism and domestic service (30%). these sectors represented 75% of all the new jobs created in spain in 2006 (new manufacturing jobs, in contrast, represented only 5%). furthermore, the labor temporary rate reached 33.3% in 2007, and inflation was a recurrent problem (it closed 2006 with a 2.7% increase, but the average for that year was 3.6%), thus the inflation differential with the eu (almost 1 point) had not decreased, which reduced the competitiveness of spanish products abroad (and consequently spanish companies were losing market share abroad). 16 competitiveness was further hindered by a deep process of economic deindustrialization, low value added and complexity of exports, and low insertion in global value chains. in addition, family indebtedness reached a record 115% of disposable income in 2006, and the construction and housing sectors accounted for 18.5% of gdp (twice the eurozone average). house prices rose by 150% since 1998, and the average price of a square meter of residential property went up from 700 euros in 1997 to 2000 at the end of 2006, even though the housing stock had doubled. many wondered whether this bubble was sustainable. 17 the crisis that started in 2008 confirmed the worst fears, and the implosion of the housing bubble fueled corruption and bad practices in the cajas sector of the financial system. moreover, between 40 and 60% of the benefits of the largest spanish companies came from abroad. yet, in the years prior to the crisis this figure had decreased by approximately 10 percentage points, and there had been a decline in direct foreign investment of all types in the country, falling from a peak of 38.3 billion euros in 2000 to 16.6 billion euros in 2005. 18 states; imports were 25% higher than exports and spanish companies were losing market share in the world. hence, the trade deficit reached 9.5% in 2008. 19 while there was overall consensus that the country needed to improve its education system and invest in research and development to lift productivity, as well as modernize the public sector, and make the labor market more stable (i.e., reduce the temporary rate) and flexible, the government did not take the necessary actions to address these problems. spain spent only half of what the organization of european co-operation and development (oecd) countries spent on average on education; it lagged most of europe on investment in research and development (r&d); and it was ranked 29th by the unctad as an attractive location for research and development. finally, other observers noted that spain was failing to do more to integrate its immigrant population, and social divisions were beginning to emerge. 20 by the summer of 2008, the effects of the global crisis were evident in spain, and between 2008 and 2013 the country suffered one of the worst recession in modern history. this collapse was not wholly unexpected. the global liquidity freeze and the surge in commodities, food, and energy prices brought to the fore the unbalances in the spanish economy: the record current account deficit, persisting inflation, low productivity growth, dwindling competitiveness, increasing unitary labor costs, excess consumption, and low savings, had all set the ground for the current devastating economic crisis (see royo 2013) . as we have seen, the imbalances in the spanish economy came to the fore in 2007-2008 when the real estate market bubble burst and the international financial crisis hit spain (see table 4 .2). in just a few months the 'debt-fired dream of endless consumption' turned into a nightmare. by the summer of 2013, spain faced the worst economic recession in half a century. according to government statistics, 2009 was the worst year since there has been reliable data: gdp fell 3.7%, unemployment reached over four million people (eventually reaching over 27% in 2012, with more than 6 million people unemployed), and the public deficit reached a record 11.4% of gdp (up from 3.4% in 2008). consumer confidence was shattered, the implosion of the housing sector reached historic proportions, and the manufacturing sector was also suffering. initially, the zapatero government was reluctant to recognize the crisis, which was becoming evident as early as the summer of 2007, because of electoral considerations: the country had a general election in march 2008. and after the election, the zapatero government was afraid to admit that it had not been entirely truthful during the campaign. by 2007, there was increasing evidence that the model based on construction was already showing symptoms of exhaustion. yet, the spanish government not only refused to recognize that the international crisis was affecting the country, but also that in spain the crises would be aggravated by the very high levels of private indebtedness. as late as august 17, 2007, finance minister solbes predicted that 'the crisis would have a relative small effect' in the spanish economy. when it became impossible to deny what was evident, the government's initial reluctance to recognize and address the crisis was replaced by frenetic activism. the zapatero government introduced a succession of plans and measures to try to confront the economic crisis, and specifically to address the surge of unemployment (royo 2013 ) (see fig. 4.1) . the sharp deterioration of the labor market was caused by the economic crisis and the collapse of the real estate sector, and it was aggravated by a demographic growth pattern based on migratory inflows of labor: in 2007, there were 3.1 million immigrants in the country, of which 2.7 million were employed and 374,000 unemployed. in 2008, the number of immigrants increased by almost 400,000-3.5 million (representing 55% of the growth in the active population), but 580,000 of them were unemployed (and 2.9 million employed), an increase of 200,000. in the construction sector alone, unemployment increased 170% between the summer of 2007 and 2008. meanwhile, the manufacturing and service sectors (also battered by the global crisis, lower consumption, and lack of international competitiveness) proved unable to incorporate these workers. the pace of deterioration caught policy-makers by surprise. the zapatero government prepared budgets for 2008 and 2009 that were utterly unrealistic in the face of rapidly changing economic circumstances (as did all other advanced countries, the g-20 agreed on a plan for fiscal stimulus that would later prove relatively ineffective and dangerous for spain as it increased the country's debt). as a result, things continued to worsen over the new four years. the most significant decline was in consumer confidence, which was hammered by the financial convulsions, the dramatic increase in unemployment, and the scarcity of credit. as a result, household consumption, which represented 56% of gdp, fell 1% in the last quarter of 2009 for the first time in the last 15 years. according to the bank of spain, this decline in household consumption was even more important in contributing to the recession than the deceleration of residential investment, which had fallen 20%, driven down by worsening financial conditions, uncertainties, and the drop in residential prices. the government actions had limited effect stemming this hemorrhage, and their efficacy was inadequate. finally, the impact of the global economic crisis was felt well beyond the economic and financial realms. the crisis also had severe political consequences. spain followed in the path of many other european countries (including ireland, portugal, greece, and france) that saw their governments suffer the wrath of their voters and have been voted out of office. the socialist party (psoe) was re-elected in a general election on march 9, 2008. soon thereafter, economic conditions deteriorated sharply and the government's popularity declined rapidly. between march 2008 and march 2012, there were a number of electoral contests in spain at the local, regional, national, and european levels. at the national and european levels, the one common pattern was the outcome: the defeat of the socialist party and the victory of the popular party (pp). and at the regional and local levels the socialists suffered historical losses, losing control of regional government that they ruled for decades (notably, castilla-la mancha and extremadura), and even losing the election for the first time in one of its historical strongholds, andalusia (although they were able to reach a coalition with a smaller leftist party to stay in power). in the end, the economic crisis ignited a pattern of political polarization, instability, and fragmentation of the party system that crystallized in 2015 (following the pp's absolute majority) and lasts through today: as of fall of 2019, spain has had 4 general elections in 4 years. one of the most common misinterpretations regarding the crisis in southern europe was attributing it to mismanaged public finances. many policy-makers across europe, especially in the creditor countries (crucially germany), still insist today (2019) that the crisis was caused by irresponsible public borrowing, and this, in turn, led to misguided solutions. in fact, with very few exceptions, notably greece, that interpretation is incorrect. in spain, the crisis did not originate with mismanaged public finances. on the contrary, as late as 2011, spain's debt ratio was still well below the average for countries that adopted the euro as a common currency: while spain stood at less than 60% of gdp, greece stood at 160.8%, italy at 120%, portugal at 106.8%, ireland at 105%, belgium at 98.5%, and france at 86%. on the contrary, prior to 2007, spain seemed to be in an enviable fiscal position, even when compared with germany. 21 spain ran a budget surplus in 2005, 2006, and 2007 . it was only when the crisis hit the country and the real estate market collapsed that the fiscal position deteriorated markedly and the country experienced huge deficits. the problem in spain was the giant inflow of capital from the rest of europe; the consequence was rapid growth and significant inflation. in fact, the fiscal deficit was a result, not a cause, of spain's problems: when the global financial crisis hit spain and the real estate bubble burst, unemployment soared, and the budget went into deep deficit, caused partly by depressed revenues and partly by emergency spending to limit human costs. the government responded to the crisis with a massive e8 billion public works stimulus. this decision, combined with a dramatic fall in revenue, blew a hole in government accounts resulting in a large deficit. furthermore, the conditions for the crisis in spain were created by the excessive lending and borrowing of the private sector rather than the government. in other words, the problem was private debt and not public debt. spain experienced a problem of ever-growing private sector indebtedness, which was compounded by the reckless investments and loans of banks (including the overleveraged ones), both integral components of the bank bargains that we examine later in the book, that were aggravated by competitiveness and current account imbalances. in spain, the private sector debt (households and nonfinancial corporations) was 227.3% of gdp at the end of 2010; total debt increased from 337% of gdp in 2008 to 363% in mid-2011. yet, although spain entered the crisis in a relatively sound fiscal position, that position was not solid enough to withstand the effects of the crisis, especially being a member of a dysfunctional monetary union with no lender of last resort. the country's fiscal position deteriorated sharply-collapsing by more than 13% of gdp in just two years. looking at the deficit figures with the benefit of hindsight, it could be argued that spain's structural or cyclically adjusted deficit was much higher than its actual deficit. the fast pace of economic growth before the crisis inflated government revenues and lowered social expenditures in a way that masked the vulnerability hidden in spanish fiscal accounts. the problem is that it is very difficult to know the structural position of a country. the only way in which spain could have prevented the deficit disaster that followed would have been to run massive fiscal surpluses of 10% or higher during the years prior to the crisis in order to generate a positive net asset position of at least 20% of gdp. 22 this, for obvious reasons, would not have been politically feasible. there is another way to look at the crisis. many economists argue that the underlying problem in the euro area was the exchange rate system itself, namely, the fact that european countries locked themselves into an initial exchange rate. this decision meant, in fact, that they believed that their economies would converge in productivity (which would mean that the spaniards would, in effect, become more like the germans). if convergence was not possible, the alternative would be for people to move to higher productivity countries, thereby increasing their productivity levels by working in factories and companies there (or to create a full fiscal union to provide for permanent transfers, as argued by oca theory). time has shown that both expectations were unrealistic and, in fact, the opposite happened. the gap between german and spanish (including other peripheral country) productivity increased, rather than decreased, over the past decade and, as a result, germany developed a large surplus on its current account; while spain and the other periphery countries had large current account deficits that were financed by capital inflows. 23 in this regard, one could argue that the incentives introduced by emu worked exactly in the wrong way. capital inflows in the south made the structural reforms that would have been required to promote convergence less necessary, thus increasing divergence in productivity levels. in addition, adoption of the euro as a common currency fostered a false sense of security among private investors. during the years of euphoria following the launching of europe's economic and monetary union and prior to the onset of the financial crisis, private capital flowed freely into spain and, as a result as we have seen, the country ran current account deficits of close to 10% of gdp. in turn, these deficits helped finance large excesses of spending over income in the private sector. the result did not have to be negative. these capital inflows could have helped spain (and the other peripheral countries) invest, become more productive, and "catch up" with germany. unfortunately, in the case of spain, they largely led to a massive bubble in the real estate market, consumption, and unsustainable levels of borrowing. the bursting of that bubble contracted the country's real economy and it brought down the banks that gambled on loans to real estate developers and construction companies. at the same time, as noted above, the economic boom also generated large losses in external competitiveness that spain failed to address. successive spanish governments also missed the opportunity to reform institutions in their labor and product markets. as a result, costs and prices increased, which in turn led to a loss of competitiveness and large trade deficits. this unsustainable situation came to the fore when the financial shocks that followed the collapse of lehman brothers in the fall of 2007 brought "sudden stops" in lending across the world, leading to a collapse in private borrowing and spending, and a wave of fiscal crisis. a third problem had to do with the banks. as we will see in much greater detail later in the book, this problem was slow to develop. between 2008 and 2010, the spanish financial system, despite all its problems, was still one of the least affected by the crisis in europe. during that period, of the 40 financial institutions that received direct assistance from brussels, none was from spain. in december 2010, moody's ranked the spanish banking system as the third strongest of the eurozone, only behind finland and france, above the netherlands and germany, and well ahead of portugal, ireland, and greece. finally, santander and bbva had shown new strength with profits of e4.4 billion and e2.8 billion, respectively, during the first half of 2010. spanish regulators had put in place regulatory and supervisory frameworks, which initially shielded the spanish financial system from the direct effects of the global financial crisis. indeed, the bank of spain had imposed a regulatory framework that required higher provisioning, which provided cushions to spanish banks to initially absorb the losses caused by the onset of the global financial crisis. and there were no toxic assets in bank´s balance sheets. nevertheless, this success proved short-lived. in the summer of 2012, spanish financial institutions seemed to be on the brink of collapse and the crisis of the sector forced the european union in june (2012) to devise an emergency e100 billion rescue plan for the spanish banking sector (see chapter 1). when the crisis intensified, the financial system was not able to escape its dramatic effects. by september 2012, the problem with toxic real estate assets forced the government to intervene and nationalize eight financial institutions. altogether, by may 9, 2012, the reorganization of the banking sector involved e115 billion in public resources, including guarantees. as we will examine later in the book, there are a number of factors that help account for the deteriorating performance of the spanish banks after 2009. the first was the direct effect of the economic crisis. the deterioration in economic conditions had a severe impact on the bank balance sheets. the deep recession and record-high unemployment triggered successive waves of loan losses in the spanish mortgage market coupled with a rising share of nonperforming loans. like many other countries such as the united states, spain had a huge property bubble that burst. land prices increased 500% in spain between 1997 and 2007, the largest increase among the oecd countries. as a result of the collapse of the real estate sector had a profound effect in banks: five years after the crisis started, the quality of spanish banking assets continued to plummet. the bank of spain classified e180 billion euros as troubled assets at the end of 2011, and banks were sitting on e656 billion of mortgages of which 2.8% were classified as nonperforming. a second factor was concern over the country's sovereign debt. as mentioned before, the crisis in spain did not originate with mismanaged public finances. the crisis has largely been a problem of ever-growing private sector debt, compounded by reckless bank investments and loans, particularly from the cajas , as well as aggravated by competitiveness and current account imbalances. to place the problem in perspective, the gross debt of household increased dramatically in the decade prior to the crisis, and by 2009 it was 20 percentage points higher than the eurozone average (86% of gdp versus 66%). but the austerity policies implemented since may 2010 aggravated the fiscal position of the country. the ratio of spain's debt to its economy was 36% before the crisis and reached 84% in 2013. in sum, spain fell into the "doom loop" that had already afflicted greece or portugal and led to their bailout. the sustainability of the spanish government debt was affecting spanish banks (including bbva and santander) because they had been some of the biggest buyers of government debt in the wake of the ecb long-term refinancing operation liquidity infusions (the percentage of government bond owned by domestic banks reached 30% in mid-2012). again, the doom loop was a result of emu weakness, namely the lack of a banking union with a centralized eu funded mechanism to bail out banks. spanish banks were also suffering the consequences of their dependence on wholesale funding for liquidity since the crisis started, and, in particular, their dependence on international wholesale financing, as 40% of their balance depends on funding from international markets, particularly from the ecb. borrowing from the ecb reached e82 billion in 2012, and spanish banks had increased their ecb borrowings by more than six times since june 2011, to the highest level in absolute terms among euro area banking systems as of april 2012. the crisis also exposed weaknesses in the policy and regulatory framework, part of the banking bargains that we will examine later in the book. the most evident sign of failure was the fact that the country had already adopted five financial reforms in three years and had implemented three rounds of bank mergers. the results of these reforms were questionable at best. the fact that spain had five reforms in less than three years, instead of one that really fixed the problem, says it all. they had been perceived largely as "too little and too late," and they failed to sway investors' confidence in the spanish financial sector. finally, the financial crisis can also be blamed on the actions (and inactions) of the bank of spain, one of the key actors involved in the bank bargains. at the beginning of the crisis, the bank of spain's policies were all praised and were taken as model by other countries. time, however, tempered that praise and the bank of spain was criticized for its actions and decisions (or lack thereof) during the crisis. spanish central bankers chose the path of least resistance: alerting about the risks but failing to act decisively. the economic crisis that started in spain 2008 was largely a problem of ever-growing private sector debt, aggravated by competitiveness and current account imbalances, and compounded by reckless bank investments and loans, particularly from the cajas , which by over-lending freely to property developers and mortgages contributed to a real estate property bubble. this outcome was a result of the political bargains at the heart of the game of bank bargains focus of this book. the bubble contributed to hide the fundamental structural problems of the spanish economy outlined in the previous sections and had an effect in policy choices because no government was willing to burst the bubble and risk suffering the wreath of voters. furthermore, cheap credit also had inflationary effects that contributed to competitiveness losses and record balance of payment deficits. therefore, three dimensions of the crisis (financial, fiscal, and competitiveness) are interlinked in their origins. the crisis exposed the underbelly of the financial sector and showed that many banks (particularly the cajas ) were not just suffering liquidity problems but risked insolvency, which led to the eu financial bailout of june 2012. the bailout had onerous conditions attached and it limited national economic autonomy (see dellepiane and hardiman 2011) . finally, the financial and fiscal crises were made worse by the incomplete institutional structure of emu and by bad policy choices at the eu level (excess austerity and refusal to act as a lender of last resort for sovereigns by the ecb) (royo 2013) . in the end, the crisis exposed the weaknesses of the country's economic model. indeed, despite the previous two decades' significant progress and achievements, the spanish economy still faced serious competitive and fiscal challenges. unfortunately, the economic success the country prior to the crisis fostered a sense of complacency, which allowed for a delay in the adoption of the necessary structural reforms. and this was not a surprise as the spanish economy was living on borrowed time, despite all the significant progress, and the country still had considerable ground to cover, given the existing income and productivity differentials, to catch up with the richer eu countries and to improve the competitiveness of its economy (see royo 2013) . the sudden collapse of the spanish economy came as a shock. yet, in retrospect it should not have been such a surprise. the policies choices and political bargains taken during the previous decades led to an unsustainable bubble in private sector borrowing that was bound to burst. moreover, as we will examine on chapter 7, the institutional degeneration that led to systemic corruption and contributed to the implosion of parts of the financial sector made the crisis almost unavoidable. as we have seen, much of spain growth during the 2000s was based on the domestic sector and particularly on an unsustainable reliance on construction. as we will later in the book, this outcome was part of a political bargain in which tax incentives and a lax regulatory framework favored developers, property owners, and bankers (particularly cajas ). the particular regulation of the cajas proved fatally flawed, as it provided incentives that favored local and regional government actors' access to finance at the expense of an environment that would have provided a stable and efficient banking system. on the contrary, it led to a form of crony capitalism spanish style, in which they invested massively in the construction sector in search of rapid growth and larger market share. these decisions proved fatal once the real estate bubble burst, and they led to the nationalization of several cajas , including bankia, and the financial bailout from the european union. membership in the european single currency was not the panacea that everyone expected to be, thus confirming the crucial importance of domestic political institutions and how domestic players operate within those institutions. in spain, the adoption of the euro led to a sharp reduction in real interest rates that contributed to the credit boom and the real estate bubble. however, it also altered economic governance decisions. successive spanish governments largely ignored the implications of emu membership and failed to implement the necessary structural reforms to ensure the sustainability of fiscal policies and to control unitary labor costs. these decisions led to a continuing erosion of competitiveness (and a record current account deficit), and a huge fiscal deficit when the country was hit by the global financial crisis. indeed, the experience of the country shows that eu and emu membership had not led to the implementation of the structural reforms necessary to address these challenges. on the contrary, emu contributed to the economic boom, thus facilitating the postponement of necessary economic reforms. this challenge however is not a problem of european institutions, but of national policies. the process of economic reforms has to be a domestic process led by domestic actors willing to carry them out. the spanish case serves as an important reminder that in the context of a monetary union, countries only control fiscal policies and relative labor costs. spain proved to be weak at both. it failed to develop an appropriate adjustment strategy to succeed within the single currency, and it ignored the imperative that domestic policy choices have to be consistent with the international constraints imposed by euro membership. on the contrary, in spain domestic policies and the imperatives of participating in a multinational currency union stood in uneasy relationship to one another. the crisis was the tipping point that brought this inconsistency to the fore, which led to the worst economic crisis in spanish modern history (before covid-19). next we turn to the elements of domestic bargains that underline the financial crisis. immigrants at the margins ucd geary institute discussion series chapters the rise of spanish multinationals competitiveness and growth in emu: the role of the external sector in the adjustment of the spanish economy from social democracy to neoliberalism royo, sebastián. lessons from the economic crises in spain after austerity: lessons from the spanish experience key: cord-290967-u0xx47dl authors: caja, g.; díaz-medina, e.; salama, a. a. k.; salama, o. a. e.; el-shafie, m. h.; el-metwaly, h. a.; ayadi, m.; aljumaah, r. s.; alshaikh, m. a.; yahyahoui, m. h.; seddik, m. m.; hammadi, m.; khorchani, t.; amann, o.; cabrera, s. title: comparison of visual and electronic devices for individual identification of dromedary camels under different farming conditions date: 2016-08-17 journal: j anim sci doi: 10.2527/jas.2016-0472 sha: doc_id: 290967 cord_uid: u0xx47dl the camel industry uses traditional (i.e., iron brands and ear tags) and modern (i.e., microchips) identification (id) systems without having performance results of reference. previously iron-branded (n = 45; 1 yr) and microchipped (n = 59; 7 yr) camels showed problems of healing (8.6% of brands) and reading (only 42.9% of brands and 69.5% of microchips were readable), which made their use inadvisable. with the aim of proposing suitable id systems for different farming conditions, an on-field study was performed using a total of 528 dromedaries at 4 different locations (egypt, n = 83; spain, n = 304; saudi arabia, n = 90; and tunisia, n = 51). the id devices tested were visual (button ear tags, 28.5 mm diameter, n = 178; double flag ear tags, 50 by 15 mm, n = 83; both made of polyurethane) and electronic (ear tags, n = 90, and rumen boluses, n = 555). electronic ear tags were polyurethane-loop type (75 by 9 mm) with a container in which a 22-mm transponder of full-duplex technology was lodged. electronic boluses of 7 types, varying in dimensions (50 to 76 mm length, 11 to 21 mm width, and 12.7 to 82.1 g weight) and specific gravity (sg; 1.49 to 3.86) and each of them containing a 31-mm transponder of half-duplex technology, were all administered to the dromedaries at the beginning of the study. when a low-sg bolus was lost, a high-sg bolus was readministered. readability rates of each id system were evaluated during 1 to 3 yr, according to device and location, and yearly values were estimated for comparison. on a yearly basis, visual ear tag readability was not fully satisfactory; it was lower for rectangular ear tags (66.3%) than for button ear tags (80.9%). yearly readability of electronic ear tags was 93.7%. bolus readability dramatically varied according to their sg; the sg < 2.0 boluses were fully lost after 8 mo. in contrast, the sg > 3.0 boluses were efficiently retained (99.6 to 100%) at all locations. in conclusion, according to the expected long lifespan of camels, low id performances were observed for iron brands, injectable microchips, and ear tags (visual and electronic), making their use inadvisable as unique id systems in camels. the high readability of dense electronic boluses recommended their use as a permanent id device of reference in camels. worldwide, there are 27 million of the old world camels (fao, 2015) , where near 90% of them are dromedaries (camelus dromedarius l.) or arabian camels, spreading all over the arid flat lands between the 0 and 40°n (from the canary islands to rajasthan) and the 20 and 30°s (australian deserts) parallels. camels are culturally reverenced and economically appreciated by their strategic values (i.e., milk, meat, draft, manure, hair, and hides), but there are also some concerns related to their overgrazing (el-keblawy et al., 2009 ) and feral herds (dennis et al., 2010) and to endemic (fassi-fehri, 1987 ) and emergent diseases (e.g., middle east respiratory syndrome coronavirus; chu et al., 2014) . dromedaries show a long lifespan (approximately 30 yr) and few distinctive coat traits, making a necessity to use the artificial marks for individual identification (id). traditional camel id is based on the use of clan or family symbols ("wasm" or "lealama" in arabic) engraved by red iron brands on visible body sites (e.g., cheek, neck, thigh). however, branding is questioned today for welfare reasons and is inadequate for modern id and traceability standards. modernization of livestock farms led to the adoption of id devices (caja et al., 2004) such as visual (e.g., brands, tattoos, ear tags, and collars) and electronic (e.g., injectables, ear tags, and boluses). despite the sedentarization of herds and the creation of intensive dairy farms (faye et al., 2012) , little attention has been paid to camel id and traceability. camels are absent from the terrestrial animal health code of the world organization for animal health (oie, 2016) , the codex alimentarius (who-fao, 2016) , or the guidelines of icar (2016). camel id is only regulated in the emirate of abu dhabi based on the use of radio-frequency identification (rfid) injectable transponders or microchips (adfca, 2010) . to our knowledge, however, there are no studies evaluating the performance of different id devices in camels. therefore, the aim of this research was to compare the performances of using visual vs. electronic camel id systems in a wide range of geographical locations and different farming conditions. animal care and experimental procedures used in this study were approved by the ethical committee on animal and human experimentation (reference 3189) of the university autonoma of barcelona and followed the guidelines for animal performance recording of the spanish committee of animal electronic identification (mapa, 2007) and of icar (2016) evaluation of the id systems was conducted under a randomized incomplete block design performed at 4 locations using a total of 528 dromedaries of different breeds, ages, and farming conditions (stabled or grazing). these locations were 1) egypt (maghrebi breed, n = 83), 2), spain (canarian breed, n = 304), 3) saudi arabia (maghatir breed, n = 37, and majaheem breed, n = 53), and 4) tunisia (maghrebi breed, n = 51). all farms were located between the 28 and 34°n parallels, where the camel is habitual, and followed similar production cycles with natural mating and calving during the winter season. location number 1 (egypt). the camel farm was located at the camel experimental station of the animal production research institute in marsa matrouh (matrouh governorate, egypt) where 83 maghrebi female dairy camels averaging 5.7 ± 0.5 yr (range 1.1 to 13.8 yr) and 461 ± 13 kg bw (range 248 to 691 kg bw) and in different physiological stages (open, pregnant, and lactating) were used. they were stabled in loose stalls on sand-bedded pens and fed berseem clover hay (1 to 2.5 kg/d), rice straw (1 to 2.0 kg/d), saltbush (1 to 2.0 kg/d), and concentrate (0.5 to 3.5 kg/d) according to their requirements (wilson, 1989) . water was freely available in water troughs. lactating camels were milked twice a day by hand after camel-calf stimulation. location number 2 (spain). the camel farm was located at the oasis park-museo del campo majorero (la lajita, fuerteventura, canary islands, spain) where 296 canarian dromedaries of different ages (newborn, suckling, growing, and adult), physiological stages (open, pregnant, and lactating), gender (males, females, and castrates), and uses (camel rides and dairy camels) were used. all camels were stabled in loose stalls on sand-bedded pens and fed alfalfa hay (1 to 2.5 kg/d), palm fronds (1 to 1.5 kg/d), thornless acacia branches (acacia salicina lindl.; 1 to 2.0 kg/d), and concentrate (0.5 to 3.5 kg/d) according to their requirements (wilson, 1989) . water and mineral blocks were freely available. lactating camels suckled their calves for 1 yr and were machine milked once a day using a 2-stall tunnel milking parlor with a portable bucket machine. a total of 90 dairy camels aged 1 to 15 yr, located at the al-watania agri farm (al jouf, saudi arabia; n = 50) and the camel and rangeland research center (al jouf, saudi arabia; n = 40), of 2 breeds (maghatir or bright, n = 37, and majaheem or dark, n = 53) and in different physiological stages (open, pregnant, and lactating) were used. milking and growing camels were in loose stalls on sand-bedded pens, and dry and pregnant camels were under free-rangeland grazing conditions. yearling camels were fed alfalfa hay (1 to 2 kg/d), concentrate (1.0 kg/d), and barley straw ad libitum. lactating camels were fed alfalfa hay (2 to 5 kg/d), barley straw and corn stalks (2 to 7 kg/d), and concentrate (0.5 to 2 kg/d) according to their requirements (wilson, 1989) . water and mineral blocks were freely available inside the pens. lactating camels suckled their calves for 6 mo and were machine milked twice a day using a 10-stall tunnel and low milk pipeline (al-watania agri farm) and a 2-stall tunnel with a portable bucket machine (camel and rangeland research center) milking parlors. location number 4 (tunisia). the camel farm was located at the laboratory of animal husbandry and wildlife of the arid regions institute in medénine (tunisia) where a total of 51 maghrebi dairy dromedaries (adult females 7 to 15 yr, n = 50, and yearling, n = 1) were used. adult camels grazed during the day on saline rangelands and were sheltered during the night on sand-bedded pens and fed barley straw. lactating camels suckled their calves for 6 mo and were fed concentrate at a flat rate of 4 kg/d (as fed) during the lactation period and were machine milked twice a day using a single milking stall and a portable bucket machine. the yearling camel was fattened with concentrate (1.5 kg/d) and barley straw ad libitum and was slaughtered 8 mo after identification. water and mineral blocks were freely available in the shelter. previous identification. forty-five adult maghrebi camels (age > 7 yr) from location number 1 (egypt) showed red iron brands (1 to 3 digits, 20 cm high) on the left thigh, which had been made by the technical personnel of the camel experimental station of the animal production research institute 1 yr before the beginning of the study. these camels were used to assess the readability of the brand under on-farm conditions. on the other hand, 59 adult castrated male canarian camels (age 10 to 15 yr) from location number 2 (spain), daily used for camel rides and previously injected (i.e., 7 yr before the beginning of the study) with glass-encapsulated rfid microchips, 12.0 by 2.1 mm, of full-duplex b technology according to iso 11784:1996 (radio frequency identification of animals -code structure; iso, 1996a) and iso 11785:1996 (radio frequency identification of animals -technical concept; iso, 1996b), were also used to assess the readability of the microchips. the injections were performed subcutaneously in the left side of the neck (at the halfway point between the ears and the withers) by the veterinarian of the oasis park-museo del campo majorero according to the guidelines of the world small animal veterinary association (2016) for horses and camelids. serial numbers of the injected microchips ranged from 982 009100063248 to 982 009100969093 (azasa-allflex, madrid, spain). visual ear tags. two types of visual ear tags (vet) inserted in the left ear were used for camel visual id: one was at location number 1 (vet1; n = 83; egypt) and the other was at location number 2 (vet2; n = 304; spain). the vet1 consisted of 2 rectangular flags of polyurethane (50 by 15 mm, 3 g; hasco tag co., dayton, ky), which were laser recorded with 3 digit numbers. the vet2 consisted of polyurethane double button ear tags (28.5 mm button diameter, 20.5 by 5.5 mm pin length by diameter, and 3.5 g total weight; azasa-allflex) and were laser recorded with an alphanumeric code consisted of 2 letters of the spanish province (i.e., gc for gran canaria) followed by a serial code of 4 numbers and 2 letters (e.g., gc 3854 ab). electronic ear tags. plastic-loop type electronic ear tags (eet) were applied in the left ear of 90 dromedaries at the al-watania agri farm at the beginning of the study at location number 3 (saudi arabia). they consisted of white polyurethane (75.0 by 9.0 mm, length by width) with a pin-lock closing system (17.0 mm pin and 10.0 by 9.0 mm lock) and a container (31.0 by 9.0 mm) intended to lodge a glass encapsulated transponder of 22 by 4 mm and full-duplex b technology (set-tag; shearwell data ltd., minehead, somerset, uk). the total weight of the eet was 2.5 g. serial numbers of the microchips ranged from 940 000002204916 to 940 000002363335 (shearwell data ltd.). electronic rumen boluses. seven types of electronic rumen boluses (erb; n = 555) varying in features were applied to all camels at all location sites. the erb consisted of cylindrical capsules of different dimensions, made of several nontoxic and nonporous materials to reach different specific gravities (sg). features of bolus types (erb1 to erb7) are shown in table 1 , where different ranges of capsule dimensions (50.0 to 76.4 mm length, 11.2 to 21.1 mm width, and 12.7 to 82.1 g weight) and sg (1.49 to 3.86) can be identified. similar sizes and sg ranges of rumen boluses were previously used by caja et al. (1999) , ghirardi et al. (2006a,b) , and carné et al. (2011) for assessing their readability in small and large domestic ruminants. it is worthwhile mentioning that when a low-sg bolus was lost, a high-sg bolus was readministered. a random sample of 10 boluses of each type was collected to measure their physical features under laboratory conditions using a precision weighing scale (0.01 g accuracy; bp 3100 p; sartorius ag, göttingen, germany) and a digital caliper (0.03 mm accuracy; shaodong feiyue hardware tools factory, yiwu, china). the sg of each bolus was measured according to the archimedes principle by contrasting the weight of the bolus with the weight of its volume of displaced distilled water, similarly to ghirardi et al. (2006a) . boluses were applied by trained operators according to the procedure described by caja et al. (1999) and carné et al. (2009a) , using livestock balling guns (datamars trazabilidad sl, barcelona, spain) adapted to each bolus type. the full set of boluses (erb1 to erb7) was tested at locations number 1 and 2 in camels of all ages (newborn to adult) under intensive conditions to assess the ease of administration and the bolus readability at the mid-term (3 yr) duration. at locations number 3 and 4, only boluses of type erb6 and erb5, respectively, were administered to adult camels to confirm their retention at the mid term (3 yr) in adult camels under grazing conditions. low-sg boluses were designed to be lost with the aim of determining the threshold of bolus features to be retained in camels. all boluses contained a 31 by 3.8 mm glass encapsulated transponder of half-duplex technology (ri-trp-rr2b-06; the animal registration and identification system [tiris], almelo, the netherlands) that worked at a low frequency (134.2 khz) in agreement with the current standards of the international organization for standardization (iso) on animal electronic id (iso, 1996a (iso, ,b, 2009 ). visual devices. readability of each digit of the previous iron brands was made by sight at the beginning of the study at location number 1 (egypt), and the results were manually recorded. readability of the alphanumeric code of vet (vet1 and vet2) at locations number 1 (egypt) and 2 (spain) was also assessed by sight and the id codes were manually recorded after 1 yr of insertion. when retained, the readable ear tags were not broken or seriously damaged. any official ear tag lost at location number 2 (spain) was replaced by veterinary officers only at the annual blood sampling campaign for camel tuberculosis. no replacement was done at the other location sites. electronic devices. readability of all rfid or electronic id devices (i.e., microchips, eet, and erb) was performed using full-iso handheld transceivers, connected to a 70-cm-long stick antenna (gasiso; datamars trazabilidad sl) that is able to read iso rfid transponders of half-duplex and full-duplex b technologies at a minimum distance of 12 and 20 cm for ear tags and boluses, respectively, as established by european commission regulations ec 21/2004 (ec, 2004 and ec 933/2008 (ec, 2008b) on this issue. gesreader 2s (rumitag, esplugues de llobregat, barcelona, spain) handheld readers were used in at locations number 1 (egypt), 3 (saudi arabia), and 4 (tunisia), whereas the gesreader 3 (datamars trazabilidad sl) was used at location number 2 (spain). microchips previously injected at location number 2 were individually read at the beginning of the study while the camels were restrained in a sitting-down position. readability of eet and erb was evaluated under static conditions using the above-indicated handheld transceivers and stick antennas while the camels were in a standing position and restrained in a raceway (locations number 1, 2, and 4) or inside the milking parlor (location number 3). the time required for reading each id device type was recorded at locations number 2 and 3 using an electronic chronometer (geonaute trt´l 100; decathlon, alcobendas, spain). periodical readings of rfid devices were performed at different time intervals according to the location sites: d 0, 1, 2, 7, 14, 21, 30, 60, 120, 150, 180, and 210 ; at 2-mo intervals until yr 1.5; and finally at 3 yr at location number 1. similar time intervals were used at locations number 2, 3, and 4 from 0 to 180 d and later every 6 mo until yr 3. each device was read immediately before and after administration to check for breakages or electronic failures that might happen during administration as well as, in the case of erb, to ensure the proper location of the bolus in the forestomachs (c1 compartment of camel) before releasing the animal. the readability rate of id devices was assessed by the ability of each type of device to be read under static conditions at each time point and at the end of the study; the actual readability was expressed as r (%) = (number of readable devices/number of applied devices) × 100. obtained r values were compared on a yearly basis (seroussi et al., 2011) , whereas the yearly readability rate (r y ; %) was estimated by the expression r y = (r/100) 1/y × 100, in which y is the duration of the study in years (e.g., from table 2 : r y = 94.935% for r = 69.5% after 7 yr). no aging effects or reidentification are considered in this expression, so the actual values of readability in the long term would be lower in practice than those estimated. the losses, electronic failures, and readability of id devices were analyzed with the catmod procedure of sas (version 9.4; sas inst. inc., cary, nc) on the basis of the categorical nature of these variables. a logit model with an estimation method of maximum likelihood (cox, 1970) was used to evaluate the effects of each type of id device. a log-rank test of equality across strata (i.e., type of ear tags or id rumen boluses) was performed with the lifetest procedure of sas. for the analysis of data acquired by the erb, the procedure phreg (proportional hazard regression) for survival data of sas was considered preferable to the logit model to avoid the possible bias produced by the different number of animals monitored until the end of the study in addition to introducing the effects of the location sites and bolus features (i.e., size and sg). such analysis permitted the comparison of the longitudinal readability and the estimates of readability of the erb throughout the entire period of study, without excluding censored data (data from animals that left the study before a device failed), as previously performed by carné et al. (2009a) . furthermore, the 1 calculated as readability (r) = (number of readable devices/number of applied devices) × 100. 2 estimated as 100 − r y , in which r y is the yearly readability rate = (r/100) 1/y × 100, in which y is the duration of the study in years. 3 estimated values of r, after 10 and 25 yr, respectively, using the corresponding values of r y previously calculated. table 1. readability data were compared on a yearly basis. the differences between means were declared significant at p < 0.05, unless otherwise indicated. a total of 528 camels were finally identified in the 4 locations using 5 different id systems (i.e., iron brands, injectable microchips, vet and eet, and erb). the total number of id devices applied and their long-term performance at all locations are summarized in table 2 . hot-iron brands. the previously iron-branded camels at location number 1 (egypt) showed signs of healing problems in 8.6% of brands on the thigh, where most of them formed some kind of keloid (aberrant epidermal hyperplasia developed during the healing process) at the brand site, which, consequently, resulted in only 42.9% of brand digits being fully readable (table 2) . injected microchips. the camels identified with rfid microchips at location number 2 (spain), already injected 7 yr before the beginning of our study, showed a low readability (69.5%; table 2 ) but equivalent to 94.9% of yearly readability. moreover, they showed some difficulties for locating the injection site and reading with the gesreader 3 transceiver (datamars trazabilidad sl) used. no detailed information was available on the precise injection site of the microchips in the neck of our camels and we needed 26 ± 4 s, on average, to locate and read them. no relevant migration was estimated from the injection site; all the microchips were located in the middle of the neck. visual ear tags. readabilities of vet devices measured at locations number 1 (egypt) and 2 (spain) after 1 yr were lower in vet1 (rectangular) ear tags than in vet2 (button) ear tags (66.3 vs. 80.9%, respectively; p = 0.011; table 2 ); the annual losses were very high (33.7 and 19.1%, respectively). both vet1 and vet2 were hard to read in camels because of the height of the camels and their biting and kicking behavior. moreover, most ear tag losses were associated with breakages of the ear tissue (occasionally of the whole ear) or the ear tag, usually as a consequence of their behavior of fighting for dominance. electronic ear tags. readability of plastic-loop eet applied at location number 3 (saudi arabia) measured in our study after 3 yr was 82.2% (table 2) , which, on the yearly basis, is equivalent to 93.7%. this value was similar to the readability of vet2 (button, p = 0.793) and greater than that of vet1 (rectangular, p = 0.018) in our camels and, in fact, supported the convenience of using small and light ear tags in camels. the estimated eet yearly losses at location number 3 (saudi arabia) were 6.3% (table 2) , which were lower than the above-reported mean values of vet but within the range of losses previously observed for injected rfid microchips. on the other hand, with regard to reading time, the eet at location number 3 (saudi arabia) were read 65% faster (9 ± 1 s) than the injected rfid microchips at location number 2 (spain). electronic rumen boluses. administration of erb was done easily and safely (i.e., no injuries or casualties) when performed by trained operators in yearling and adult camels using balling guns adapted to the size of the bolus and the age of the camels. the best restraining positions for bolus administration were standing up and sitting down for young and adult camels, respectively, and assistance was required in all cases. boluses were mostly swallowed at the first attempt (95%) after being gently released at the end of the tongue (torus linguae) and when the mouth was maintained firmly closed until the involuntary deglutition reflex took place. although time for bolus swallowing was not measured, we noted that erb were swallowed faster if previously warmed to body temperature. nevertheless, 2 erb at location number 2 (spain; 0.7%) were blocked in the neck of young suckling camels during administration (erb2, 1 wk of age and 24 kg bw, and erb6, 3 mo of age and 70 kg bw) by operators with little experience. although the erb6 (large) was easily unblocked by gently pushing with an esophageal probe in the 3-mo-old camel calf, we were unable to remove the erb2 (small) with veterinary assistance in the case of a 1-wk-old calf, where the bolus was located in the trachea and causing asphyxia. necropsy reports of culled adult camels at location number 2 (spain) and the yearling fattened camel slaughtered at location number 4 (tunisia) revealed that the erb were properly located in the c1 compartment of the camel forestomachs, without causing damages or signs of alteration of the mucosa. in 3 cases, however, the erb were located at the water sacs of the c1 compartment. no relevant changes in health or apparent intake and behavior were observed in our camels as a consequence of the administration of the different erb types used at different location sites and under different feeding and farming conditions. as shown in table 2 , readability of erb widely varied according to bolus type (0 to 100%); the erb1 (small) and erb3 (large) were not retained at all (regurgitated) in the camel forestomachs, whereas the rest of the erb showed a high final retention (98.1 to 100%), in all cases agreeing with the international committee for animal recording (2016) recommen-dation (>98%). according to bolus features (table 1) , the lost bolus types were those with the lowest weights and sg values, which were regurgitated. results of the predicted yearly readability of erb at all location sites by using the cox's proportional-hazards regression model for survival data (table 3 ; fig. 1 ) revealed that sg was the most critical factor (χ 2 = 562.9, p < 0.001) for the retention of erb in the camel forestomach and its mid-and long-term readability. as shown in fig. 1 , the estimated readability values were >98% for sg > 3.0 boluses (erb2, erb4, erb5, erb6, and erb7), whereas it dramatically dropped early after administration (at d 7, approximately 70%; at d 30, approximately 40%; and at d 365, approximately 0%) for sg < 1.5 boluses (erb1 and erb3). bolus size (χ 2 = 188.9, p < 0.001) and location site (χ 2 = 61.1, p < 0.001) were also significant factors for erb readability, but their inclusion in the model explained less than 25% of the effects. differences between actual (table 2 ) and estimated (table 3) values of yearly readability for erb were moderate, ranging from −2.6 to 0.3%. these observations were mainly due to the high number of erb being monitored until the end of the study (positively censored). the estimated values of readability for low-sg (erb1 and erb3; sg from 1.49 to 1.51) and high-sg (erb2, erb4, erb5, erb6, and erb7; sg from 3.10 to 3.86) boluses markedly differed (p < 0.001). similar to the observed case of the actual data, no differences within sg < 2.0 or sg > 3.0 bolus groups were detected (p = 0.895). on average, the time required for reading the camels identified with erb at location number 2 (spain) was 12 ± 5 s, which was 14 s (54%) shorter and 3 s (33%) longer, respectively, than the above-indicated reading times for injected rfid microchips and eet using similar reading procedures. nevertheless, reading difficulties were observed using the gesreader 2s (rumitag) transceiver in pregnant camels at the end of pregnancy at locations number 1 (egypt, n = 1) and 3 (saudi arabia, n = 5). all boluses were again readable after parturition. the paper is based on observational and experimental data obtained from commercial camel herds. the main limitation of our experiment in extracting causal relationships is because all treatments were not possible at all locations due to differences in farm conditions and in available facilities. this is the case of iron brands, which were applied before starting the experiment in egypt and are not currently allowed in some countries due to welfare regulations. on the other hand, having the concern of residues in camel meat for human consumption, we considered a unique opportunity to report the mid-term performances of microchips already injected by a veterinarian in a group of riding dromedaries in spain. moreover, the unsatisfactory readability results observed for both iron brands and microchips motivated the interest for testing alternative id systems. time differences between types of id devices were standardized on a yearly basis for comparison, and differences between means were separated by using a logit model with an estimation method of maximum likelihood. a more detailed analysis of the relation between treatments and id performances was therefore not possible, but the explanation of the results was completed with relevant literature data and local experts' knowledge about dromedary husbandry. hot-iron brands. low readability results similar to ours (table 2) were reported by aurich et al. (2013) in horses, where breed-specific symbols of iron brands were readable in 84% of the horses, whereas the double-digit individual branding number was readtable 3 . predicted yearly readability of electronic rumen boluses (erb) by the cox proportional-hazards regression for survival data from all the experiments and taking into account the specific gravity and size of the boluses readability estimates, % 0 ± 0 c 99.9 ± 0.1 a 0 ± 0 c 99.6 ± 0.2 a 97.4 ± 1.1 b 99.1 ± 0.5 a 99.7 ± 0.2 a a-c within a row, values with different superscripts differ (p < 0.05). 1 bolus details are shown in table 1 . rumen bolus contained a half-duplex glass encapsulated transponder (31.0 by 3.8 mm; datamars trazabilidad sl, barcelona, spain). 2 small are <60 mm long and large are >60 mm long. able in only less than 39% of the horses. the risk of skin lesions by branding, which is equivalent to thirddegree thermal injuries , and the associated pain, as reported in iron-branded steers (schwartzkopf-genswein et al., 1997) , together with the low readability values makes the generalized use of iron branding inadvisable for camel id. although iron branding is a traditional method for the permanent id of livestock, the use of this method is currently banned in many countries (e.g., denmark, germany, netherland, scotland), due to animal welfare concerns (erber et al., 2012) . whatever the case, no iron branding should be applied without the appropriate analgesia. injected microchips. the time it took to find the microchips in the middle of the neck in our results agreed with that reported by stein et al. (2003) in equids injected before 4 to 5 yr. besides, small-sized microchips (11.4 by 2.2 mm), similar to those injected in our camels, were applied in the neck of horses (between poll and withers into the nuchal ligament or into musculature according to the european regulation ec 504/2008 (ec, 2008a) by konermann (1991) and wulf et al. (2013) , who reported 89.5 to 100% readability during short-term studies (9 and 6 mo, respectively). no long-term studies have been made in camels or horses using microchips in the neck, but løken et al. (2011) injected small-sized microchips (13.5 by 2.2 and 13.9 by 2.2 mm; glass-or polymer-encapsulated) in the ear (ear base or ear lobe) of testing bulls in a 8to 30-mo study and reported, on average, 92.3% readability. no differences between glass-and polymerencapsulated microchips were detected by løken et al. (2011) . the use of longer glass-encapsulated transponders (23 or 32 by 3.8 mm) in suitable body sites (ear scutulum and armpit) of fattening calves slaughtered at 8 to 12 mo by conill et al. (2000) showed 93.0 to 98.5% readability, which differed according to body site and transponder size. when comparing our results of microchip readability of the long term (7 yr) in camels with short and mid term (0.5 to 2.1 yr) in horses and cattle, it is clear that the values of estimated yearly losses by using the seroussi et al. (2011) expression in our camels (5.1%; table 2 ) were consistent and within the range of those previously calculated in horses (0 to 13.7%) and cattle (1.8 to 8.4%). a main concern related to the injection of rfid microchips in the neck of camels is the difficulties of recovery at slaughter and their possible presence in the meat as a residue and hazard object (i.e., glass capsule and electronic components). the world small animal veterinary association (2016) strongly recommended that any microchipped food-producing animal should carry an external id to indicate that a microchip is present (i.e., to be recognized and recovered at slaughter) and in some cases their use may not be permitted. conill et al. (2000) reported recovery times of approximately 1 min at the slaughterhouse when 23 and 32 mm transponders were injected in the ear base and armpit of fattening calves. the smaller size of rfid microchips used in camels (i.e., 12 to 15 mm, as in horses and pets), the uncertainty of their presence (i.e., high losses), and location difficulties (i.e., short reading distance) will compromise the safety of camel meat (i.e., neck) for consumers, making it not fully recommendable in the camel industry. visual ear tags. there are few researches reporting vet readability in livestock, and their performances dramatically vary according to the species and the exploitation conditions. edwards et al. (2001) studied the inflammatory reaction after the insertion of different ear tag types in sheep (i.e., metal loop, plastic loop, single or double plastic flags, etc.) and reported that metalloop tags produced more severe lesions that persisted longer than other ear tag types, therefore making their use inadvisable. fosgate et al. (2006) reported 87.6% of annual losses of plastic vet in a study on domestic water buffalo that lasted 3 yr under extensive conditions, with the overall median ear-tag retention being 272 d and the final retention zero, and they concluded that ear tags were inadequate for the long-term id of buffaloes under extensive conditions. in the case of goats, carné et al. (2009a) reported vet losses varying between 6.0 and 17.1% for official and unofficial (i.e., tip-tag ear tags) plastic vet in a 3-yr study. moreover, carné et al. (2009b) reported that goat breed is also key for vet retention (i.e., ear length differences), where the annual losses varied between 1.4 and 17.1% in 4 u.s. goat breeds under semi-intensive farming conditions. table 1 . losses of official vet in sheep (ghirardi et al., 2006b) and in fattening calves (conill et al., 2000) ranged from 3.3 to 11.4%, respectively. mean annual losses of 3 different plastic official vet, measured in a study that lasted 3.2 yr in dairy cattle under intensive conditions (seroussi et al., 2011) , varied between 11 and 20%, makes visual ear tag losses greater than expected according to the international committee for animal recording (2016) requirements (losses <2%). when data from buffaloes was not taken into account, the overall annual losses for vet ranged between 2.0 and 20.0% (i.e., cattle and goats), which are lower than the values observed in our camels (19.1 to 33.7%; table 2 ). unlike the regulations indicated above for cattle, sheep, or goats, there are no specific regulations for official camel ear tag design. however, despite not expecting high retention rates for vet, our results suggest that button ear tags should be preferable to flag ear tags for camel id in practice. electronic ear tags. there is controversy in the literature on comparing the performances between eet and vet, as reported by babot et al. (2006) in pigs and carné et al. (2009a carné et al. ( , 2010 in goats. nevertheless, eet are considered less damaging for the ear than vet due to their optimized design (edwards et al., 2001) . it should be stressed that ear tag weight must be limited when applied in young animals (caja et al., 1997) , due to the low strength of the thin ear tissue, which, as a consequence, reduces the reading distance (i.e., smaller antenna) and dynamic reading efficiency of the eet. there are few data reporting eet readability in livestock. caja et al. (2014) reviewed the state of the art of different id devices in goats and reported 92.9% readability (range between 79.8 to 100%) for eet in goats under different conditions. on the other hand, the fast readability of eet in our results was mainly a consequence of the easy location by sight as well as the fact that camels were not afraid of the stick antenna when gently approached from the back of the head. electronic rumen boluses. we did not expect side effects of erb administration as we followed the procedures described by caja et al. (1999) and carné et al. (2009b) in large and small ruminants. nevertheless, previous complete training and administration skills were considered key for implementing erb in the camel industry. antonini et al. (2006) reported that bolus administration did not affect, at the mid term, the productive performance or produce specific lesions in the reticulorumen mucosa of cattle of different ages. moreover, martín et al. (2006) and castro et al. (2010) reported that bolus administration did not affect the intake and digestive performances of adult goats as well as the growth and the forestomach development of milk fed kids, respectively. the positive relationship between erb readability in the forestomachs of camels and the bolus sg was expected. in fact, other authors previously stressed the key role of the sg (i.e., >3.0) for the retention of boluses in the reticulorumen of cattle (ghirardi et al., 2006a) , sheep (ghirardi et al., 2006b; hentz et al., 2014) , and goats (carné et al., 2011) . the difficulties in reading the erb observed when using the gesreader 2s (rumitag) transceiver in pregnant camels at the end of pregnancy at locations number 1 (egypt) and 3 (saudi arabia) was explained by the limited reading distance of the transceiver. this leads us to recommend the use of the gesreader 3 (datamars trazabilidad sl) or other available transceivers with a greater reading distance in camels. according to our results, for a camel productive life of 25 yr, the estimated readability of the studied id systems would vary between 0 and 100%, with the adequately designed erb (i.e., sg > 3.0) being the only system agreeing with the international committee for animal recording (2016) requirement (yearly losses < 2%). the highest values of predicted yearly readability by the cox's proportional hazards survival analysis, warranting the permanent id of dromedaries in the long term, were obtained with the erb2, erb4, erb6, and erb7 (99.1 to 99.9%). the greater number of camels used in the case of erb2 and erb6 made the decision of choice more robust with regard to their use in practice. comparatively, less than 60% of ear-tagged or microchipped camels would be identifiable after 10 yr and less than 30% after 25 yr, clearly showing the advantages of using erb. agreeing with our conclusion, moreki et al. (2012) reported that boluses were the most tamperproof and highly retained id device in a study comparing different methods for cattle id (i.e., vet, eet, and electronic boluses) under range-extensive conditions in botswana. additionally, hentz et al. (2014) stated that boluses have advantages over ear tags in warm and hot climates (e.g., brazil), as the internal devices (i.e., forestomach) reduce the risks of ear tag losses, tissue damage, and lesions on the ear. nevertheless, the above-mentioned erb4 to erb7 had large dimensions (66.0 to 68.0 mm length and 16.9 to 21.1 mm diameter), which made their use inadvisable in young suckling camels. therefore, these types of boluses should be used in camel calves older than 3 mo and heavier than 90 kg bw. the age is important for safe bolus administration, which depends on the anatomical development of the pharynx and esophagus and on the dimensions (length and diameter) of the erb used (carné et al., 2009a) . despite the administration of erb being possible during wk 1 of life, our advice for identifying young suckling camels is to administer small-sized boluses, such as the erb2, when the calves have passed the perinatal period and look vigorous (e.g., after 1 to 2 wk of age and >50 kg bw). for weaners and adult camels, any of the erb4 to erb7 are recommended for the long-term id under extensive and intensive conditions. for the first time, the performances of visual and electronic id devices have been studied in dromedary camels under a wide range of locations and different farming conditions. results and conclusions would be useful to farmers and administration bodies in assessing which are the most suitable devices for camel id in practice. no iron branding or injected microchips are recommended for the id of camels due to readability and to welfare and meat safety concerns, respectively. additionally, the low id performances reported for the long term makes their use inadvisable as a reference system for the camel industry. the use of vet as a single id device is also not recommended for the permanent id of camels due to the high losses and elevated risk of ear breakages. whatever the case, small-sized ear tags (e.g., button shape) or plastic-loop ear tags (e.g., eet) would be preferable to ear tags with large flags. the high readability of dense and adequately designed erb in the long term and under different farming conditions makes their use the most recommendable as the id device of reference for the permanent identification of camels. nevertheless, like required by international regulations in other livestock species, the use of a second visual id device might be suggested for an easy management in large farms of dairy dromedaries, although further studies are needed to confirm this recommendation. regulation no. 4. the animal identification and registration system for the emirate of abu dhabi in vivo mechanical and in vitro electromagnetic side-effects of a ruminal transponder in cattle readability of branding symbols in horses and histomorphological alterations at the branding site comparison of visual and electronic identification devices in pigs: on-farm performances state of the art on electronic identification of sheep and goat using 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of the united nations (fao). 2015. faostat ear-tag retention and identification methods for extensively managed water buffalo (bubalus bubalis) in trinidad evaluation of the retention of electronic identification boluses in the forestomachs of cattle retention of different sizes of electronic identification boluses in the forestomachs of sheep international committee for animal recording (icar). 2016. icar recording guidelines. international agreement of recording practices automatic electronic identification systems for farm animals. the commission of the european communities, dg telecommunications, information industries and innovation subcutaneous electronic identification in cattle: a field study intake behaviour and digestive effects of electronic identification with ruminal bolus in adult goats identificación electrónica animal: experiencias del mapa cattle identification and traceability in botswana behavior of cattle during hot-iron and freeze branding and the effects on subsequent handling ease long-term survival of flag eartags on an israeli dairy farm evaluation of microchip migration in horses, donkeys, and mules the nutritional requirements of camel world health organization -food and agricultural organization of the united nations (who-fao) terrestrial animal health code. chapter 4.1. general principles on identification and traceability of live animals reduced-size microchips for identification of horses: response to implantation and readability during a six-month period key: cord-274778-wds40e6i authors: tejedor, santiago; cervi, laura; tusa, fernanda; portales, marta; zabotina, margarita title: information on the covid-19 pandemic in daily newspapers’ front pages: case study of spain and italy date: 2020-08-31 journal: int j environ res public health doi: 10.3390/ijerph17176330 sha: doc_id: 274778 cord_uid: wds40e6i spain and italy are amongst the european countries where the covid-19 pandemic has produced its major impact and where lockdown measures have been the harshest. this research aims at understanding how the corona crisis has been represented in spanish and italian media, focusing on reference newspapers. the study analyzes 72 front pages of el país and el mundo in spain and italy’s corriere della sera and la repubblica, collecting 710 news items and 3456 data evidences employing a mixed method (both qualitative and quantitative) based on content analysis and hemerographic analysis. results show a predominance of informative journalistic genres (especially brief and news), while the visual framing emerging from the photographic choice, tend to foster humanization through an emotional representation of the pandemic. politicians are the most represented actors, showing a high degree of politicization of the crisis. spain and italy, with 238,564 and 231,732 confirmed cases, respectively, are amongst the european countries where the covid-19 pandemic has produced its major impact and where lockdown measures have been the harshest. due to the reduced mobility and the imposed lockdown, the internet has proved to play a decisive role in terms of media consumption during the quarantine. social networks have occupied the first position among online platforms most frequently consulted by citizens. according to twitter, the information on the pandemic as well as the conversations related to the topic have caused a 23% boost in total active daily users, reaching the general level of 164 million users per trimester. news check-up has experienced a prominent growth at that stage. specifically, the peak of media consumption coincided with the first measures of social distancing and has increased in correspondence with governmental communications. these data should be interpreted within the current crisis of journalism and the crisis of media credibility. a recent survey of 27 countries by ipsos global advisor [1] shows how citizens are rather skeptical towards the information they receive from the media, especially when it comes to online press. in spain, 41% of the surveyed trust in television, whereas 39% expressed their preference for traditional media, such as printed press. making reference to the intentions, the research claims that half of the total number of the surveyed believe that printed papers have "good intentions" as opposed to 66% considering that online newspapers and web pages are the ones with "the worst intentions" [1] . based on the trust placed on the printed media-as the most credible and rigorous media-this research analyzes a total of 72 front pages of the main daily newspapers in spain and italy (36 each) . the research considers the daily newspaper's front page as a fundamental element that synthetizes and prioritizes the contents that the particular medium treats as the most important. at the same time, the front page maintains a direct relation to the digital version of the medium, somehow setting the agenda. in other words, the front page serves a privileged space for public identity construction [2] . the study, carried out between 24 february and 4 april 2020, collected 710 pandemic-related news pieces and 3456 data evidences, aimed at answering the following research questions: • how has the covid-19 pandemic been covered on the front pages of spain and italy's main daily newspapers? • what types of journalistic genres have been used? • what types of political or social figures and institutions appear the most? • what role has been assigned to an image/photograph in the coronavirus-related information items of the front page? the covid-19 crisis has posed new challenges to journalism. media play a fundamental role in framing a crisis, since providing the right information from a reliable source is the key issue in this type of pandemic. the world health organization (who) has used the term "infodemic" to define the overabundance of information introduced by coronavirus and to warn the citizens against the risks caused by this information excess, that contain a great amount of hoaxes and rumors. as sylvie briand, director of infectious hazards management at who's health emergencies program notices, this phenomenon is not new "but the difference now with social media is that this phenomenon is amplified, it goes faster and further, like the viruses that travel with people and go faster and further". the role of social media in spreading misleading health information is not new [3] , but the covid-19 crisis has shown the critical impact of this new information environment [4] . many studies have focused on and are still focusing on how the disintermediated role of social media may foster misinformation: scholars studying iran [5] and spain [6] , stress how social media spread rumors, others [7] try to analyze the structure of this infodemic, or concentrate on the effect of media exposure [8] . within this social media euphoria, very few studies have focused on legacy media, intended as the mass media that predominated prior to the information age-particularly print media, radio broadcasting, and television-even if reality is showing that legacy media still plays an important role [9] . a study [7] noticed how cnn has recently anticipated a rumor about the possible lockdown of lombardy (a region in northern italy) to prevent the pandemic, publishing the news hours before the official communication from the italian prime minister. as a result, people overcrowded trains and airports to escape from lombardy toward the southern regions before the lockdown was in place, disrupting the government initiative, aimed to contain the epidemic and potentially increasing contagion. other literature [10] stresses the importance of looking at mainstream media coverage pointing out the importance of a high quality scientific journalism [11] . the analysis of the printed daily newspapers' front pages has been object of recurrent studies for the last 50 years. starting with the classical works [12] [13] [14] [15] [16] [17] [18] [19] up to the contemporary researches [20] [21] [22] [23] , various studies have dealt with content analysis of that essential element of the printed press [24, 25] . other studies followed them, concentrating on the comparison between the front pages in printed and digital editions of a medium [26] . as previously highlighted, daily newspaper's front pages are considered to be the most important page, displaying informative priorities and editorial position in relation to current issues [27] . other studies [28] single out three core elements of a daily newspaper's front page: headlines, or visual linguistic set; texts, or visual paralinguistic set and images, or visual non-linguistic set. in this context, the importance of media and information literacy, seen as the citizens' ability to access, use, assess, and create responsible and ethical content [29] , has become crucial. media and information literacy refers to the vital role that information and media possess in the everyday life of a person, therefore this skill represents an indispensable component to exercise freedom of expression and information. in this vein, numerous studies [29] [30] [31] [32] stress the significance of a digital literacy development that would exceed studying merely technical or instrumental aspects to embrace the issues of the critical use of media. the research, based on previous studies [33] , analyzes a total of 710 news items extracted from 72 front pages of the four main daily newspapers of spain and italy (36 per country). el país and el mundo of spain alongside with corriere della sera and la repubblica of italy were chosen, based on their relevance and the availability of their front pages. the analysis has been carried out through the use of a template chart consisting of 15 parameters and 64 categories that were obtained mainly in inductive form. the study, possessing descriptive and explanatory character, employs a mixed method (both qualitative and quantitative) based on content analysis and complemented by direct observation and hemerographic analysis as the main techniques. the first technique focused on the analysis of various elements that constitute the front page designs by means of a template chart elaborated during the research process. subsequently, we implemented a hemerographic analysis of texts, headlines and images. the data were processed through descriptive statistics planning with spss software. the analytical chart has considered all the elements displayed in table 1 . coronavirus-related information occupies 71% of the front pages. precisely, 506 news items out of the total 710 focus on topics related to the covid-19 pandemic. as for the main journalistic genres, (see figure 1 ), we can observe brief as the most common. this journalistic genre, characterized by its conciseness and brevity, has been defined as brief, a summarized piece of news that solely reflects the most relevant data of the information, missing profound insight and context. the total of pandemic-related units possess the form of short pieces, that could oscillate between 1 or 5 lines. coronavirus-related information occupies 71% of the front pages. precisely, 506 news items out of the total 710 focus on topics related to the covid-19 pandemic. as for the main journalistic genres, (see figure 1 ), we can observe brief as the most common. this journalistic genre, characterized by its conciseness and brevity, has been defined as brief, a summarized piece of news that solely reflects the most relevant data of the information, missing profound insight and context. the total of pandemic-related units possess the form of short pieces, that could oscillate between 1 or 5 lines. news occupies the second position in the list of types of the texts about coronavirus at the analyzed front pages. the informative approach towards, in other words, dominates the representation of the crisis. the effort of the daily newspapers to inform their readers on the characteristics, impact and spread of the virus has been detected. nonetheless, it is worth mentioning that opinion articles (with a total number of 81 counted units) surpass other informative journalistic genres. moreover, the importance of the editorial photo with a total number of 38 units, solely accompanied by the footnote, demonstrates a comprehensive approach to the topic through the communicative value of the image. the location of news items at the daily newspapers' front pages can be considered another element of high value when it comes to the detection of importance of each topic. in this sense the studies grant more value to the upper part and the right part from the reader's standpoint. the right part is the most valuable of the odd-numbered page and the left part is the most important for the even-numbered pages. concretely, projecting an imaginary v onto the open double page, the higher the position on the v, the more value the piece has (both in terms of editorial and advertising rates). accordingly, results show that news about coronavirus appear mostly located in the upper part, but in the left zone (see figure 2 ). in this way, it is possible to point out that the newspapers place the news in an important area of their front pages. in addition, in second position, with a total of 81 news items, is the upper right-hand area. in this way, it is possible to point out that the news have been progressively occupying the areas of greatest visual impact of the front page. however, this set of news items is very close to the 147 news items on the pandemic that appear at the bottom of the front page, i.e., the one of least importance. a total of 76 appear at the bottom left and 71 at the bottom right. therefore, the distribution of the news on covid-19 between the two areas marked by the horizontal division of the first page (top/bottom) is very tight. news occupies the second position in the list of types of the texts about coronavirus at the analyzed front pages. the informative approach towards, in other words, dominates the representation of the crisis. the effort of the daily newspapers to inform their readers on the characteristics, impact and spread of the virus has been detected. nonetheless, it is worth mentioning that opinion articles (with a total number of 81 counted units) surpass other informative journalistic genres. moreover, the importance of the editorial photo with a total number of 38 units, solely accompanied by the footnote, demonstrates a comprehensive approach to the topic through the communicative value of the image. the location of news items at the daily newspapers' front pages can be considered another element of high value when it comes to the detection of importance of each topic. in this sense the studies grant more value to the upper part and the right part from the reader's standpoint. the right part is the most valuable of the odd-numbered page and the left part is the most important for the even-numbered pages. concretely, projecting an imaginary v onto the open double page, the higher the position on the v, the more value the piece has (both in terms of editorial and advertising rates). accordingly, results show that news about coronavirus appear mostly located in the upper part, but in the left zone (see figure 2 ). in this way, it is possible to point out that the newspapers place the news in an important area of their front pages. in addition, in second position, with a total of 81 news items, is the upper right-hand area. in this way, it is possible to point out that the news have been progressively occupying the areas of greatest visual impact of the front page. however, this set of news items is very close to the 147 news items on the pandemic that appear at the bottom of the front page, i.e., the one of least importance. a total of 76 appear at the bottom left and 71 at the bottom right. therefore, the distribution of the news on covid-19 between the two areas marked by the horizontal division of the first page (top/bottom) is very tight. figure 3 displays the main entities mentioned in the stories, that is to say institution or entities most recurrently mentioned or displayed. of the information, 46% mentions geographical scenarios (europe, madrid, milan, etc.). in this sense, there is a tendency to depersonalize the information and to extrapolate it to wider scenarios or territories. this aspect is important insofar as the subject is the element of the sentence that carries out the action contained in it. in 22% of the cases the front page news referred to national entities of non-political nature (the hospital, the emergency unit, the laboratory, the intensive care unit, the sports center, the cultural center, etc.). in particular, there is a notable reference to entities linked to hospitals and healthcare scenarios. national political entities (government, trade unions, spokespersons, minister of health, etc.) occupy the third position in the rank of entities linked to the news, with 19%. political entities from abroad (the who, the european union, the european parliament, etc.), with 9%, and non-political entities from abroad (especially universities, research groups or the media), with 4%, respectively, completed the list of entities. figure 3 displays the main entities mentioned in the stories, that is to say institution or entities most recurrently mentioned or displayed. of the information, 46% mentions geographical scenarios (europe, madrid, milan, etc.). in this sense, there is a tendency to depersonalize the information and to extrapolate it to wider scenarios or territories. this aspect is important insofar as the subject is the element of the sentence that carries out the action contained in it. in 22% of the cases the front page news referred to national entities of non-political nature (the hospital, the emergency unit, the laboratory, the intensive care unit, the sports center, the cultural center, etc.). figure 3 displays the main entities mentioned in the stories, that is to say institution or entities most recurrently mentioned or displayed. of the information, 46% mentions geographical scenarios (europe, madrid, milan, etc.). in this sense, there is a tendency to depersonalize the information and to extrapolate it to wider scenarios or territories. this aspect is important insofar as the subject is the element of the sentence that carries out the action contained in it. in 22% of the cases the front page news referred to national entities of non-political nature (the hospital, the emergency unit, the laboratory, the intensive care unit, the sports center, the cultural center, etc.). in particular, there is a notable reference to entities linked to hospitals and healthcare scenarios. national political entities (government, trade unions, spokespersons, minister of health, etc.) occupy the third position in the rank of entities linked to the news, with 19%. political entities from abroad (the who, the european union, the european parliament, etc.), with 9%, and non-political entities from abroad (especially universities, research groups or the media), with 4%, respectively, completed the list of entities. in particular, there is a notable reference to entities linked to hospitals and healthcare scenarios. national political entities (government, trade unions, spokespersons, minister of health, etc.) occupy the third position in the rank of entities linked to the news, with 19%. political entities from abroad (the who, the european union, the european parliament, etc.), with 9%, and non-political entities from abroad (especially universities, research groups or the media), with 4%, respectively, completed the list of entities. figure 4 details which kind of people are mostly mentioned within the main characters in the information on covid-19. interestingly, national political figures are the most numerous group with 28% of the total, stressing how the crisis is highly politicized. in second place, we find anonymous citizens who are protagonists in 27% of news items on the front page. if political figures normally make it to the front pages, within the covid-19 crisis, anonymous people have become co-protagonists of the front pages. public figures from different countries (with 14%) making statements about the pandemic outnumbered those affected by or suffering from the virus (with 11%) and international political figures (with 10%). finally, health personnel, who have generated important recognition and ovations, have only been the protagonists of 6% of the front page news about the virus, while researchers and scientists (with 4%) occupy the last place in percentage of presence in the front pages. headlines are also of great importance. their location on the page, and the type and size of the title contributes to underlining the importance of the information among the set of pieces selected to appear on that page. in relation to this (see figure 5 ), the study has identified a predominance (160) of appellative headlines, focused on drawing the reader's attention. for this reason, the headlines tend to be non-verbal and have very atomized structures that seek to convey to the reader news about a subject he or she already knows. as an example, figure 6 shows the headlines from italian la repubblica: "tutti a casa" (everybody is at home) and "chiude l'italia" (italy closes) to announce the lockdown measures. headlines are also of great importance. their location on the page, and the type and size of the title contributes to underlining the importance of the information among the set of pieces selected to appear on that page. in relation to this (see figure 5 ), the study has identified a predominance (160) of appellative headlines, focused on drawing the reader's attention. for this reason, the headlines tend to be non-verbal and have very atomized structures that seek to convey to the reader news about a subject he or she already knows. as an example, figure 6 shows the headlines from italian la repubblica: "tutti a casa" (everybody is at home) and "chiude l'italia" (italy closes) to announce the lockdown measures. headlines are also of great importance. their location on the page, and the type and size of the title contributes to underlining the importance of the information among the set of pieces selected to appear on that page. in relation to this (see figure 5 ), the study has identified a predominance (160) of appellative headlines, focused on drawing the reader's attention. for this reason, the headlines tend to be non-verbal and have very atomized structures that seek to convey to the reader news about a subject he or she already knows. as an example, figure 6 shows the headlines from italian la repubblica: "tutti a casa" (everybody is at home) and "chiude l'italia" (italy closes) to announce the lockdown measures. and generally opt for the structure of subject, verb and predicate, enunciating a topic related to the pandemic trying to answer the "what" and the "who" of such information. the expressive ones, which have an evocative function on an event known to the reader, are the scarcest (only 57 have been counted). this reduced number emphasizes the existence of a commitment among the media analyzed to avoid sensationalist headlines or those that seek only to externalize moods. another classification of headlines focuses on speech acts. in relation to these, as shown by figure 7 , the headlines with textual quotations-which reproduce, between quotation marks, the declaration of one of the protagonists of the information-predominate (67 in total). the majority presence of this type of headlines denotes an interest of the media in presenting the information from a personalized standpoint, thus, bringing the stories closer to the subjects that have generated them. indirectly quoted headlines (30) and partially direct headlines (24) accumulate a smaller number of cases. by analyzing the types of verbs used (see figure 8 ), a predominance of strong interpretative verbs, characterized by highlighting the intensity of an action, is detected (43 in total), followed by weak interpretive verbs (a total of 31) which, although with less intensity, denote a willingness of the journalist to give more intensity to an action. the narrative ones, which are more neutral, add up to the continuity of the news about covid-19 on the front pages of the media, both in italy and spain, justifies this tendency towards headlines of an appellative nature that allude to facts that are familiar to the citizens. the informative headlines, with a total of 112 units, are the most conventional and generally opt for the structure of subject, verb and predicate, enunciating a topic related to the pandemic trying to answer the "what" and the "who" of such information. the expressive ones, which have an evocative function on an event known to the reader, are the scarcest (only 57 have been counted). this reduced number emphasizes the existence of a commitment among the media analyzed to avoid sensationalist headlines or those that seek only to externalize moods. another classification of headlines focuses on speech acts. in relation to these, as shown by figure 7 , the headlines with textual quotations-which reproduce, between quotation marks, the declaration of one of the protagonists of the information-predominate (67 in total). the majority presence of this type of headlines denotes an interest of the media in presenting the information from a personalized standpoint, thus, bringing the stories closer to the subjects that have generated them. indirectly quoted headlines (30) and partially direct headlines (24) accumulate a smaller number of cases. and generally opt for the structure of subject, verb and predicate, enunciating a topic related to the pandemic trying to answer the "what" and the "who" of such information. the expressive ones, which have an evocative function on an event known to the reader, are the scarcest (only 57 have been counted). this reduced number emphasizes the existence of a commitment among the media analyzed to avoid sensationalist headlines or those that seek only to externalize moods. another classification of headlines focuses on speech acts. in relation to these, as shown by figure 7 , the headlines with textual quotations-which reproduce, between quotation marks, the declaration of one of the protagonists of the information-predominate (67 in total). the majority presence of this type of headlines denotes an interest of the media in presenting the information from a personalized standpoint, thus, bringing the stories closer to the subjects that have generated them. indirectly quoted headlines (30) and partially direct headlines (24) accumulate a smaller number of cases. by analyzing the types of verbs used (see figure 8 ), a predominance of strong interpretative verbs, characterized by highlighting the intensity of an action, is detected (43 in total), followed by weak interpretive verbs (a total of 31) which, although with less intensity, denote a willingness of the journalist to give more intensity to an action. the narrative ones, which are more neutral, add up to by analyzing the types of verbs used (see figure 8 ), a predominance of strong interpretative verbs, characterized by highlighting the intensity of an action, is detected (43 in total), followed by weak interpretive verbs (a total of 31) which, although with less intensity, denote a willingness of the journalist to give more intensity to an action. the narrative ones, which are more neutral, add up to a total of 19; while the perlocutionary ones, which incorporate an effect that is intended to be achieved by means of an action, are the least numerous, with 18 units counted. a total of 19; while the perlocutionary ones, which incorporate an effect that is intended to be achieved by means of an action, are the least numerous, with 18 units counted. out of all the pieces about the covid-19 crisis, 177, that is to say 35% of the total content on the pandemic, has some kind of photographic accompaniment. only 2 are in black and white, and in 8 have an artistic quality. the reduced number of photographs on the pandemic on the covers is striking, although it could be justified by the difficulty of obtaining images or doing so from a variety of themes that would allow for dynamism and renovation of the covers. regarding the characters that appear in the photographs, public figures such as pope francis, or celebrities, like sportsmen or writers have taken over the front pages (28.85%). the second leading role is played by anonymous citizens who appear in everyday scenes, with a total of 24%, and national politicians account for 19%. only 3% have images of people affected by or patients who have contracted coronavirus. international political figures account for 8% of the total. finally, health personnel only appear in 14% of the photographs and scientists and researchers in 3%. the visual framing also shows a certain level of both spectacularization (with the presence of celebrities) and politicization of the crisis, while health workers and scientists that actually are on the frontline of the fight against the virus are less visible. by comparing italian and spanish news outlets, we can observe how covid-19 occupies the majority of the information in both countries. nonetheless, while in spain it occupies 62% of the front page; in italy covid-19 related pieces cover a striking 80% of the information (see figure 9 ). italy was the first european country severely hit by the pandemic, so it makes sense to state that this unpleasant surprise somehow engulfed media attention. with regard to the information that presents a predominance of numeric data, the number of pieces is very low in both countries. spain, with 9%, and italy, with 2%, reinforce the scarcity of information focused only on figures or percentages. this might seem surprising, due to the overwhelming amount of data information (statistics, evolution of case numbers, etc.) we have received during the pandemic, nonetheless it confirms the interpretative role assumed by the printed press: while on line media can offer on line updating, the printed press offers a more interpretative vision of facts. figure 10 displays the main entities portrayed in the information. geographical names, that is to say cities or regions, are the most numerous in the information on covid-19 (51% in italy and 38% in spain), followed by national institutions not linked to politics, which, with 21% in italy and 24% in spain, show the prominence that this type of institution has acquired in the framework of this crisis. political institutions are those that occupy the third place with 16% of the total in italy and 25% out of all the pieces about the covid-19 crisis, 177, that is to say 35% of the total content on the pandemic, has some kind of photographic accompaniment. only 2 are in black and white, and in 8 have an artistic quality. the reduced number of photographs on the pandemic on the covers is striking, although it could be justified by the difficulty of obtaining images or doing so from a variety of themes that would allow for dynamism and renovation of the covers. regarding the characters that appear in the photographs, public figures such as pope francis, or celebrities, like sportsmen or writers have taken over the front pages (28.85%). the second leading role is played by anonymous citizens who appear in everyday scenes, with a total of 24%, and national politicians account for 19%. only 3% have images of people affected by or patients who have contracted coronavirus. international political figures account for 8% of the total. finally, health personnel only appear in 14% of the photographs and scientists and researchers in 3%. the visual framing also shows a certain level of both spectacularization (with the presence of celebrities) and politicization of the crisis, while health workers and scientists that actually are on the frontline of the fight against the virus are less visible. by comparing italian and spanish news outlets, we can observe how covid-19 occupies the majority of the information in both countries. nonetheless, while in spain it occupies 62% of the front page; in italy covid-19 related pieces cover a striking 80% of the information (see figure 9 ). italy was the first european country severely hit by the pandemic, so it makes sense to state that this unpleasant surprise somehow engulfed media attention. int. j. environ. res. public health 2020, 17, x for peer review 9 of 16 the characters that appear in the information correspond to very diverse profiles. national political figures are the most numerous, with 26% in italy and 37% in spain (see figure 11 ). this aspect contrasts with the reduced presence of institutions, as mentioned above. thus, it is possible to with regard to the information that presents a predominance of numeric data, the number of pieces is very low in both countries. spain, with 9%, and italy, with 2%, reinforce the scarcity of information focused only on figures or percentages. this might seem surprising, due to the overwhelming amount of data information (statistics, evolution of case numbers, etc.) we have received during the pandemic, nonetheless it confirms the interpretative role assumed by the printed press: while on line media can offer on line updating, the printed press offers a more interpretative vision of facts. figure 10 displays the main entities portrayed in the information. geographical names, that is to say cities or regions, are the most numerous in the information on covid-19 (51% in italy and 38% in spain), followed by national institutions not linked to politics, which, with 21% in italy and 24% in spain, show the prominence that this type of institution has acquired in the framework of this crisis. political institutions are those that occupy the third place with 16% of the total in italy and 25% in spain. the characters that appear in the information correspond to very diverse profiles. national political figures are the most numerous, with 26% in italy and 37% in spain (see figure 11 ). this aspect contrasts with the reduced presence of institutions, as mentioned above. thus, it is possible to point out that politics is personalized as party politics through the representation of figures of the different parties of the country that complies with the seminal findings of hallin and mancini [41] . the characters that appear in the information correspond to very diverse profiles. national political figures are the most numerous, with 26% in italy and 37% in spain (see figure 11 ). this aspect contrasts with the reduced presence of institutions, as mentioned above. thus, it is possible to [41] . in italy, citizens account for 30% of the total number of items; in spain, they account for only 17%. these differences are equally visible in the presence of researchers or scientists, which in italy is 9% and in spain reaches 26%. the main characters that appear in the photographs on the covers, displayed by figure 12 , show important differences between the two countries. celebrities or public figures are the ones that absorb the most attention, with 26% of the total in italy and 30% in spain. this aspect emphasizes the importance given to this type of profile in the information and awareness of the pandemic. citizens, with 16% in italy and 28% in spain, would be in second place. there is, therefore, a prominent role in italy, citizens account for 30% of the total number of items; in spain, they account for only 17%. these differences are equally visible in the presence of researchers or scientists, which in italy is 9% and in spain reaches 26%. the main characters that appear in the photographs on the covers, displayed by figure 12 , show important differences between the two countries. celebrities or public figures are the ones that absorb the most attention, with 26% of the total in italy and 30% in spain. this aspect emphasizes the importance given to this type of profile in the information and awareness of the pandemic. citizens, with 16% in italy and 28% in spain, would be in second place. there is, therefore, a prominent role for anonymous people. national politicians, with 24% and 17%, respectively, would be in third place. patients (with 4% and 3%) and researchers or scientists (with 2% and 3%) hardly appear in the cover images. even if health centers are not the most prominent settings in pictures, we observed how, when looking at the physical spaces represented in the news, summed up in figure 13 , we can observe similarities and differences. first, while italian newspapers offer an emotional representation of the crisis by granting an enormous importance to the representation of empty spaces (such as squares or symbolical touristic spots, like the trevi fountain in rome, that in a normal situation would be crowded), spanish news outlets completely avoid this option, that only account for 2% of the total pictures. in both cases, however, urban spaces are the most recurrent (with 27% in italy and 52% in spain). in addition, although their importance is not prominent, the spaces related to political life (congress, etc.) with 10% in italy and 22% in spain, have a significant presence in the cover photographs. health centers or health camps, with 19% and 12%, are other places that appear next to citizens' homes (with 19% and 10%, respectively). even if health centers are not the most prominent settings in pictures, we observed how, when portrayed, these spaces are emotionally charged to dramatize the tragedy. figure 14 shows two examples of spanish newspapers el mundo y el país showing coffins of victims in the middle of the crisis. even if health centers are not the most prominent settings in pictures, we observed how, when portrayed, these spaces are emotionally charged to dramatize the tragedy. figure the covid-19 crisis has been a shocking reality that took most countries by surprise. italy and spain have been amongst the first in europe to be hit by the pandemic. thus, observing media behavior is especially interesting. to answer our research questions, we can state that the covid-19 crisis has been covered mainly in an informative way: the analysis of the two main newspapers in spain and italy allows to observe a predominance of informative journalistic genres. in particular, the predominant genre is the brief, short news items, which lack contextual information, and do not offer in depth information to the readership. however, the choice of images, that is to say the visual framing of the stories, seems to suggest an emotional turn. in other words, even if the predominance of informative genres, together with the the covid-19 crisis has been a shocking reality that took most countries by surprise. italy and spain have been amongst the first in europe to be hit by the pandemic. thus, observing media behavior is especially interesting. to answer our research questions, we can state that the covid-19 crisis has been covered mainly in an informative way: the analysis of the two main newspapers in spain and italy allows to observe a predominance of informative journalistic genres. in particular, the predominant genre is the brief, short news items, which lack contextual information, and do not offer in depth information to the readership. however, the choice of images, that is to say the visual framing of the stories, seems to suggest an emotional turn. in other words, even if the predominance of informative genres, together with the avoidance of openly emotional headlines might suggest that the analyzed newspapers have avoided sensationalism, both the mentioned visual framing and the increased presence of anonymous citizens and celebrities among the subjects, can be interpreted as an attempt to humanize the information pieces, emotionally charging them. in particular, it is important to stress out the high level of politicization of the crisis: politicians have been the most recurrent actors both in the information and in the pictures. this, as seen, seems contradictory to the scarce presence of institutions. this result, however, should not be of surprise since, as already pointed out by hallin and mancini [41] , both spain and italy belong to the polarized pluralist model, in which party politics is predominant to institutional politics. moreover, both countries are characterized by high intensity political polarization, therefore the management of the crisis has been the source of harsh political conflicts between government and opposition, that has been reflected by the media. concretely, spanish media outlets are the ones that give a more political vision of the crisis. accordingly, we observed a trend to objectify the different news actions and events through the use of geographical entities. the use of physical enclaves (italy, spain, milan or madrid, for example) lead to a simplification or generalization of reality that can bias the reading and interpretation of what has happened. in the same vein, it is important to stress that both health personnel and researchers directly involved in the fight against the virus, have a negligible presence both in pictures and information. in conclusion, we can sum up that the protagonists of the pandemic are not those affected, or involved in the fight, but rather anonymous citizens, and especially celebrities and politicians. these results cannot be discussed without taking into consideration the general framework of the social responsibility theory. as pointed out by mcquail in his seminal work [42] , media should accept and fulfil certain obligations to the society and should meet high professional standards of accuracy, truth, objectivity and balance. therefore, journalists and professionals should be accountable to the society reflecting and respecting diversity, pluralism as well as diverse points of view and rights of reply. applying these criteria to the specific field of health communication, defined by sixsmith et al. [43] as the study and use of communication strategies to inform and influence individual and community decision that enhance health, encompassing health promotion, health protection, disease prevention and treatment, we see how media are pivotal to the overall achievement of the objectives and aims of public health. in this sense, media practitioners and their organizations should be in charge of delivering rigorous health information, aimed at creating awareness about people's health, to prevent diseases and encourage healthy living. one of the main requirements of good health journalism [44] , thus, is to present evidence-based news with proper perspective, and without giving rise to sensationalism or alarm. as pointed out by many studies [45, 46] journalism training, in order to cope with these new challenges, should lay special emphasis on these aspects, providing not only specific health journalism training, but developing specific media and information literacy training devoted to health issues. acknowledging the geographical limitations, our study allows a series of conclusions to be drawn, which, from a diagnostic perspective, may help both scholars and journalism practitioners and deepen on the behavior and reaction capacity of newspapers in front of important and tragic events such as planetary pandemic. from a scholarly perspective, our work is embedded in a stream of literature that considers media to play a crucial role in framing public debates and shaping public perceptions by selecting which issues are reported and how they are represented [20] [21] [22] [23] . even if, as said, our results are limited to spain and italy, we have shown that printed newspapers avoid the massive use of data or percentages, leaving live updates to on line media, concentrating on more informative and interpretative pieces. this, on the one hand suggest they still play a crucial role in molding public opinion by offering more interpretative content [9] , on the other they directly and indirectly interact with digital media, in charge of giving more live information. for this reason, our results suggest that legacy media should still be examined to see how they influence/are influenced in their interaction with online media. in addition, we have pointed how in both countries the pandemic has been highly politicized. this result, stressing out the salience of the political factor in representing the pandemic, underlines the need for more comparative research, analyzing media portrayal in different contexts and how different media, embedded in different political and cultural contexts, have reacted. in particular, the current corona crisis, having a global reach and effect, could be an ideal occasion to compare media behavior in different countries to observe the existence of similarities and differences, and to which extent different political cultures and political systems modify media reactions to a pandemic, following and proving hallin and mancini's model [41] . in addition, even if reference newspapers seem to opt for an informative approach, their visual framing and the choice of images (i.e., empty places) emotionally charges the information. in this sense, besides the need for more comparative research to prove that this is a global trend, from a practical standpoint, our results align with the findings of previous studies [45, 46] , stressing the need to promote media and information literacy, not only among citizens, but also among media professionals. as demonstrated, both the predominance of short news items, which lack contextual information, and the visual framing can make the process of processing the essence of information messages difficult, making the susceptibility of many people to misinformation as risky as susceptibility to the virus itself. thus, as previously pointed out, in order to achieve rigorous and responsible health information, journalism training should not only provide specific health journalism training, rather media and information literacy skills should be developed in this field. in the same vein, media and information literacy campaigns geared towards citizenship should focus specifically on health issues, since, as the current crisis has showed, health is one of the most sensitive topic when it comes to quality information to avoid the risk of misinformation. accordingly, the current corona crisis underlines the necessity of a reform of science communication. this pandemic has underlined that the media often does not offer rigorous scientific information, prioritizing a (possibly) misleading humanization of news. first, media professionals should be trained and help to implement fact-checking functions, particularly to debunk fake news, misinformation and disinformation on health subjects. moreover, a renewed cooperation and a greater communication between media, health experts, academia and policy makers is essential for improving quality of health news. for this, academic institutions, health bodies, and organizations engaged in scientific and medical research need to improve their communication with media, understanding the need to explain research findings, policies and trends to media professionals, who are in charge of "translating" and diffusing them to citizens. on the other side, media should rely on competent scholars from a wide range of disciplines, interacting, assessing and dialoguing with journalists in order to provide readers, and ultimately citizenship, with a better understanding of science-related issues such as a pandemic. la prensa sensacionalista y los sectores populares systematic literature review on the spread of health-related misinformation on social media effects of health information dissemination on user follows and likes during covid-19 outbreak in china: data and content analysis covid-19 related misinformation on social media: a qualitative study from iran social networks' engagement during the covid-19 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secciones de deportes en los diarios de información general españoles antes de 1936 análisis de contenido y superficie de las primeras páginas de los diarios autonómicos análisis de las temáticas y tendencias de periodistas españoles en twitter: contenidos sobre política, cultura, ciencia el diseño periodístico en la prensa diaria media literacy and new humanism fact-checking' vs. 'fakenews': periodismo de confirmación como recurso de la competencia mediática contra la desinformación the challenge of teaching mobile journalism through moocs: a case study análisis de los contenidos de elementos impresos de la portada de diario correo edición región puno cómo se fabrican las noticias. fuentes, selección y planificación la prensa on-line. los periódicos en la www digitizing the news. innovation in on-line newspapers el periodismo y los nuevos medios de comunicación internet para periodistas comparing media systems: three models of media and politics mass communication theory health communication and its role in the prevention and control of communicable diseases in europe: current evidence, practice and future developments health communication: the responsibility of the media in nigeria. spec tejedor calvo, s. analysis of journalism and communication studies in europe's top ranked universities: competencies, aims and courses análisis de los estudios de periodismo y comunicación en las principales universidades del mundo. competencias, objetivos y asignaturas this article is an open access article distributed under the terms and conditions of the creative commons attribution (cc by) license key: cord-307846-t8ejmq71 authors: ugolini, francesca; massetti, luciano; calaza-martínez, pedro; cariñanos, paloma; dobbs, cynnamon; ostoic, silvija krajter; marin, ana marija; pearlmutter, david; saaroni, hadas; šaulienė, ingrida; simoneti, maja; verlič, andrej; vuletić, dijana; sanesi, giovanni title: effects of the covid-19 pandemic on the use and perceptions of urban green space: an international exploratory study date: 2020-10-16 journal: urban for urban green doi: 10.1016/j.ufug.2020.126888 sha: doc_id: 307846 cord_uid: t8ejmq71 urban green space (ugs) is an essential element in the urban environment, providing multiple ecosystem services as well as beneficial effects on physical and mental health. in a time of societal crisis these effects may be amplified, but ensuring that they are maintained requires effective planning and management – which is a complex challenge given the rapid changes in modern society and the need for continual adaptation. this study aims to identify the drivers that normally attract visitors to ugs, and to assess the effects of social isolation on the usage and perception of ugs during the covid-19 pandemic. we conducted an online survey during the period in which restrictive measures were imposed in response to the pandemic (march-may 2020), in croatia, israel, italy, lithuania, slovenia and spain. results showed that urban residents normally have a need for accessible ugs, mainly for physical exercise, relaxing and observing nature. the reduction in ugs visitation during the containment period was related to distinct changes in the motivations of those who did visit, with a relative increase in "necessary activities" such as taking the dog out, and a reduction in activities that could be considered non-essential or high-risk such as meeting people or observing nature. behavioral changes related to proximity were also observed, with an increase in people walking to small urban gardens nearby (e.g. in italy) or tree-lined streets (e.g. in spain, israel), and people traveling by car to green areas outside the city (e.g. in lithuania). what the respondents missed the most about ugs during the pandemic was "spending time outdoors" and "meeting other people" – highlighting that during the covid-19 isolation, ugs was important for providing places of solace and respite, and for allowing exercise and relaxation. respondents expressed the need for urban greenery even when legally mandated access was limited – and many proposed concrete suggestions for improved urban planning that integrates green spaces of different sizes within the fabric of cities and neighborhoods, so that all residents have access to ugs. in a world of increasing urbanization and with more than half of the population living in cities, urban green space (ugs) is a crucial element for urban transformation and the sustainability of cities (andersson et al., 2015) . prominent tendencies and movements in urbanism, such as landscape urbanism (waldheim, 2016) , ecological urbanism (mostafavi and doherty, 2016) , ecological landscape urbanism (steiner, 2011) and ecosystem urbanism (rueda, 2019) emphasize that prioritizing nature and ecological considerations can improve the quality of life in citiesand that ugs is the key. ugs directly and indirectly promotes a better quality of life (sanesi et al., 2011) , as it can provide refuge from an increasingly stressful everyday lifestyle j o u r n a l p r e -p r o o f (van der berg et al., 2010) , encourage social cohesion (zijlema et al., 2017) , stimulate physical activity (hunter et al., 2015) , improve health (van den bosch and sang, 2017) and even enhance a person's wellbeing and mental state (nath et al., 2018; tsai et al., 2018) . ugs includes a diversity of biophysical structures and their ecological processes, which combine to support the city's "green infrastructure" and provide multiple "ecosystem services": namely provisioning services, regulating services and cultural services (haines-young and potschin, 2018) . the european commission (ec, 2013) has highlighted the importance of integrating these divergent approaches to service provision in cities, and transforming the traditional concept of isolated ugs (parks and gardens) into a comprehensive vision of green infrastructure. this vision is also reinforced in the eu biodiversity strategy 2030 (ec, 2020) and new green deal (ngd) (ec, 2019) . the intended optimization of es that this implies is seen as a necessary response to the rapid changes in lifestyle that modern urban society is experiencing, as the role and functions of ugs are shifting to adapt to new demands and human needs (derkzen et al., 2017) . ugs represents an urban design resource which is not only aesthetic, but fully functionaland one that must be utilized and nurtured in accordance with the holistic and comprehensive concept of green infrastructure, integrating the perceptions and preferences of citizens in planning proposals and management of this resource in the future (ryan, 2011) . human perceptions and preferences towards nature are believed to be either innate (e.g. evolutionary theories such as "biophilia" by wilson (1984) , or attention restoration theory by kaplan & kaplan (1989) ), or learned (according to cultural theories)in the latter case being shaped by social, cultural and personal characteristics (tveit et al., 2019) . in many studies carried out on the attitudes that people have toward ugs, significant differences have been found between various localities (de la barrera et al., 2016; riechers et al., 2019) and countries (schipperijin et al., 2010; bertram and rehdanz. 2015) indicating that cultural background as well as environmental factors can condition the expectations and behavior of a particular population. there is much more to be learned about how these perceptions and usage patterns may change in response to external events. research on how a global event of great magnitude may be perceived differently in different j o u r n a l p r e -p r o o f geographical contexts is not frequent. given the worldwide health emergency caused by the pandemic, it is of great interest to explore whether and how citizens' behavior and perceptions of ugs in different places may have changed, above and beyond the ways in which the particular areas were affected by the pandemic and the social restrictions that were imposed. while several major epidemics have occurred throughout the world in recent decades (e.g. sars, mers), the covid-19 pandemic has already had a global impact which is unprecedented in its scope and scale. as governments around the world have responded to the public health threat by imposing social distancing protocols, economic shutdowns and various forms of home quarantine, it has been hypothesized that these measures may have fundamentally changed the relation between humans and public spaces, in terms of use and perception. the purpose of this study was to explore, from an international perspective, the ways in which human behavior, perceptions and attitudes toward ugs may have changed due to restrictions imposed by the containment of the covid-19 outbreak in different countries, in comparison to the period prior to the restrictions. in addition, the study aimed to evaluate citizens' satisfaction with ugs in their locality and elicit constructive recommendations for improvement. the study was conducted in croatia, israel, italy, lithuania, slovenia, and spain. these countries constitute a diverse range of societies and cultures, each with norms and customs that might influence the use and perception of ugseven, and perhaps especially, during the emergency situation triggered by the covid-19 pandemic. the measures implemented to contain the covid-19 outbreak in the six countries studied began on different days, and with different levels of restrictions (supplementary materials (sm) table 1 ). italy was the first country to adopt restrictive measures at a national level. initially (between the 9 th and 20 th of march 2020), sports activities and walking outdoors were allowed, even though public gatherings were prohibited. but the rapid increase in positive cases led the ministry of health to ban any kind of physical exercise or walking j o u r n a l p r e -p r o o f farther than 200 m from home, and going outdoors was allowed only for essential reasons. similar restrictions were imposed on march 22 in israel, only allowing movement 100 m away from home. a few days after the outbreak in italy, spain began recording a dramatic increase in positive cases and on the basis of the italian experience, imposed on march 14 the strictest level of limitationsaccording to which going outside was allowed only for essential activities, and thus the frequentation of ugs was banned. in slovenia, croatia and lithuania, outdoor activities were allowed throughout the period but with strong warnings to keep distance from other people (other than family or close relatives) and to avoid gatherings even between a few people. these restrictions lasted until april 18 in slovenia (where some outdoor activities were allowed), until april 27 in lithuania, and until the beginning of may in the other countries. in italy, although with regional distinctions, vegetable gardening was generally allowed from the 20 th of april. (see further details in sm table 1 ). at the beginning of the isolation period in italy (march 2020), an online questionnaire (using google forms) was developed for distribution to the general public. respondents were asked for informed consent prior to their participation in the survey. a link was provided with information on the researchers conducting the survey, what data would be collected, how the data would be stored, analyzed and reported, and respondents' rights regarding the provided data. participation was voluntary, and participants had the right to leave the questionnaire at any point. the questionnaire was divided into nine sections and contained between 30 and 45 questions, depending on whether respondents self-identified as those who usually visit ugs ("ugs visitors") or those who do not ("non-ugs visitors") and on whether they visited or not ugs during the covid-19 pandemic. the results presented below refer to sections 1-5 (see the structure of the questionnaire in sm table 2 ) and consider responses to an open question (which was included in all countries except slovenia) on the relationship between urbanization, people and nature. the questionnaire was originally developed as an initial exploration in italy, where it was pre-tested by 10 people of different ages and education levels in order to ensure the clarity of the questions and overall j o u r n a l p r e -p r o o f structure. the preliminary version was corrected based on the suggestions and feedback, and then translated from italian into english and into other languages. data collection was concurrent in most countries, starting on the 12 th of april and ending on the 4 th of may 2020 (sm -table 3 ) when a relaxation of restrictive measures to contain the covid-19 outbreak was declared in most countries. restrictions on ugs visitation during the pandemic were largely similar in most countries, despite stricter limitations in italy, spain and israel. in each country, non-probability samples were obtained through an unrestricted self-selected survey (fricker, 2008) . distribution of the online questionnaire initially started through the authors' networks of professional and personal contacts, by email and through social media (facebook, whatsapp, etc.) or posts on websites. participants were kindly asked to fill in the questionnaire and distribute further to their contacts. thus, the distribution proceeded according to a snowball effect, and did not allow for personal identification of individual respondents. the datasets were analyzed by performing descriptive statistics, while logistic regression analysis was used to compare differences among countries. we transformed each item in the questionnaire into a binary variable according to the indicated preference by the respondent (y/n) and calculated the odds ratio (or) and 95% confidence interval (ci) of the association of each item and nationality of the respondents, considering the countries with the highest score for that item as the reference group. the level of significance was set to p<0.05. differences within each country were also investigated by the chi-square test between pairwise options. the same test was also used for comparisons between two datasets (e.g. attitudes of ugs visitors before and during covid-19 restrictions). statistical analyses were performed using r software (https://www.r-project.org/) and particularly the odds ratio (or) package. it should be noted that due to the sample type (purposive sampling) and mode of administration (internet survey), conclusions could be made only for the sampled population. textual responses were analyzed separately. if text provided under the option "other" expressed a concept that was analogous to one of the predefined choices, the answer was coded with that choice, and if a concept that was different from the predefined options was indicated by several respondents, we assigned a common code to those responses to allow further comparative analysis. for the open-ended question, respondents were invited to share "thoughts about urbanization and the relationship between people and nature in the city" which were analyzed using text mining. text mining is a computer-based technique that extracts information from large data sets (feldman and sanger, 2007; fuller et al. 2011) . all responses to open-ended questions were translated into english in order to unify them in a single dataset. the analysis was performed using statistica (release 12, statsoft, inc. 1984 -2014 . the preliminary phase consisted of filtering the text in order to reduce the presence of insignificant words, and words with the same meaning were combined. "indexing" produced a draft list of words that could be further "cleaned" by combining further synonyms and deleting more words. the program computed the raw frequencies of word occurrences, enumerating the number of times that a given word occurs in each text unit. the list of frequencies was used to create a matrix of all the words, which indicates the concurrent presence of words in the same text units. exploratory analysis of the word matrix was done to find the most relevant words and connections between them from the perspective of the respondents. two approaches were applied: correlation analysis (with mapping of p-values to visualize the results), and principal component analysis (pca) . in order to derive the content of the text units with much greater detail, we also performed content analysis (krippendorff, 2004) and thematic analysis (braun and clarke, 2006) . collected data (n=2560) were checked for consistency, and records that were missing essential information were excluded (n=20). the final sample thus consisted of 2540 responses distributed over the six countries, ranging from 230 respondents in israel to 657 in spain. the majority of the respondents in all countries were female (see sm table 4) , with especially high percentages in lithuania (84%), croatia (76%) and slovenia (74%) (α<0.005). respondents were mostly adults in the age range of 30-69 years old, with some differences between countries: the dominant age groups j o u r n a l p r e -p r o o f in spain were 50-59 and 60-69 and in slovenia 40-49 and 50-59, while in other countries the proportions of respondents were more evenly distributed between 40 and 69. in israel, younger respondents (20-29) were also well represented (sm figure 1 ). the majority of respondents in most of the national samples had completed some form of higher education, most notably in lithuania, israel, slovenia, and spain (sm figure 2a ). the italian and croatian samples also included some respondents (on average 25%) whose educational level was listed as a high school diploma (α<0.005). the large majority were employed in a public or private company (α<0.005) (sm figure 2b ), while israel counted the highest percentage of students (22%). most respondents (table 1) reported living in large towns or cities with more than 100,000 inhabitants. the percentage was highest in croatia (74%), and exceeded 50% in every country except italy (45%). if we consider all the respondents living in urban areas, the largest proportions were found in croatia and lithuania (93% and 88%, respectively), followed by italy, israel, spain and slovenia. respondents were firstly asked whether they generally (pre-pandemic) tended to visit or spend significant periods of time in ugs in the place where they live. most respondents (85-95% depending on country) stated that they do visit ugs frequently (table 2) . despite croatia and slovenia showing different percentages of respondents living in urbanized contexts, both recorded the highest rates of visitation, especially among those living in urban areas, with a score significantly different from italy, lithuania, or spain. in italy and lithuania, respondents from large towns and cities were also much more frequent visitors of ugs than those living in small towns and villages or in rural areasthough this was not the case in israel, croatia and slovenia. j o u r n a l p r e -p r o o f table 2 . percentage of ugs visitation in the place of residence and percentage of visitation within each category of place of residence. statistical differences between countries are identified by the odds-ratio test, taking as reference the country with the highest percentage. different lowercase letters in italics indicate that or were significantly different (p<0.05), ns means no difference. significant differences between town size within the same country were identified by the chi-square test and differences are indicated by capital letters at α<0.05. regarding the habits of ugs visitors (sm table 6 ). most respondents declared that they reach the ugs by foot, despite some differences among countries (table 5b ). for instance in slovenia, the percentage was significantly higher than in italy, croatia, and lithuania. private cars were selected as a means of transportation to ugs by lithuanians, significantly more than italians, slovenians, spaniards and israelis. croatians and slovenians tend to use bikes to visit ugs more than spaniards, israelis, and lithuanians, while some italians go by motorcycle. on the other hand, the option of public transportation was only selected by a small minority, though higher in italy than in croatia, slovenia or israel. regarding the type of ugs visited (table 5c ), in all countries except slovenia most respondents indicated visiting an urban park. the largest proportion of visitors to urban parks was in italy (57%), slightly higher than in croatia (55%) and significantly higher than in lithuania, spain, israel and slovenia. urban gardens were most frequented by israelis (15%), with percentages relatively lower among italians and spaniards and near-zero among lithuanians, croatians and slovenians. in slovenia, over half of the respondents (52%) selected green area outside the town; which included forest, as slovenians listed this term separately. riverbanks were frequented by 16% of spanish respondents and j o u r n a l p r e -p r o o f slightly less by respondents from other countries (except israel, with only 4%)while the option of treelined was largely selected by lithuanians (8%). in all countries, most respondents declared that they visit a green space more than once a week (table 5d) , with the largest majorities in slovenia and spain. italy also recorded the highest percentage for the option several times a month as compared to other countries, whereas slovenia recorded the highest percentages of respondents visiting a ugs once a month. few respondents, ranging from 0% in slovenia to 7% in lithuania, declared going to ugs less than once a month. and significantly more than israel, italy or croatiawith an even greater difference from lithuania. however, the option of relaxing was also frequently selected, especially in slovenia, italy and croatia, and this was the main reason mentioned for visiting a green space in lithuania (34%). observing nature, going out with children and walking the dog were selected as secondary options. in particular, observing nature was selected mainly by italians, significantly more than croatians and slovenians. respondents from the latter countries more often selected walking the dog than those from lithuania, italy, spain or israeland lithuanians selected taking the kids outdoors more than spaniards, slovenians, italians or israelis. meeting people was scarcely selected, though registering more as a priority for croatians, israelis and slovenians than for italians, lithuanians or spaniards. respondents were asked whether or not they had visited any ugs during the period of covid-19 containment measures. those who used to visit some type of ugs before the pandemic (ugs visitors) generally continued to do so (table 3) significant differences between the two categories (ugs visitors vs. non-ugs visitors) were identified by the chi-square test. differences are indicated by * at α< 0.05, ** at < 0.01 and *** at α< 0.005. regarding the pre-pandemic ugs visitors, who represent the large majority in all countries, significant differences were observed during the containment period in the distance traveled to ugs with respect to the pre-covid situation (fig. 1 ). in general, there was a tendency to visit green spaces at closer distances (< 200 m) in israel, italy and spain, although the differences were only significant in spain (α<0.01). however, in croatia, italy, lithuania and spain the percentage of respondents traveling farther was slightly higher than the percentage of those going shorter distances (α<0.05) (sm j o u r n a l p r e -p r o o f fig. 1 percentage of variation in the distance traveled to ugs during the containment period relative to the pre-pandemic period, among ugs visitors. significant differences between the two situations (before vs. during covid-19) were identified by the chi-square test. differences are indicated by * at α< 0.05, ** at α < 0.01 and *** at α< 0.005. the or cross-analysis comparing travel distance with place of residence (large city, small town, rural etc.), showed significant correlations in israel, italy, lithuania and slovenia (sm -table 8 ). people living in a village or a rural area in israel were more likely to travel more than 500 meters to visit a green area than those living in a large town or city. italy and lithuania showed opposite results, with people living in big towns or cities more likely than people living in small towns (or in villages/rural areas, in italy) to travel over 500 meters. the latter trend was also found in slovenia, particularly among people living in villages or rural areas, who preferred travelling shorter distances than urbanites. the most commonly reported way of reaching ugs in all countries during the containment period was on foot (α<0.05). israel showed the highest percentage, while croatia and lithuania had significantly lower percentages (sm -table 7b ). bicycle travel was mostly selected by slovenians, to a considerably greater extent than israelis and spaniards, while the car was mainly a choice of lithuanians. very few differences within countries were observed between visitor behavior before and during the covid-19 containment in terms of the preferred means of transportation ( figure 2 ). the only statistically significant difference was a decrease in car use in israel (-7%, α<0.05), which was similar to an increase of israelis reaching the green j o u r n a l p r e -p r o o f area on foot when compared to the pre-pandemic behavior. an even larger increase (of 10%, though not statistically significant) in going on foot was seen in italy. fig. 2 . percentage of variation in the means of transportation used by ugs visitors during the containment period relative to the pre-pandemic period. significant differences between the two situations (before vs. during covid-19) were identified by the chi-square test. differences are indicated by * at α< 0.05, ** at α < 0.01 and *** at α< 0.005. regarding the type of green space visited during the pandemic containment period, the majority of respondents in most countries chose urban parks, though to a lesser extent than before (sm table 7c ). the main exceptions were in slovenia (α<0.05) where green areas outside the town were preferred by a large margin, and in italy where the margin was narrower. in fact a relative increase in travel to green areas outside the respondents' place of residence was seen in several other countries as well, reaching 7% (α<0.05) in croatia-where there was a 15% reduction in visitation to urban parks (α<0.01)and smaller percentages in israel, lithuania and spain (figure 3 ). in italy there was a similar reduction of 12% (α<0.05) in frequentation of urban parks, and in spain there was a significant 4% increase in visitors of tree-lined streets (α<0.05)a preference also noticed in israel and croatia. urban gardens were also increasingly appreciated, especially by italiansas compared with croatians, lithuanians, and slovenians. figure 3 . percentage of variation in the type of ugs reached by ugs visitors during the containment period relative to the pre-pandemic period. significant differences between the two situations (before vs. during covid-19) were identified by the chi-square test. differences are indicated by * at α< 0.05, ** at α < 0.01 and *** at α< 0.005. excluding the option "i have not gone", which was mainly selected option by respondents in italy and spain (64% in both countries), the main motivation to visit a green area in many countries was to do physical exercise (indicated as walking or running) followed by relaxing, which was particularly common in lithuania (sm table 7d ). the motivations showing a large decline during the containment (fig. 4) were those that could increase the risk of contagion, such as meeting people, and those we might consider "non-essential", such as observing naturewhich was less selected in every country (reduction by 6-8%), but was still one of the top motivations for lithuanians (sm -table 7d ). physical exercise was the most frequently mentioned motivation during the pandemic in every country except spain and lithuania, most notably in italy, israel and croatia. finally, taking the dog out increased in relative importance in every single country, most significantly in spain (where it rose by over 8%). taking the kids outdoors was most cited by croatians. j o u r n a l p r e -p r o o f figure 4 . percentage of variation in the reasons given for visiting ugs during the containment period (among those who did so) relative to the pre-pandemic period, by ugs visitors. significant differences between the two situations (before vs. during were identified by the chi-square test. differences are indicated by * at α< 0.05, ** at α < 0.01 and *** at α< 0.005. surprisingly, respondents who visited ugs during the covid-19 pandemic declared that they did it quite often (sm -table 7e) , with the option of more than once a week selected by a majority in nearly every country (reaching 93% in slovenia). only in spain once a week was selected more frequently (43% vs. 41%), and italy was the country with the highest proportion of respondents (19%) declaring that they only went out oncemoderately higher than croatia (15%), lithuania (14%) and israel, and much higher than slovenia and spain. when respondents were asked if the ugs visited during the period of containment was the same as the one they visited pre-pandemic, the majority in all countries (except croatia) answered that it indeed was (sm table 9 ). the percentage of those who declared that their visitation changed to a different ugs ranged from 52% in croatia to 10% in slovenia. in an open-ended question (sm -table 10 ), the majority of these respondents in israel, italy and in spain wrote that their main reason was to stay closer to home (presumably following the rules set by local legislation)while in lithuania and slovenia (and by a small margin also croatia) the main rationale given was to avoid people. another consideration that was linked to the local j o u r n a l p r e -p r o o f restrictions was the non-accessibility of ugs in italy and in spain, for the simple reason that they were closed (25% in both countries). respondents were also asked about their perceptions regarding ugs during the period of home quarantine, specifically: a) the possibility of seeing some outdoor "greenery" from the window of their residence, b) the extent to which they "miss" accessing green areas directly, and c) what particular activities related to ugs they miss the most (sm -table 13 ). in terms of a "green view" from the window (table 13a) , the great majority of respondents reported being able to see some form of ugswith highest percentages lacking any such view found in lithuania (17%), italy (14%) and spain (14%). overall the most commonly reported views were of private gardens (ranging from 38% in israel to 20% in spain), with the notable exception of slovenia, where respondents instead referred to natural landscape (34%) or other (52%), represented mostly by a generic green space near buildings, vegetable gardens and playgrounds (45%, 26 and 16% respectively within other). also, the possibility of seeing tree-lined streets was prominently mentioned in spain (32%), israel (28%) and croatia (28%). in response to the question "during the period of closure, how much do you miss going to a green area?", over half of the lithuanians (and nearly half of the slovenians) declared that they did not miss ugs at all, or if so just a little. these cases were exceptional, however, as a clear majority reported missing ugs a lot in italy (64%), spain (64%) and israel (62%)and this was also the top response in croatia (35%) and even in slovenia (30%), where the distribution of responses was especially wide (table 13b) . regarding the aspects of ugs that respondents missed the most (table 13c) , there was considerable variation among countries but several significant patterns do emerge. first of all, respondents from most countries prioritized spending time outdoors, which was the top response in italy (29%) and israel (23%) and nearly so in lithuania (23%) and croatia (22%). in slovenia, on the other hand, this sentiment was not expressed at all; instead meeting other people was missed the most (40%), which was also the top response in croatia (25%) and among the top responses in israel (20%). for spaniards, exercising outdoors was the activity most missed (40%), followed by observing nature (20%)both of which were also missed in israel j o u r n a l p r e -p r o o f (21% and 19% respectively) and the latter in italy (19%). finally, it may be noted that lithuanian respondents missed, above all else, breathing fresh air (28%). the extent to which citizens missed ugs depended on their frequency of visitation. those who never went out during the pandemic missed the ugs the most (sm -table 14) , and this relationship also occurred with the group who did visit ugs during the isolationas visitors who went to ugs more frequently (e.g. more than once a week) missed ugs less than the other groups (sm -table 15 ). respondents missed visiting ugs, although those who could see natural landscape missed it only to a minor extent (sm -table 16 ). finally, the questionnaire respondents were asked for an open-ended reflection on the relationship between urbanization, people and nature. a total of 2280 valid responses were collected, in which the automated text mining identified a total of 59 significant words as the most commonly used by the respondents (sm table 17 ). the five most used terms were "green area" (1791 counts), "city" (603 counts), "nature" (544 counts), "trees" (434 counts) and "human" (289 counts). the correlation analysis of the word matrix (sm fig. 3 ) showed how "green areas" were conceptually linked to other key terms such as "awareness", "city", "greenery", as well as "lack" and "urbanization". moreover, the word "city" was frequently used together with the words "nature" and "trees," and the word "man" was often connected to "health," "nature" and "trees". another perspective was offered by the pca analysis, conducted on the same word matrix: thirteen components were selected explaining 80% of the word matrix variability (sm table 18 ). the most relevant association (p1) was between "green areas", "trees" and "citizens" (39% variability explained). associated to such words were several terms from p2: "nature", "man" and "to create" (13% variability explained). the concepts of "urban" and "life" appeared from p3, and "health", "quality" and "urbanization" from p4. thematic analysis of the entire body of text, identifying text units by their content within the respondent's answer for a total of 2367 valid text units, allowed us to identify 39 individual concepts which were grouped into nine categories, on the basis of the objective and conceptual meaning derived from the original text (sm -table 19 ). these categories were further grouped into three macro-categories, in which 60% of the individual concepts were assigned to the macro-category governance, 23% to awareness and 16% to benefits and services. the concepts associated with the macro-category of governance were the most mentioned in all countriesmost prominently in croatia (accounting there for 92% of the total), followed by lithuania j o u r n a l p r e -p r o o f (74%) and by italy, spain and israel with 50% each (see table 20 in sm for a comparison of the five countries; the slovenian survey did not include this open question). within governance, the greatest number of concepts were related to the category of planning (40%)including tangible recommendations such as the need to "increase the quantity of green surfaces," "adopt approaches to urban planning which integrate green space and tree plantations into new neighborhoods," and "reduce paving and building." an additional 14% of all the individual concepts were related to the category of management, such as "maintenance of green areas" and "quality of management." respondents showed a certain level of awareness of the importance of green areas, emphasizing environmental consciousness, and to a somewhat lesser extent also expressed the need to educate adults and children to care for the environment. indeed, under awareness, the majority of texts referred to consciousness (16%), a term that identifies the text units expressing respondents' own personal awareness in relation to the importance of urban greenery, including have a greater contact with nature and respect for nature. minor categories included education (6%) and valuation (1%), which included concepts that express the importance of recognizing the added value of green areas. texts indicated respondents' awareness either in general terms or with special emphasis on specific benefits (11%)mostly related to health and well-being and psychological state. this study was motivated by the social isolation that was imposed during the covid-19 pandemic in 2020. findings from our online survey in six european countries highlighted some of the changes in behavior and attitude related to the visitation of urban green space that resulted from this altered reality. the samples in croatia, israel, italy, slovenia, lithuania, and spain were all overwhelmingly urban, with most respondents living in large cities (table 1 ). this is highly reflective of the european population overall, and it indicates that most people cannot take ugs for granted. the results demonstrate how adults not only share this need, but they are willing, in general, to travel long distances within or beyond the city to access ugs. in order for ugs to be accessible to the population, they need to be created and maintained within the urban fabric, which is often densely built and characterized by competing land uses. in terms of the reasons that urban dwellers have this need for ugs, it was clearly seen from pre-pandemic results that the most sought-after activities in ugs were physical exercise and relaxing (sm -table) . this was the case for all countries, though italians and lithuanians in particular also expressed an appreciation for nature observation. the use of ugs for running, walking and outdoor sports has been widely studied and found to depend on numerous interconnected variables and aspects of the urban fabricincluding built density and green surface area, pedestrian access, safety and protection from traffic and crime (sreetheran and van den bosch, 2014) . taking children outdoors and walking the dog were also commonly cited activities, the latter also associated with physical exercise (christian et al., 2016) . a key objective of the survey was to discern changes in ugs visitation after the covid-19 restrictions were enacted. in italy and spain, the two largest countries in the survey and the two hardest hit by the pandemic, nearly two-thirds of those who previously visited ugs on a regular basis responded that they simply stopped going (sm table 7) . while this can easily be attributed to the government restrictions on personal mobility during the period of containment, 36% of respondents in each of these two countries did continue making their way to some ugs. this indicates that the need for greenery and open air certainly did not disappear with the legal restrictions to access to such places. the reduced visitation was in fact not evenly distributed among different population groups; for example a larger reduction was seen among female respondents (sm -table 21 )many of whom may have been put off by other duties or the insecurity of parks that were relatively deserted (sreetheran and van den bosch, 2014) . while the restrictions may not have changed people's basic need for ugs, they did lead to an increase in the diversity of ugs that were accessedwith some traveling out of town, and others relying more on tree-lined streets and urban gardens (fig. 3 , sm table 7 ). this finding points to a possible dichotomy in which limitations on regular access to parks could result in trends toward either more localized or more longdistance travel (sm -table 22 ), both of which have environmental implications. the evidence for this dichotomy is also suggested by changes in the modes of transportation used for reaching ugs. while in most countries such changes were not pronounced, a significant reduction in the use of private cars was registered in israel, accompanied by an increase among those arriving on footand in an especially striking result, and one that could have tangible implications for ugs planning, pertains to the stated motivations for changing one's behavior. a strong reduction was seen among people going to ugs for reasons that could be seen as non-essential, such as observing nature or which could pose a risk for possible contagion, such as meeting people (fig. 4) . this is significant because it shows that parks and other ugs have essential functions that are fundamentally different from other types of public places like shops or restaurants. while ugs can indeed serve as centers of public gathering, they can also be vital for the opposite reasonto serve as places where people can find respite and isolation within the crowded city. all of these findings have implications for the design, management, and indeed the appreciation of ugs. when respondents were asked how much they missed ugs, the response was clear, with the large majority missing ugs to a large extent ugs (sm -table 13 ). however this feeling depended on their frequency of visitation, with deeper feelings expressed by those who never went to ugs or went just once during the pandemic (sm table 15 ). the view of greenery from peoples' windows played only a minor role, although those who could see natural landscapes missed ugs only to a minor extent, likely because such views induced a perception of freedom or sense of exploration (sm -table 16 ). regarding what they missed the most during the period of home quarantine, respondents in most countries prioritized the simple idea of spending time outdoorsand while this might seem like a fairly straightforward reaction to the circumstances of being confined to one's home for an extended period, it should be stressed that the question referred specifically to green space, and not to outdoor areas in general. this could be an indicator of the special biophilic importance that greenery has for city dwellers, above and beyond the need for open space such as may be found in a public square that is relatively devoid of vegetation. in this sense, parks and tree-lined streets may once again be seen as having added value not just as public open spaces for gathering, but alsoas indicated during the time of the pandemicplaces of personal refuge within the city (fig. 3) . this in no way diminishes the tremendous value of large public parks, and in fact urban parks were the most selected type of ugs during the pandemic. what many respondents missed most during the pandemic was park-related activity like exercising outdoors and meeting other people (sm -table 13 ); in other words, parks are seen as vital places. in some cases (e.g. israel and italy), observing nature and breathing fresh air j o u r n a l p r e -p r o o f were also highly missed. these findings express the wide range of needs fulfilled by ugsfrom the physical to the cognitive and emotional, and from the tangible to the ethereal. when it came to expressing their general feelings about the relationship between people and nature in the context of urbanization, most respondents focused on tangible issues related to the planning and management of ugs. many focused on design and planning decisions made by local actors, such as increasing the spatial extent of green areas and improving residents' access to them. this reflects a forward-looking, action-oriented attitude on the part of many respondents within the survey sample. it also reflects the large percentage of respondents with higher education (see supplementary material) and presumably with a high level of knowledge or interest in the topic, as demonstrated by the familiarity with specific definitions and laws related to the management of urban green (as expressed in individual textual responses). a concurrent theme, appearing through the selected options of ugs and the responses to the open-ended questions, is related to the importance for urban green infrastructure to be well articulated and inclusive of different types of greenery. in order to create resilient cities, urban planning and design should consider a diverse mix including large parks which can offer spacious open-air green settings, which are useful for visitation (even without large gatherings) of ugs during times of pandemic, together with smaller pocket parks and gardenswhich can guarantee, as much as possible, that all residents will have access to ugs within walking distance from their home. from this perspective, it becomes important to foster the multiple services that different types of ugs provide in the city and to re-think urban policy and planning to respond to new behaviors and needs that have arisen from the covid-19 pandemic (honey-rosés et al. 2020) . for instance, the rise of pedestrian movement and green mobility observed in some countries should be accompanied by the provision of streets, sidewalks and biking trails that are shaded with healthy, appropriately selected and well nurtured trees, connecting green spaces throughout the city through vital green corridors. the authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. j o u r n a l p r e -p r o o f conceptualization, methodology, formal analysis, writing-original draft preparation formal analysis, writing-original draft preparation; pedro calaza-martínez: investigation, data curation, writing-original draft preparation; paloma cariñanos: investigation, data curation, writing-original draft preparation silvija krajter ostoic: investigation, data curation, writing-original draft preparation ana marija marin: investigation, data curation; david pearlmutter: investigation, data curation, writing -review & editing writing-original draft preparation, ingrida šaulienė: investigation, data curation, writing-original draft preparation writing-original draft preparation; andrej verlič: investigation, 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would like to thank all the people and organizations who promoted and distributed the survey in the six countries, as well as all survey respondents.in croatia, this work has been supported in part by the croatian science foundation under the project uip-2017-05-1986. cd was supported by fondecyt 11190295. in spain a special thank to the spanish association of parks and public gardens. key: cord-325077-j77wbcr3 authors: prado-gascó, vicente; gómez-domínguez, maría t.; soto-rubio, ana; díaz-rodríguez, luis; navarro-mateu, diego title: stay at home and teach: a comparative study of psychosocial risks between spain and mexico during the pandemic date: 2020-09-30 journal: front psychol doi: 10.3389/fpsyg.2020.566900 sha: doc_id: 325077 cord_uid: j77wbcr3 context: the emergency situation caused by coronavirus disease 2019 (covid-19) has affected different facets of society. although much of the attention is focused on the health sector, other sectors such as education have also experienced profound transformations and impacts. this sector is usually highly affected by psychosocial risks, and this could be aggravated during the current health emergency. psychosocial risks may cause health problems, lack of motivation, and a decrease of effectiveness at work, which in turn affect the quality of teaching. despite their importance, there are hardly any studies that analyze psychosocial risks of non-university teachers during a health emergency such as that caused by covid-19. objectives: the aim of this study was to analyze the perception of covid-19 and the psychosocial risks of non-university teachers comparing spain and mexico during the state of alarm caused by covid-19. methods: data were collected from 421 non-university teachers (80.2% women; 56.3% from mexico, 43.7% from spain) aged 24–60 (m = 39.32, sd = 10.21) via a self-completed questionnaire during the pandemic from march to april 2020. results: data analysis suggests that inequity is the most important risk, followed by work overload. teachers appear to be moderately satisfied with the information on covid-19 and the measures taken, while their satisfaction with the available resources is lower. when comparing the two countries, significant differences can be observed in every risk considered except for social support, with lower levels in mexican teachers compared to spanish ones. in the case of the perception of covid-19 and its impact, the perception in general of levels of information, measures, and resources is better among mexican teachers than among spanish ones, who present higher scores of the impact of the health emergency. conclusion: the results underline the importance of the professional’s perception of resources during a health emergency, which could prevent to some extent burnout and possible alterations associated with it. the measures taken by the responsible entities and the provision of information do affect teachers not only directly but also indirectly by making them more vulnerable to psychosocial risks that could affect their health and professional performance, thus affecting students as well. on january 09, 2020, the china center for disease control and prevention (china cdc) reported that a novel coronavirus had been detected as the causative agent for 15 of the 59 cases of pneumonia (european centre for disease prevention and control, 2020c; holmes, 2020) . on january 30, 2020, the world health organization (who) declared this first outbreak of novel coronavirus a "public health emergency of international concern" (world health organization, 2020a). on march 11, 2020, the director general of the who declared coronavirus disease 2019 (covid-19) a global pandemic (european centre for disease prevention and control, 2020d; world health organization, 2020b). as of march 25, 2020, all european union (eu)/european economic area (eea) countries and more than 150 countries worldwide are affected (world health organization, 2020a ,world health organization, 2020b . as of april 15, 2020, many eu/eea countries started to adjust their response measures (i.e., gradual opening of school, small shops, and other businesses, etc.) (european centre for disease prevention and control, 2020a) . data from the eu/eea show that around 20-30% of diagnosed covid-19 cases are hospitalized, and 4% have severe illness. hospitalization rates are higher for those aged 60 years and above and for those with other underlying health conditions (european centre for disease prevention and control, 2020b) . since december 31, 2019, and as of may 23, 2020, 5,175,476 cases of covid-19 have been reported, including 338,039 deaths (european centre for disease prevention and control, 2020b) . as this is a new virus, no vaccine is currently available; it may be many months or even more than a year before a vaccine has been tested and is ready for use in humans (european centre for disease prevention and control, 2020d) . main global data on cases and death are shown in table 1 . as can be seen in table 1 , spain and mexico are among the most affected countries, with spain ranking third in europe in terms of deaths reported by covid-19, and mexico ranking third in terms of deaths reported by covid-19 in the americas. on one hand, in spain, the situation has been particularly complicated. as of may 23, 2020, there have been 234,824 confirmed cases in spain, and 28,628 have died according to official data from the european centre for disease prevention and control (ecdc) (european centre for disease prevention and control, 2020d). the first positive diagnosis was confirmed on january 31, 2020 (linde, 2020) , while the first death occurred on february 13 in the city of valencia (caparrós, 2020) . in view of the rapid spread of the virus, since march 14, the spanish government has decreed a state of alarm (boletín oficial del estado, 2020), restricting the mobility of citizens to certain cases, such as the purchase of food and medicines or visits to medical centers or the workplace. all face-to-face teaching activities have been interrupted in spain since march 16, after the state of alarm was decreed (boletín oficial del estado, 2020), although some communities such as madrid or la rioja imposed this measure on their schools a few days earlier. in total, some 10 million students from all educational stages are currently following their academic year at a distance (faro de vigo, 2020) . a large number of teachers took on the tasks of distance teaching without being previously trained for them, nor having specific resources for all this in many cases. this whole situation of stress caused by the pandemic, together with changes in the usual working conditions, could negatively affect not only the psychosocial risks of teachers but also its main consequences such as burnout. on the other hand, in the case of mexico, the first positive diagnosis was confirmed on february 27 in mexico city (british broadcasting corporation, 2020) , almost a month after in spain. on march 30, a "health emergency due to force majeure" was declared as a result of the evolution of confirmed cases and deaths from the disease in the country, which led to the implementation of additional actions for its prevention and control (secretaría de salud, gobierno de méxico, 2020). currently, there have been 62,527 cases, of which 42,725 have been discharged and 6,989 have died, according to official data from the mexican government and ecdc (european centre for disease prevention and control, 2020d; secretaría de salud, gobierno de méxico, 2020) . despite the fact that spain is one of the countries most affected by the pandemic in europe, and mexico in america, we could say that the phase in which both countries are in this sense is different, since at the moment, it seems that spain has reached its peak long before mexico, with the former being in a phase of decreasing new cases, while the latter seems to be in the middle of a phase of increasing new cases. of the total number of cases of 824) , only 10,863 have been recorded in the last 14 days, while of the total number of cases in mexico (62,527), 31,005 have been recorded in the last 14 days, i.e., the figure has practically doubled in the last 2 weeks (as of may 23, 2020) (european centre for disease prevention and control, 2020d). the pandemic caused by covid-19 generates a series of impacts in all spheres of society, posing a challenge in practically all areas. during the pandemic, the population has had to adapt to a number of situations where uncertainty, fear, and, in many cases, pain have been present. these effects may translate into a range of emotional reactions (such as distress or psychiatric conditions), unhealthy behaviors (such as excessive substance use), and non-compliance with public health directives (such as home confinement and vaccination) in people who contract the disease and in the general population (pfefferbaum, 2020) . one of the many sectors that has had to adapt to this new situation and the demands that it entails is that of education. teachers at all levels of education have tried to maintain their fundamental role and continue to carry out their teaching duties, despite the uncertainty of the situation, the difficulties related to their own health and that of their loved ones, the lack of resources (material and knowledge), and the huge amount of extra work that adaptation to teach from home entails, including helping their students to cope to this situation. in particular, nonuniversity teachers (primary and secondary education), aware of the fundamental importance of learning for the development and future school performance of their students, have faced this situation by providing, in most cases, distance education, even if resources were often not available and uncertainty about the situation has always been present. in this context, the factors that are normally important for the good professional performance and well-being of teachers become even more relevant. among them are the so-called psychosocial risks. cox and griffiths (2005) define psychosocial risks at work as aspects regarding work design as well as the social, organizational, and management contexts of work that could potentially cause physical or psychological harm. psychosocial risks and work-related stress are among the most challenging issues in occupational safety and health, impacting significantly on the health of individuals, organizations, and national economies (bailey et al., 2015; bergh et al., 2018) . psychosocial risks arise from poor work design, organization, and management, as well as a poor social context of work, and they may result in negative psychological, physical, and social outcomes such as work-related stress, burnout, or depression (european centre for disease prevention and control, 2020d). more specifically, psychosocial risks have been shown to be related to low job satisfaction (guadix et al., 2015) , health problems (bergh et al., 2018) , work accidents (fornell et al., 2018) , work-related stress (junne et al., 2018) , and burnout (maslach et al., 2001; elshaer et al., 2018) . psychosocial risks are closely related to work-related stress, which has been associated with a reduction in social interaction and the ability to concentrate at work, an increase in physiological pain and cardiovascular problems, and a higher incidence of mental illness such as depression and anxiety (nielsen et al., 2020) . in this same vein, the right management of psychosocial risk helps to prevent accidents and absenteeism (maslach, 2017) , to increase productivity (bakker and demerouti, 2017; bakker and wang, 2019) and to promote well-being at the workplace (hammer et al., 2019) . among the different theoretical models that exist to explain the appearance of occupational stress, karasek (1979) model is the one with the most theoretical and empirical support and it is the one that currently has the most influence and attention. it explains work-related stress according to the imbalance between psychological demands at work (e.g., workload, role conflicts, interpersonal conflicts, job insecurity,. . .) and the control level or resources that the employee has. according to this model, the employee health or well-being depends on the balance of the work demands and the resources that the employees have. when the demands are higher than the resources, it can create a feeling of work-related stress in the employee. in addition, the chronic work-related stress can cause burnout syndrome, being able to appear as several physical or psychosomatic symptomatology. thus, an excess of demands will produce a negative consequence in the employee, as higher burnout; however, having enough resources benefits the employee, decreasing the probability of having higher burnout (hatch et al., 2018) . among the different psychosocial risks, the following stand out because of their importance in relation to the crisis situation and the theoretical reference model: (a) role conflict: this is the situation in which a worker cannot simultaneously satisfy the contradictory role expectations in which he or she is involved. there is role conflict when a worker is being given work tasks without enough resources to complete them and receiving contradictory requests from different people. previous research has shown that problematic levels of distress were 53% more likely for workers reporting role conflict (johannessen et al., 2013) . having to teach from your own home often can bring some role conflict, since familiar conciliation might get more challenging for those teachers who also have to perform other roles, such as being parents, partners, and caregivers in general. (b) lack of organizational justice: lack of organizational justice refers to the extent to which employees perceive they are treated unfairly in their workplace and the perception of the absence of reciprocity in social exchanges (moorman, 1991; kobayashi and kondo, 2019) . low organizational justice is known to be a potential risk factor for poor physical and psychological health among employees (fujishiro and heaney, 2009; kobayashi and kondo, 2019) . (c) workload: it assesses quantitative and qualitative workload. quantitative workload refers to the amount of activities to be performed in a given period of time, while qualitative workload refers to the difficulty of the task and the volume of information to be processed in relation to the time available (gil-monte, 2016). a high workload has been associated with low levels of well-being and higher risks of health problems (pace et al., 2019) . in general, the adaptation to the current pandemic situation requires an extra load of work that teachers (and family and students) have to deal with. (d) interpersonal conflicts: it assesses the frequency with which workers perceive conflicts coming from the school management, colleagues, students, or relatives of the students. interpersonal conflicts have been associated to health problems, particularly to depression (kubik et al., 2018) . in the context of the covid-19 pandemic, uncertainty has often made it difficult to reach an agreement between school, families, students, and teachers about the best way to proceed, which new measures to take in order to adapt, and for how long this measures should be maintained. (e) emotional work: it refers to the effort, planning, and control necessary to express the organizationally desirable emotions during interpersonal transactions (morris and feldman, 1996; ortiz et al., 2012) . previous research has shown that problematic levels of distress were 38% more likely for workers reporting high emotional work (johannessen et al., 2013) . in the context of a pandemic, an extra burden of negative emotions in teachers (such as worry, uncertainty, and fear) would be expected. (f) job insecurity: the perceived threat of losing one's current job in the near future (heaney et al., 1994) , or that the employer did not comply with his or her obligations or promises (breach of psychological contract) (vander elst et al., 2016) , can have equally serious consequences as actual job loss (de witte, 1999) . particularly, job insecurity is considered a stressor that affects negatively the physical, psychological, and social health of the employee (cheng and chan, 2008; de witte et al., 2015; de witte et al., 2016; selenko et al., 2017) . on the other hand, as the karasek model points out, one of the most important resources to cope with psychosocial risk factors is the social support at work. social support at work is defined as the social climate in the work context involving the relationship between the supervisor and coworkers (karasek and theorell, 1990) . it involves both social-emotional and instrumental support. the former refers to the degree of social and emotional integration between coworkers and the supervisor, while instrumental support refers to the collaboration between coworkers and the supervisor to carry out work tasks (martín-arribas, 2007 ). an important potential source of social support is the emotional support of family, friends, and colleagues, which is particularly difficult to have on a confinement situation such as that originated by the covid-19 pandemic. social support and resilience protect individuals from threats to their mental and physical health by reducing or balancing the negative effects of the stressful events they experience in life (woodhead et al., 2016; sun et al., 2017) . as previously stated, a large number of demands and low resources produce a series of negative consequences for workers (karasek, 1979) , of which psychosomatic health problems and burnout syndrome are the most important due to their prevalence and associated consequences. the term psychosomatic refers to all those alterations in which mental processes influence areas of the organism (montiel et al., 2016) . among the most common are various types of symptoms affecting multiple organs and systems. examples of these are back pain, tension headaches, sleep problems, chronic fatigue, heartburn, tension diarrhea, or heart palpitations (jaradat et al., 2016) . burnout syndrome is defined as a prolonged response to chronic emotional and interpersonal stressors at work and is defined by the three dimensions of burnout, cynicism, and inefficiency (maslach et al., 2001) . the prevalence of burnout in education oscillates between 11 and 35.5% depending on the country and the study considered (ratto et al., 2015; villaverde et al., 2019) . a eurofound study (aumayr-pintar et al., 2020) showed that, in portugal, 15% of educational professionals had a moderate risk of burnout, and the employees with burnout syndrome increased from 8 to 15% between 2008 and 2013. in addition, their study (king et al., 2018) with school counselors in australia found that 45% of the sample experiences burnout. given this prevalence in recent years, the study of burnout in the education sector has become increasingly important (kim and burić, 2019; mclean et al., 2019a; schonfeld et al., 2019) . most researches pointed out the importance of burnout on teachers (kaur and singh, 2014; yerdelen et al., 2016; schonfeld et al., 2019) , considering it as a risk for teachers that can negatively affect effective teaching (travers, 2017) , their interaction with their students (travers, 2017) , and their motivation for the job (mclean et al., 2019b) , resulting in absenteeism (makhdoom et al., 2019) , depression (martínez-monteagudo et al., 2019), insomnia (gu et al., 2020) , or a decrease in the capacity to give support to the students (zapf et al., 1999; jennings and greenberg, 2009) . despite the impact of pandemics on the health and wellbeing of citizens, and more specifically of workers, and their clear influence on working conditions, or more specifically on their psychosocial risks, there are hardly any studies that have addressed the effect of a pandemic on psychosocial risks. there are even fewer studies comparing these types of factors during a pandemic in spanish-speaking countries. although there are studies carried out within the framework of different crises, allowing for contextualization of stress situations, these do not focus on the specific case of a pandemic like the one we are facing due to covid-19. this situation is even more limited if we consider the impact on teachers. likewise, the few studies traditionally available have been carried out retrospectively, ignoring their perception of the pandemic, as well as the associated psychosocial risks during the times of greatest severity. after conducting a review of the literature, we were unable to observe any studies focused on teachers that analyzed the psychosocial risks of this group and their perception of the pandemic comparing two spanish-speaking countries at different phases or moments of the pandemic. therefore, the study presented here aims to fill this gap in the literature by offering a first approach to the perception of covid-19 by teachers and its relationship with psychosocial risks, comparing data from spain and mexico. the main aim of this study was to analyze the perception of non-university teachers regarding measures and resources implemented by institutions and governments and its impact on their daily work. also, to analyze the psychosocial risks of these professionals and its relation to the sanitary emergency caused by covid-19 comparing two spanish-speaking countries, spain and mexico, at a moment where the two countries were at different phases of the pandemic. data were collected from a sample of 421 non-university teachers (80.2% women and 19.8% men; 56.3% from mexico and 43.7% from spain) aged 24-60 years (m = 39.32, sd = 10.21) via a selfcompleted questionnaire during the covid-19 pandemic from march to april 2020. from spain, participants were aged 24-60 (m = 40.17, sd = 8.46), 71.1% of whom were women and 28.9% were men. from mexico, participants were aged 20-64 (m = 38.72, sd = 811.28), 86.6% of whom were women and 13.4% were men. at the beginning of the study, the research team contacted different associations and institutions of education in order to reach non-university teachers and invite them via e-mail to participate in the study. in the online invitation, teachers were informed about the purpose of the study and also about how their anonymity and confidentiality were guaranteed. the time cost of completing the questionnaire was 35 min. the eligibility criteria for participants were as follows. inclusion criteria: (a) to be a teacher in an institution other than university. (b) to be actively working during the moment of assessment. (c) to have signed the informed consent document and confidentiality agreement within the framework of the principles of the declaration of helsinki. the research included the variables and measurement instruments: different questionnaires were used to measure demands, resources, and consequences: the unipsico battery (gil-monte, 2016), the burnout assessment tool (bat) (schaufeli et al., 2019) , and the job insecurity scale (vander elst et al., 2014) . the demand factors include: taken from unipsico battery (gil-monte, 2016). role conflict is the situation in which a worker cannot simultaneously satisfy the contradictory role expectations in which he or she is involved. the scale is composed of five items (e.g., "i receive incompatible demands from two or more people"). participants are asked to score the frequency with which they have experienced the situation described in each statement on a likert-type scale from 0 to 4 (0 = never; 4 = very frequently: every day), with higher scores indicating higher levels of role conflict (scores above 1.6 are considered high, whereas scores equal to or below 0.81 are considered low). the scale has obtained adequate psychometric properties in previous studies and in the present research (total sample: α = 0.84; mexico: α = 0.80; spain: α = 0.84). extracted from unipsico battery (gil-monte, 2016). lack of organizational justice is defined as the perception of the absence of reciprocity in social exchanges. the scale is made up of five items (e.g., "i give up my skin at work compared to what i receive in return"). the response format is on a likert-type scale from 0 to 4 (0 = never; 4 = very frequently: every day), with higher scores indicating higher lack of organizational justice (scores above 2.4 are considered high, whereas scores equal to or below 1.6 are considered low). the scale has obtained adequate psychometric properties in previous studies and in the present research (total sample: α = 0.83; mexico: α = 0.74; spain: α = 0.89). taken from unipsico battery (gil-monte, 2016). it assesses quantitative and qualitative workload on a likert-type scale from 0 to 4 (0 = never; 4 = very frequently: every day). quantitative workload refers to the amount of activities to be performed in a given period of time, while qualitative workload refers to the difficulty of the task and the volume of information to be processed in relation to the time available. it consists of six items, three quantitative (e.g., "is it possible for you to work at a relaxed pace?") and three qualitative (e.g., "when you are working, do you encounter particularly hard situations?"), with higher scores indicating higher workload (scores above 2.17 are considered high, whereas scores equal to or below 1.51 are considered low). the scale has obtained adequate psychometric properties in previous studies and in the present research (total sample: α = 0.76; mexico: α = 0.62; spain: α = 0.80). extracted from unipsico battery (gil-monte, 2016). it assesses the frequency (0 = never; 4 = very frequently: every day) that workers perceive conflicts coming from the hospital management, colleagues, patients, and relatives of the patient. the scale consists of six items (e.g., "how often do you have conflicts with your colleagues?"), with higher scores indicating higher interpersonal conflicts (scores above 1 are considered high, whereas scores equal to or below 0.6 are considered low). the scale has obtained adequate psychometric properties in previous studies and in the present research (total sample: α = 0.60; mexico: α = 0.58; spain: α = 0.57). it was measured using the job insecurity scale (vander elst et al., 2014) . it consists of five items (e.g., "i feel insecure about the future of my job") designed to measure quantitative job insecurity (i.e., insecurity to lose the job as such). respondents were asked to rate these items on a 5-point likert-type scale, ranging from 1 ("strongly disagree") to 5 ("strongly agree"), with higher scores indicating higher levels of job insecurity. the scale has obtained adequate psychometric properties in previous studies and in the present research (total sample: α = 0.87; mexico: α = 0.76; spain: α = 0.91). the resource factors include: extracted from unipsico battery (gil-monte, 2016). this is defined as the availability of help from other people. it evaluates the social support offered by your head of studies, the management of the center, and by your colleagues, in all cases in the form of emotional support and technical support. it consists of six items (e.g., "how often do your colleagues help you when problems arise at work?"). this was answered on a 4-pont likerttype scale (0 = never; 4 = very frequently: every day), with higher scores indicating higher social support at work (scores above 2.83 are considered high, whereas scores equal to or below 2 are considered low). the scale has obtained adequate psychometric properties in previous studies and in the present research (total sample: α = 0.88; mexico: α = 0.88; spain: α = 0.89). the consequence factors include: included in the unipsico battery (gil-monte, 2016). it assesses the frequency of occurrence of psychosomatic problems related to the perception of sources of stress at work. it consists of nine items related to different systems of the organism (e.g., "have you been worried that, without making any effort, your breathing would be cut off?"). it was answered on a 4-pont likert-type scale (0 = never; 4 = very frequently: every day), with higher scores indicating higher psychosomatic problems (scores above 1.67 are considered high, whereas scores equal to or below 0.89 are considered low). the scale has obtained adequate psychometric properties in previous studies and in the present research (total sample: α = 0.90; mexico: α = 0.90; spain: α = 0.90). it was assessed using the reduced version of the bat (schaufeli et al., 2019) . it consists of 12 items that evaluate four scales: (european centre for disease prevention and control, 2020c) exhaustion (e.g., "at work, i feel mentally exhausted"), mental distance (e.g., "at work, i have trouble staying focused"), emotional impairment (e.g., "i don't recognize myself in the way i react emotionally at work"), and cognitive impairment (e.g., "i make mistakes in my work because i have my mind on other things"). participants are asked to score the frequency that they have experienced the situation described in each statement on a likert-type scale from 0 to 4 (0 = never; 4 = very frequently: every day), with higher scores indicating higher levels of burnout. the instrument has obtained adequate psychometric properties in previous studies and in the present research (total sample: α = 0.91; mexico: α = 0.89; spain: α = 0.91). this is an ad hoc questionnaire of 13 items constructed to measure different aspects related to the health emergency caused by the covid-19. the aspects considered are: available resources (provided by the health center, regional government, and national government, e.g., "i feel that my center has put sufficient resources to deal with covid-19 in my daily work"), information {provided by the health center, regional government, and national government, e.g., "i consider that from the regional government [e.g., state of sinaloa (mexico)/or autonomous community (spain)] i have been given enough information to deal with covid-19 in my daily work"}, measures (taken by the health center, regional government, and national government, e.g., "i believe that sufficient measures have been taken by the national government to address covid-19 in my daily work"), and impact on work (workload, labor conflicts, work-related stress, and workrelated concerns and fears, e.g., "the covid-19 has increased my workload"). the subjects score on a likert-type scale his or her level of agreement or disagreement with the statements (1 = totally disagree, 5 = totally agree). scores range from 1 to 5, with higher levels indicating greater satisfaction with the resources available, information, and measures taken, as well as higher levels of impact on work. the scale has obtained adequate psychometric properties ( a descriptive statistical analysis was performed for all study variables, as well as correlations and mean comparison analysis. all analyses were carried out using the statistical package spss (statistical package for the social sciences, version 25, armonk, ny, united states: ibm corp.). sociodemographic from the total sample of 421 non-university teachers, 237 were from mexico and 184 from spain. the great majority worked in a public institute (84.8%); 32% taught in kindergarten, as it can be seen in table 2 , regarding psychosocial risks, that teachers in spain present medium levels on all of the psychosocial risks, whereas teachers in mexico present medium levels on lack of organizational justices and of social support and low levels on the rest of psychosocial risks. as it can be seen in table 3 , during the pandemic, teachers in spain rated the resources, information available, and measures taken by the government and the hospital below the mean value of the answer scale, which points to a tendency to consider resources, information, and measures as insufficient. the highest scores from teachers in spain are regarding the impact of covid-19 on their jobs, although the scores in this case are also below the medium value of the answer scale. teachers in mexico, on the other hand, rated the resources and information available and the measures taken by government and the hospital above the mean value of the answer scale, which points to a tendency to consider resources, information, and measures as sufficient. the lowest score for teachers in mexico is the impact of covid-19 on their jobs. analysis of the mean comparison among the variables of the study was carried out between data from teachers in spain and mexico (table 4 ). in general, it seems that the pandemic has a greater effect in the case of spain, since there are statistically significant differences in all dimensions except social support, with higher levels of risk and consequences in the spanish case. likewise, there is greater satisfaction with the available information, resources, and measures in the mexican case than in the spanish case, and finally, there seems to be a greater impact of the pandemic on the work and life of teachers in the spanish case in comparison with the mexican case. the results of the correlation analysis among the variables are shown in table 5 . as it can be seen, almost all the variables are very strongly related. the only correlation that is not statistically significant is between the impact of covid-19 in the workplace and social support. when focusing on correlations among the variables in teachers from spain and mexico separately, the situation slightly changes ( table 6 ). in the case of teachers in spain, many of the psychosocial risks correlate between them, except for job insecurity that does not appear related to any of the resting variables. also, from the covid-19-related measures, information and measures are related with a higher number of psychosocial risks, whereas impact is less related to the rest of the variables (psychosocial risks as well as the resting covid-19-related measures). on the other hand, in the case of teachers in mexico, variables are also very strongly related between them, although lack of organizational justice and job insecurity are less related to the rest of the variables. also, in contrast with the case of spain, impact appears related with the rest of the covid-19-related measures. the current crisis caused by the coronavirus is a challenge not only in the health field but also in all spheres of society. in this context, professionals at all levels have had to adapt to new working conditions, in addition to dealing with the pandemic in their personal lives and as members of the community. among them, teachers of preschool and primary and secondary education have had to assume their important role in the best possible way, with limited means and resources and with the uncertainty of the moment and with the enormous responsibility that comes with educating and training children and adolescents, helping them to cope with the crisis and often providing relief as much as possible with homework and how to take school home (boletín oficial del estado, 2020; faro de vigo, 2020) . considering that teachers are vulnerable to burnout and job stress (zapf et al., 1999; jennings and greenberg, 2009; kaur and singh, 2014; yerdelen et al., 2016; travers, 2017; makhdoom et al., 2019; martínez-monteagudo et al., 2019; mclean et al., 2019b; schonfeld et al., 2019; gu et al., 2020) , and therefore the negative consequences these can have on their health and professional performance (bergh et al., 2018; fornell et al., 2018; junne et al., 2018; european centre for disease prevention and control, 2020d) , it is essential to study how psychosocial risks affect this group at a time of such vulnerability and general demand as the present. the literature on social risks to teachers in a pandemic context is extremely limited; however, it is critical to study the extent to which factors related to teachers' well-being may be affected during a health crisis such as the current one in order to ensure the well-being of teachers and, in turn, the children and adolescents in their care. this study has sought to explore the extent to which teachers are affected by psychosocial risks during the pandemic and how these risks relate to teachers' perceptions of the pandemic in terms of resources, measures, information, and impact. at the same time, it compares data of teachers in mexico with data of teachers in spain, two countries heavily affected by the pandemic and yet at very different stages of its development: spain in the midst of a drop in cases, mexico in the midst of a rise (european centre for disease prevention and control, 2020d) . at the time of collecting the data, the coronavirus crisis was at its peak in spain, while in mexico, it was in a more initial phase. this facilitates the interpretation of some of the data found. the main results of the study show, on the one hand, that teachers in spain as well as teachers in mexico inform about perceiving lack of organizational justice during the pandemic but, at the same time, to perceive social support. teachers in spain, however, also inform about role conflict, workload, interpersonal conflict, psychosomatic problems, and burnout. these data go in line with previous literature about the social risks that teachers are exposed to (zapf et al., 1999; jennings and greenberg, 2009; kaur and singh, 2014; yerdelen et al., 2016; travers, 2017; makhdoom et al., 2019; martínez-monteagudo et al., 2019; mclean et al., 2019b; schonfeld et al., 2019; gu et al., 2020) . regarding resources and information available about covid-19, the impact of covid-19 on their jobs, as well as measures taken by responsible entities (national and regional government, as well as work center), data from teachers in spain point to a perception of insufficient resources, information, and measures and to a perception of a moderatehigh impact of covid-19 on their jobs. regarding teachers in mexico, data point to a perception of sufficient resources, information, and measures taken by responsible entities, as well as to a perception of a moderate impact of covid-19 on their jobs. when specifically comparing data from teachers in spain and mexico, the results highlight a difference between teachers in both countries: spanish teachers present more role conflict, lack of organizational justice, workload, interpersonal conflicts, job insecurity, psychosomatic problems, and burnout than teachers in mexico. at the same time, teachers in spain inform about less resources, information, and measures than teachers in mexico, but also about a bigger impact of covid-19 on their jobs, than teachers in mexico. the fact that teachers in spain are more affected by psychosocial risks during the pandemic and are more burned out by work could be due, on the one hand, to the phase of the pandemic at the time of data collection, as the pandemic situation was more severe in spain at the time that the study was conducted. however, it could also be due to the fact that teachers in spain perceive fewer resources, information, and measures taken by responsible institutions, which could in turn worsen some of the psychosocial risks and even be a direct risk factor for burnout. specifically, in terms of the relationship between psychosocial risk factors and covid-19-related measures, these appear to be closely related, although it is true that in the case of teachers in spain, the relationship between covid-19related measures and social risks is clearer than in the case of teachers in mexico. of the covid-19-related measures, the least related to psychosocial risks is the impact of covid-19 on work, while of the psychosocial risks, the least related to the rest of the psychosocial risks and to covid-19-related measures is job insecurity. these data indicate that teachers' perception of the measures taken by the responsible entities, as well as the perception of sufficient information and resources, could influence the psychosocial risks to which these professionals are exposed. as mentioned above, some of the differences are due, on the one hand, to the phase of the pandemic in which both countries were and, on the other hand, to the perception of resources by teachers to face the pandemic and the challenges it poses in their professional life. one of the main limitations of this study is that it presents an analysis of relationships between variables that does not allow for the establishment of causal relationships between them. furthermore, it is a cross-sectional study that does not allow for observing the evolution of the data as the pandemic caused by covid-19 progresses. future studies could make new measurements of the variables when the different phases of the pandemic have passed, which would allow the comparison of the variables taking into account the evolution of the health crisis, as well as the evolution of the psychosocial risks of teachers and the possible development of pathologies that, based on the scientific literature, have been related to the burnout and psychosocial risks described here. despite its limitations, this study shows data collected in a context never before seen, where data on psychosocial risks are not collected a posteriori but in the midst of a pandemic crisis. our data speak of a greater general attrition of teachers in spain, which indicates that the pandemic may indeed be related to greater sources of stress and psychosocial risks. at the same time, data from the present study underline the importance of the perception of resources by professionals, which could prevent to some extent the burnout and the possible alterations associated with it. it is difficult to carry out this type of study in these contexts for a number of reasons, but we believe that it is important to have data to support the fact that the measures taken by the responsible entities and the provision of information affect teachers not only directly but also indirectly by making them more vulnerable to psychosocial risks that could affect their health and professional performance, thus affecting students as well. if this is important in any context, it becomes even more important in a context where the emotional toll on society is more evident than ever. some of the main practical applications of this research would be to know the psychosocial risks during a pandemic in non-university teachers to discover the perception of resources, information, and measures adopted by the different public and private entities to deal with covid-19, as well as to know the impact that this perception has had on the daily work of non-university teachers. these results can help make a difference between building resilience and developing burnout. any data that can clarify the relationships between the variables will be data that will benefit teachers, their students, and society in general. the results obtained in the present study allow to advance and consolidate the research on psychosocial risks during a pandemic while enabling the development of policies for action to improve teachers' coping with a pandemic and occupational health, which in turn will impact the outcomes of their work and society as a whole. the raw data supporting the conclusions of this article will be made available by the authors, without undue reservation, to any qualified researcher. ethical review and approval was not required for the study on human participants in accordance with the local legislation and institutional requirements. the patients/participants provided their written informed consent to participate in this study. vp-g made a substantial contribution to the concept and design of the work, as well as on analysis and interpretation of data, drafted the article and revised it critically for important intellectual content, approved the version to be published, and participated sufficiently in the work to take public responsibility for appropriate portions of the content. mg-d made a substantial contribution to the concept of the work and acquisition of data, revised the article, approved the version to be published, and participated sufficiently in the work to take public responsibility for appropriate portions of the content. as-r made a substantial contribution to the concept or design of the work and on interpretation of data, drafted the article and revised it critically for important intellectual content, approved the version to be published, and participated sufficiently in the work to take public 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development of an instrument we would like to thank all the teachers who have voluntarily participated in this study even though they had a high workload and stress as a result of the health emergency caused by covid-19. we would also like to thank the reviewers and the editor of the journal for their valuable contributions to this paper. the authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.copyright © 2020 prado-gascó, gómez-domínguez, soto-rubio, díaz-rodríguez and navarro-mateu. this is an open-access article distributed under the terms of the creative commons attribution license (cc by). the use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. no use, distribution or reproduction is permitted which does not comply with these terms. key: cord-355935-psnqrdo2 authors: paez, antonio; lopez, fernando a.; menezes, tatiane; cavalcanti, renata; pitta, maira galdino da rocha title: a spatio‐temporal analysis of the environmental correlates of covid‐19 incidence in spain date: 2020-06-08 journal: geogr anal doi: 10.1111/gean.12241 sha: doc_id: 355935 cord_uid: psnqrdo2 the novel sars‐cov2 has disrupted health systems and the economy, and public health interventions to slow its spread have been costly. how and when to ease restrictions to movement hinges in part on whether sars‐cov2 will display seasonality due to variations in temperature, humidity, and hours of sunshine. here, we address this question by means of a spatio‐temporal analysis in spain of the incidence of covid‐19, the disease caused by the virus. use of spatial seemingly unrelated regressions (sur) allows us to model the incidence of reported cases of the disease per 100,000 population as an interregional contagion process, in addition to a function of temperature, humidity, and sunshine. in the analysis we also control for gdp per capita, percentage of older adults in the population, population density, and presence of mass transit systems. the results support the hypothesis that incidence of the disease is lower at higher temperatures and higher levels of humidity. sunshine, in contrast, displays a positive association with incidence of the disease. our control variables also yield interesting insights. higher incidence is associated with higher gdp per capita and presence of mass transit systems in the province; in contrast, population density and percentage of older adults display negative associations with incidence of covid‐19. from a small outbreak linked to a live animal market at the end of 2019 to a global pandemic in a matter of weeks, the sars-cov2 virus and covid-19, the disease it causes, have threatened to overrun health systems around the world. in efforts to contain the spread of the disease, numerous governments in many regions and nations have either recommended or mandated social distancing measures, and as of this writing, millions of people in five continents shelter in place. there are encouraging signs that these measures have mitigated the spread of the virus (e.g., lancastle 2020; lewnard and lo 2020; wilder-smith and freedman 2020) . even so, this has come at a high cost, and the consequences for all spheres of economic, social, and cultural life have been dire (e.g., fernandes 2020; luo and tsang 2020) . as a result, there is a sense of urgency to anticipate the progression of the pandemic, in order to plan for progressive lifting of restrictions to movement and social contact (e.g., kissler et al. 2020) . needless to say, this has become a delicate, and politically charged, balancing act between public health and the economy (gong et al. 2020) . a salient question in the debate about how and when to ease social distancing measures is whether the virus will display seasonal variations. existing research on similar pathogens suggests that the virus could be more stable and potentially easier to transmit in conditions of low temperature and low humidity. while this is encouraging, it is important to keep in mind that "not all seasonal respiratory viruses experience the same spatiotemporal patterns" (de ángel solá et al. 2020, sec. 4) . this urges caution when extrapolating from known viruses. the evidence in this respect is as yet inconclusive, and although easing restrictions as the weather warms may appear tempting, doing so prematurely could well undo weeks or possibly months of costly measures. it is not surprising, given the stakes involved, that this issue has already triggered a lively debate. the current state of knowledge was well-summarized by the national academy of sciences, engineering, and medicine in the u.s. in a recent report (see national academies of sciences, engineering and medicine 2020). engaged by the office of the executive for guidance on this matter, this organization concluded that: "[some] limited data support a potential waning of cases in warmer and more humid seasons, yet none are without major limitations… additional studies as the sars-cov2 pandemic unfolds could shed more light on the effects of climate on transmission" (p. 6). to further complicate matters, much of the relevant work has yet to be peer-reviewed (see for instance the challenge of harbert, cunningham, and tessler 2020; to araujo and naimi 2020) . with the above considerations in mind, our objective with this paper is to investigate the influence of environmental factors, concretely temperature, humidity, and sunshine, on the progression of the pandemic. we adopt a population health approach, and report results from a spatio-temporal model of the incidence of covid-19 in the coterminous provinces in spain, one of the countries hardest hit by the pandemic. we combine data on reported cases of the disease with metereological information, to create a spatio-temporal dataset covering a period of 30 days. we then join this dataset with provincial-level economic and demographic information to act as controls to our key environmental variables. these data are analyzed using a spatial seemingly unrelated regressions (sur) approach, which allows us to model incidence of covid-19 as a contagion process. the results of this research provide evidence of the effect of temperature, humidity, and sunshine on the incidence of covid-19. the clearest result with respect to these variables is a lower incidence of covid-19 at higher temperatures and levels of humidity, while the opposite happens with respect to hours of sunshine. our control variables also provide some intriguing insights. higher incidence is associated with higher gdp per capita and presence of mass transit systems in the province; in contrast, population density and percentage of older adults display negative associations with incidence of covid-19. the results of this analysis provide support to the hypothesis of seasonality of the novel sars-cov2, and should be of interest to public health officials and policy makers grappling with the question of the trajectory of the pandemic. please note that this paper is prepared as a reproducible research document. the source r markdown document, as well as all data and code needed to reproduce/review/extend the analysis can be obtained from a public repository. 1 the global emergence of infectious diseases is mostly driven by environmental, ecological, and socio-economic factors (jones et al. 2008 ). in the case of sars-cov2, the ecological factors include the interaction between humans and wildlife. once transmission of a disease begins to happen between humans, socio-economic and environmental factors become increasingly important. as noted in the introduction, the focus of the paper is on environmental variables, concretely three related to meteorological conditions: temperature, humidity, and sunshine. much of what is known about the potential seasonality of sars-cov2 is a result of research on other pathogens. earlier, diverse studies have shown the effect of temperature and humidity on the incidence of influenza (e.g., mäkainen et al. 2009; jaakkola et al. 2014; kudo et al. 2019) . jaakkola et al. (2014) , for example, found that a decrease of temperature and absolute humidity precedes the onset of symptoms of influenza a and b viruses by 3 days in places where the temperature is low. after the 2002-2004 outbreak of sars, researchers also began to investigate the relationship between these factors and sars-cov (casanova et al. 2010; chan et al. 2011 ). casanova et al. (2010 , for instance, used surrogates to find that virus inactivation was likely more rapid at higher temperatures; in terms of humidity, these researchers reported that survival of the virus was lower at moderate relative humidity levels. chan et al. (2011) also found that viability of the virus that causes sars is also lost at higher temperatures (> 38 • c) and relative humidity superior to 95%. whether results from laboratory experiments will hold when the virus circulates in the community remains uncertain. at a global scale, de ángel solá et al. (2020) see less risk from sars-cov2 in the caribean basin; on the other hand, coelho et al. (2020) warn that at least during the exponential phase, expansion of the virus is not driven by climate. similarly, whereas araujo and naimi (2020) argue that spread of sars-cov2 will likely be constrained by climate, harbert, cunningham, and tessler (2020) remain unconvinced that spatial modelling can currently discriminate the distribution of the disease on the basis of climate, at least in the united states. yao et al. (2020) , examined data from china and came to the conclusion that neither temperature nor ultraviolet indices had an association with transmission of covid-19. this is despite previous research that has linked less exposure to uvb radiation to higher prevalence and severity of acute respiratory tract infections (zittermann et al. 2016; dabrowska-leonik et al. 2018; dinlen et al. 2016; mathyssen et al. 2017; esposito and lelii 2015; jat 2017; moriyama, hugentobler, and iwasaki 2020) . in addition to the environmental variables above, from a population health perspective it is also important to account for potential socio-economic and demographic confounders. to account for population-level factors, the first variable that we consider is gdp per capita. much has been written about globalization and the spread of infectious disease 2 . the growth in global connections has presented a challenge to spatial approaches in the initial stages of disease management, when the cause of a disease may still be unclear but the plane has already departed (zhou and coleman 2016) . in reference to the earlier outbreak of sars, van wagner (2008) chronicles how toronto's status as a global city turned out to be a vulnerability in this respect. in our case, we think of gdp per capita as a marker of a region's relative position in a network of global cities, and its potential to be further ahead in the trajectory of the pandemic. furthermore, wealthier regions also tend to concentrate more activities that produce non-traded goods, including building and construction (hallet 2002) . therefore, it is possible that wealthier regions remain relatively more active even during a lockdown. on the other hand, we cannot discount the possibility that less wealthy regions have a higher proportion of workers in manual occupations who cannot telework, and therefore have more difficulties complying with shelterin-place orders. secondly, we consider percentage of older adults (over 65) in a region. early evidence regarding covid-19 suggests that the case rate mortality is higher at older ages (e.g., the novel coronavirus pneumonia emergency response epidemiology team 2020). however, it is not clear that a relatively large population of older adults necessarily translates into higher transmission rates of the infection. the tool of choice in containing the spread of the disease has been social distancing. in this respect, the evidence from the field of transportation is that older adults tend to travel less frequently, for shorter distances, and have higher rates of immobility than most everyone, except the youngest members of the public (e.g., roorda et al. 2010; morency et al. 2011; sikder and pinjari 2012) . in other words, many older adults are, whether by preference or otherwise, already in a form of social isolation. social distancing during the pandemic may actually reinforce that condition for them, as suggested by the analysis of age-structured social contact in india, china, and italy of singh and adhikari (2020). since the age-structured matrix of social contact in spain is similar to italy (see prem, cook, and jit 2017) , our expectation is that populations with higher percentages of older adults will tend to have lower levels of social contact and hence of incidence. population density is also relevant since it directly affects the contact patterns and contact rates between individuals in a population (hu, nigmatulina, and eckhoff 2013) . the evidence available suggests a positive relationship between the transmission of covid-19 and population density (e.g., cumulative incidence in urban areas like nyc). for this reason, we anticipate a positive relationship between population density and the incidence of the disease. the last variable that we consider as a control is the presence of mass transit systems in a province. every province in spain offers some form of public transportation, but only five provinces have higher order systems of mass mobility (e.g., metro or subway), namely barcelona, madrid, sevilla, valencia, and bizkaia. public transportation has been hypothesized to relate to the spread of contagious disease by some researchers using agent-based approaches and simulation (e.g., perez and dragicevic 2009; wang et al. 2010) , and while we find scant evidence of a link in the literature, the idea is intuitively appealing. after all, unlike the isolation that a car offers to travellers, most mass transit system are cauldrons of social contact. the first reported case of covid-19 in spain was on january 31st, 2020, when a german tourist in the canary islands tested positive for the virus. after this case, it was still a few weeks before the first domestic case was reported, on february 27th in sevilla province (andalusia). in a short period of time, as testing started to ramp up, it became clear that an outbreak was flaring. by march 11th the world health organization (who) declared covid-19 officially a pandemic. this declaration marked a turning point for the public in spain too. as of march 13th, the number of cases of covid-19 reported in spain was 4,473, with a majority of cases (1,990) concentrated in madrid: these numbers were at the time the worst outbreak in europe after italy. in response to the situation, on march 13th the spanish national government declared a state of emergency, to go into effect on saturday march 14th. as part of the state of emergency restrictions to most activities were imposed, with the exception of essential services (e.g., food, health) and some economic subsectors of industry and construction. a few days later, on march 17th, spain closed its lands borders to allow entry only to returnee nationals and permanent residents. the lockdown was further hardened between march 30th and april 12th (including the easter weekend of april 10th-12th) and during this period only essential activities were allowed. during this period, there was a dramatic reduction in overall mobility, both within provinces as between. 3 our dataset includes information about the daily number of cases of covid-19 reported in spain at the provincial level (nuts3 in eurostat terminology) for the period between march 13th and april 11th, inclusive. for our purposes, we consider positive cases reported, but exclude symptomatic cases diagnosed by a doctor without a polymerase chain reaction (pcr) test. the spanish national government publishes periodic updates at the regional level (nuts2) and the information is also released at the provincial level as part of a collaborative project by geovoluntarios.com, 4 providencialdata19, 5 and esri españa (see datadista, 2020) . this information is compiled from several sources, mainly the official web pages of the spanish regional goverments, as documented in centro de datos covid-19. 6 we consider two sets of explanatory variables. the first one, and the focus of this research, are the three environmental variables, collected from official sources (i.g., aemet, the state meteorology agency, and mapa, the ministry of agriculture, fisheries, and food). the second set provides some relevant controls as discussed above, and are also collected from official sources, namely ine, the national statistics institute. table 1 shows the descriptive statistics and the provenance of the data used in this research. the spatial and temporal coverage of the data is as follows. our dataset begins on march 13, which is the first date when every province had reported at least one case of covid-19, and continues until april 11, for a period of 30 days. the unit of analysis is the province. provinces in spain are the equivalent of states, and are embedded in autonomous communities. as an example, cataluña is an autonomous community and consists of four provinces, namely barcelona, gerona, lerida, and tarragona. the size of the provinces is relatively large, as seen in table 1 . the smallest province is 1,978.12 km 2 (this is smaller than rhode island in the u.s.) and the largest province is 21,767.93 km 2 (slightly smaller than new jersey in the u.s.). while this is a relatively large degree of spatial aggregation, reporting on covid-19 is not yet consistent at smaller geographies, or cases are not reported at that level at all. an important aspect of working with environmental data such as temperature, humidity, and hours of sunshine, is the incubation period of the disease. lauer et al. (2020) report for the case of covid-19 a median incubation period of 5.7 days (with a confidence interval between 4.9 to 7.8 days). the vast majority of cases (95%) develop symptoms between 2.6 days (ci, 2.1 to 3.7 days) and 12.5 days (ci, 8.2 to 17.7 days). for this reason, we judge it best to use lagged values of the environmental variables. we test different time lags as follows. we consider a lagged 8-day average, from date-minus-12 to date-minus-5 days (hereafter lag8). secondly, we consider a lagged 11-day average, from date-minus-12 to date-minus-2 days (hereafter lag11). finally, to account for the likely duration of incubation, we consider a lagged 11-day weighted average, from date-minus-12 to date-minus-2 days (hereafter lag11w). the weights for this variable are calculated using the parameters of the log-normal distribution reported by lauer et al. (2020) , that is, a log-mean of 1.621 and a log-standard deviation of 0.418. with these weights, the environmental variables at date-minus-2 and date-minus-12 days are weighted as 0.041 and 0.009 respectively, whereas the environmental variables at date-minus-5 days are weighted as 0.194. these weights have the effect of changing the contribution of daily values to the lagged moving average. for instance, the temperature at date-minus-4-days is weighted more heavily than the temperature at date-minus-10-days, as a closer approximation of the conditions at the most likely time of contagion before the disease became manifest. the seemingly unrelated regression equations model (sur hereafter) is a multivariate econometric model used in different fields when the structure of the data consists of cross-sections for different time periods. the basis of this approach is well-known since the initial works of zellner (1962) , and has become a popular methodology included in several econometrics textbook (e.g., greene 2000) . to our knowledge, anselin (1988) was the first author to discuss sur from a spatial perspective, in the context of spatio-temporal analysis. in his landmark text, anselin discussed a model made of "an equation for each time period, which is estimated for a cross section of spatial units" (p. 141). from this milestone, a large body of research has developed to extend the classical sur into a spatial framework (e.g., rey and montouri 1999; lauridsen et al. 2010; le gallo and dall'erba 2006; lópez, martínez-ortiz, and cegarra-navarro 2017) . the classical sur model without spatial effects (from here, sur-sim) is a stack of equations as follows: where y t = (y 1t , … , y nt ) is a n × 1 vector, and in our case y st is the incidence ratio in the province s (s = 1, …, n) the day t (t = 1, …, t); x t is a n × k t matrix of the k t independent variables, with associated vector of coefficients β t ,; β t = (β 1t , … , β nt ) is a vector of coefficients and ϵ t = (ϵ 1t , … , ϵ nt ) is the vector of residuals. a key feature of the sur model is the temporal dependence structure among the vectors of residuals, namely: note that this specification is very flexible, in that it allows changes in the coefficients β it in order to modulate the effect of the independent variables on y t . this flexibility can be reduced and it is posible to impose restrictions considering some β coefficients as being constant over time. in this case, we can reformulate the coefficients expression β t = (β 1 , … , β r−1 , β r , β r+1 , … , β nt ) to restrict the first r coefficients to be constant across equations. this is equivalent to specifying some effects to be invariant over time. equation (1) can be rewriten in compact form: where y is now a vector of dimension nt × 1, x is a block-diagonal matrix nt × k (with k = ∑ t k t ) and ε is an nt × 1 vector. using the kronecker product notation (⊗), the error matrix structure is expressed concisely as: as is the case with cross-sectional data, it is possible to test the residuals of model (3) for spatial autocorrelation, and several tests have been developed to test the null hypothesis of spatial independence (see lópez, mur, and angulo 2014) . when the null hypothesis is rejected, several alternative specifications have been proposed to include spatial effects (anselin 1988) . in this paper we consider a spatial sur model that incorporates a spatial lag of the dependent variable as an explanatory factor. spatial analytical approaches have been used to understand contagion-difussion processes in the case of infectious disease in general (e.g., cliff, haggett, and smallman-raynor 1998) and the 2003-2004 sars outbreak in particular (e.g., meng et al. 2005; cao et al. 2010 ). while we are mindful of the same caveat that the novel sars-cov2 may not follow the patterns of previous diseases, there is still evidence from the united states that covid-19 displays spatial patterns that are consistent with a diffusion process (desjardins, hohl, and delmelle, 2020) . for this reason, the spatial lag model is appropriate to model incidence of covid-19 geographically, since it accounts for potential spatial patterns that result from a process of contagion, as explained next. the stack expresion for the sur model with a spatially lagged dependent variable (sur-slm) is as follows: this specification assumes that outcome (y st ) at location s and time t is partially determined by the weighted average (wy st ) of the outcome in neighboring provinces, with neighborhood defined by matrix w of spatial weights. in other words, the spatially lagged dependent variable represents a process of contagion, where the disease in neighboring provinces can spillover in a spatial way. the coefficients of the spatially lagged variable are estimated for each time period ρ t and identify the intensity and the sign of the contagion effect. it is possible test the null hypothesis of identical levels of spatial dependence (ρ i = ρ j , ∀i, j). the correspond wald test is available in the r package spsur. the sur-slm model can be estimated using maximum likelihood (lópez, mur, and angulo 2014) or instrumental variables (mínguez, lópez, and mur 2019) . a note regarding the interpretation of the model is in order. it is well-known that coefficients in linear regression models are partial derivatives of the dependent variable with respect to the independent variables, and therefore directly give the marginal effects or rates of change. spatially lagged models, however, are no longer linear. the intuition behind the non-linearity is that the spatial lag expands the information set to include information from neighbouring regions: in other words, the value of an explanatory variable in a spatial unit can have influence in other spatial units via the spatial lag. this makes interpretation of the coefficients less straightforward but also richer (golgher and voss 2016) . the results of lesage and pace (2009) for cross-sectional spatial lag models can be extended to the spatial sur framework. note that, according to elhorst (2014) , the partial derivatives have the following interpretation: if an explanatory variable (x k ) in a particular province changes, not only the incidence rate in that province changes, also incidence rates in other provinces change via the contagion effect. therefore, a change in x k in a particular province has a direct effect on that province, but also an indirect effect on neighbouring provinces. in this way, the ith diagonal element of the matrix of partial derivatives represents the (5) direct effect on the ith province, whereas the non-diagonal elements of ith row of the matrix of partial derivatives represent the indirect effects on other provinces. in order to obtain a global indicator, the direct effect is calculated as the mean of the diagonal elements and captures the average change in incidence ratio caused by the change in x k . likewise, a global indicator of the indirect effects is calculated as the mean of the non-diagonal elements. the total effect is the sum of direct and indirect effects. finally, note that if ρ k = 0, the indirect effects are 0 and the direct effects are equal to β k t. fig. 1 shows the geographical variation in the incidence of covid-19 in spain, as well as the temporal progression of the disease in weekly averages. our analysis begins on march 13. albeit still low, the highest incidence at this early date was in the provice of álava, in the north of spain. álava is not the most populous province, with a population of only 331,549, but it has the highest gdp per capita of all provinces. vitoria, its main city, is the capital of the basque country and has been the focus of efforts, along with san sebastian and bilbao, to develop a "global basque city" (meijers, hoekstra, and aguado 2008) . the other early focus of the pandemic in spain was madrid, which is the most populous province in the country and has the second highest gdp per capita after álava. the early outbreaks in these two provinces can be traced throughout the progression of the pandemic over time, although by the end of the period under study, other provinces had matched and even surpased their incidence rates, including segovia and soria to the north of madrid, and ciudad real and albacete to the south. fig. 2 shows the distribution of the environmental variables in spain. for ease of visualization we aggregate the provinces by autonomous community. each box-and-whisker in the figure represents the distribution of the variable for a community over the 30-day period. in the plot, the communities have been sorted by latitude, so that principado de asturias is the northernmost community, and andalucia the southernmost. as seen in the figure, there is a relatively wide range of values both within and between provinces over the 30-day period examined. the top panel of the figure shows the distribution of mean temperatures. the lowest mean temperature for a community on any given day was approximately 3 • c, and the highest about 20 • c, for a range of approximately 17 • . likewise, there is a great deal of variability in humidity, as seen in the middle panel of the figure, where the lowest mean humidity for any community is approximately 48% and the highest is close to 100%. finally, the bottom panel displays mean daily hours of sunshine in the community. this variable displays the most variability within communities over time, but remains relatively constant across communities. it is important to note that these are summaries by community, and the actual values of these variables for the provinces display somewhat more variability. fig. 3 includes three maps that display the spatial variation of our control variables, namely gdp per capita, percentage of older adults in province, population density, and presence of mass transit systems. as seen there, gdp per capita is higher in madrid and the northeast part of the country, mainly in pais vasco and cataluña. percentage of older adults is somewhat more checkered, with high values in madrid and other provinces in the center-west part of the country, but also in some provinces in the north. outside of provinces with major cities (e.g., madrid; bizkaia and gipuzkoa in pais vasco; pontevedra in galicia), population density tends to be higher in provinces along the mediterranean coast. the final panel in the figure shows the five provinces in the country that have higher order mass transit systems (e.g., metro). fig. 4 shows the distribution of daily simple correlations of incidence of covid-19 with the independent variables (with the exception of transit, which is a categorical variable). these correlations are calculated after log-transforming all variables. as previously discussed, the environmental variables have a temporal lag and were calculated using different time windows. it can be seen in the figure that temperature (in its three forms) has the highest simple correlation with incidence of covid-19. after temperature, gdp per capita has the highest positive correlation with the dependent variable. the distribution of these correlations is also quite tight over the 30-day period of the study. hours of sunshine tends to have a moderately high correlation with incidence of covid-19, but the distribution of these correlations is more spread, and in some cases strays into negative values. a similar thing happens with humidity, which also tends to display more day to day variation in the correlation with the dependent variable. the percentage of older adults shows a relatively tight distribution of day-to-day correlations, and autonomous communities in spain (sorted from north to south) value is negative. population density, in contrast, tends to be negative, but is relatively spread, and on some days, the simple correlation between density and incidence of covid-19 is weakly positive. overall for the period under examination, the pairwise correlations between these variables and incidence are significant at p < 0.05, with the exception of the three sunshine_hours variables. correlation analysis in the preceding section provides some insights about the potential associations between incidence of covid-19 and the various environmental and control variables. in this section we estimate three spatial sur models to test the differences between the various temporal lags and weighting schemes for the environmental variables. accordingly, we define three models: model 1, which is estimated using the lagged 8-day averages of the environmental variables (lag8); model 2, which is estimated using the lagged 11-day averages of the environmental variables (lag11); and finally, model 3, which is estimated using the lagged 11-day weighted averages of the environmental variables (lag11w). to implement the sur approach, we must define a matrix of spatial weights w. in this case, we consider neighborhoods based on adjacency, based on the well-known queen criterion (two provinces are adjacent if they share a boundary or touch at a vertex). the analysis is of the coterminous provinces. 7 for estimation, we log-transform the dependent and quantitative independent variables. the only variable that is not transformed is the categorical variable for transit systems. a log-log transformation is appropriate to capture non-linear relationships between variables and provides a straightforward interpretation of the coefficients as percentage change. furthermore, we introduce restrictions so that the coefficients of two of our control variables are constant over time, namely gdp per capita and percentage of older adults. we do not see an a priori reason to let those two variables vary across equations, and the correlation analysis in fig. 4 also suggest little temporal variation. in contrast, we let the spatial autocorrelation parameter, as well as the parameters of the rest of the independent variables (including the constant) to vary over time. 8 this will be useful to detect whether there are behavioral adaptations at the population level over the course of the period examined. as an example of behavioral adaptations, the effect of density might weaken over time, in the measure that the effects of the lockdown are felt: at full compliance with the lockdown, with people practicing social avoidance, density might matter less than other factors. after estimation, we compare the goodness of fit of the three sur models. fig. 5 shows the equation-level coefficient of determination r 2 , one for each time period/day. as well, the overall coefficient of determination for the system is reported for each model pooled-r 2 . the general trend is identical for the three models, with the goodness-of-fit improving over time and plateuing around a value of r 2 of 0.55. model 1 (lag8) performs somewhat better in the first few equations/days, when the goodness-of-fit is relatively poor, and then again in the last few equations/ variable correlation days. model 3 (lag11w), in contrast, does not perform well towards the end of the study period. the most balanced model in terms of equation-level goodness-of-fit appears to be model 1 (lag8), and this impression is further supported by a slightly higher value of the pooled-r 2 . the analysis using a lagged moving average of the environmental variables is generally in line with the incubation period reported by lauer et al. (2020) , although the results do not support the use of a weighted average. for the remainder of the paper, we will adopt model 1 (lag8) as our best model. in the following section we discuss the results of the analysis in more depth. table 2 presents a summary of the results of model 1 (lag8). recall that two coefficients were constrained and are estimated only for the first equation of the system, and thus are assumed to be constant over time. these are the coefficients corresponding to gdp per capita (p ≤ 0.10) and percentage of older adults (p ≤ 0.05). the sign of the coefficient for gdp per capita is positive, which indicates that wealthier regions tend to have a higher incidence of covid-19. this is in line with the idea that the epidemic started earlier in wealthier places due to their connections to a globalized world. the sign of the coefficient for percentage of older adults, on the other hand, is negative. as previously discussed, the level of social contact of older adults even under normal circumstances tends to be lower than for younger people. as a consequence, places with larger populations of older adults appear to have a natural level of social distancing in place. it is important to note that this does not detract from evidence that older adults are more vulnerable individually and in institutional settings, where their case mortality rates are perhaps the highest of all age groups. instead, this result indicates that their presence in the community at large tends to depress transmission of the virus. of the two other control variables, the coefficient of population density is significant at p ≤ 0.05 in 12, at p ≤ 0.10 in 3 equations, and not significant in 15. the coefficient for transit notes: significance: this is the number of coefficients with p-values as indicated. non-constrained: coefficient was allowed to vary across equations. constrained: coefficient as constant across equations. is significant at p ≤ 0.10 in 20 equations, and of those, significant at p ≤ 0.05 in 18 equations. the next four variables are environmental factors. the coefficient for humidity is significant at p ≤ 0.19 in 20 equations, and of those, significant at p ≤ 0.05 in 15 equations. of the environmental variables, temperature is the only variable that has significant coefficients in every equation at p ≤ 0.05. finally, sunshine has significant coefficients at p ≤ 0.05 in 24 equations. to better understand the results, we proceed to plot the coefficients in their temporal sequence. at this point it is worth recalling that the state of emergency went into effect on march 14. in the following figures, the periods of time indicated in yellow starting on march 14 correspond to the state of emergency, with only essential travel and selected industrial activities allowed; the period of time in orange was the stricter lockdown when only essential travel was allowed. we begin our discussion with the evolution of the spatial autocorrelation coefficient (ρ) in fig. 6 (left panel) . we notice that the magnitude of the spatial autocorrelation coefficient ρ declines over the period under analysis, and is not significant for some days. this is an interesting result: immediately prior to the declaration of the state of emergency, there appears to have been a strong inter-provincial contagion effect. keeping in mind that the incubation period ranges between 2 and 12 days with a median of 5, it is reasonable to expect that the effect of the lockdown will be observed with some delay. indeed, as seen in the figure, the autocorrelation coefficient remains high for several days, then begins to decline around march 23, and continues to weaken over time. at the end of the period under examination, the strength of this effect is much diminished and we would expect that under full compliance with strict lockdown conditions (meaning no inter-provincial mobility) the spatial contagion effect would be zero-as seems to be the case. the intercept (right panel in fig. 6) is indicative of the variation of the incidence of covid-19, other things being equal. here we see that at the incidence declines somewhat immediately after the state of emergency, only to begin increasing again over time. then, the incidence declines again after the stricter lockdown and rebounds to a higher level by april 11. figure 6 . temporal evolution of the spatial autocorrelation coefficient (rho) and the intercept of the model; dots are the point estimates and vertical lines are 95% confidence intervals. in yellow is the period after the declaration of the state of emergency, and in orange is the period when only essential activities were allowed. fig. 7 shows the temporal evolution of the coefficients for the two control variables that were not fixed over time, that is, log (density) (left panel) and transit (right panel). in section "background" we had anticipated a positive sign for the coefficient of density, and indeed, at the beginning of the period the coefficient is positive, albeit not significant, and then remains mostly non-significant for the earlier part of the lockdown. we are somewhat surprised by the way this coefficient turns significant and negative in the later part of the lockdown, after april 1st. this effect, we surmise, is the result of risk compensation, a situation where people adapt their behavior according to the perceived level of risk, becoming more careful when the perceived risk is higher and viceversa (e.g., noland 1995; phillips, fyhri, and sagberg 2011; richens, imrie, and copas 2000) . consequently, residents in high density regions may perceive the risk of infection as being higher, and adapt their behavior accordingly-while the opposite may be true of residents in low density regions. the coefficient for transit is positive, as expected, but with very wide confidence intervals, and in fact not significant in the earlier part of the period. the evolution of the coefficients for the three environmental variables is shown in fig. 8 . despite a mostly positive simple correlation with incidence (see fig. 4 ) once that we control for other factors, humidity has a negative association with incidence of . this is in line with the literature that describes the lower viability and transmission of different viruses at higher levels of humidity. the coefficients for temperature (topright panel) are consistently negative and this variable is, besides the intercept, the only one with significant coefficients in all equations. the range of variation of this coefficient during the period examined is approximately between −1 and −2, although it is important to recall that these values should not be interpreted directly as effects; more on this below. finally the plot for the coefficients associated with hours of sunshine (bottom panel) is more ambiguous: prior to the lockdown, the coefficient was negative, but not significant. however, five days into the lockdown, the coefficient becomes significant and positive. this result stands in contrast to previous findings regarding influenza, where more hours of sunlight reduced the strength and duration of epidemic durations (yu et al. 2013) . a difference with previous studies is the temporal scale of the analysis: where yu et al. (2013) use monthly averages, we use daily data for a much shorter period of time. the positive sign of sunshine may well be another instance of behavioral adaptations, whereby compliance with lockdown orders weakens on sunny days. the preceding discussion helps to establish the inferential contributions of the analysis, and indicate which variables display significant statistical associations with incidence of covid-19. the remaining question is, what are the implications. as discussed in section "methods: the spatial sur model" the effect of a variable is not clear from its coefficient alone, since a change to a variable in a province influences, via the contagion effect, its neighbors. for this reason, the appropriate way to estimate the effects is to calculate both the own effect and the effect due to contagion, or in other words the direct and indirect effects, respectively. the total effect is the sum of the two. a summary of the effects appears in table 3 . all effects in the table are interpreted as percentage change in the incidence of covid-19 as a consequence of a one percent change in the variable. the exception to this is figure 8 . temporal evolution of coefficient for the environmental variables; dots are the point estimates and vertical lines are 95% confidence intervals. in yellow is the period after the declaration of the state of emergency, and in orange is the period when only essential activities were allowed. transit (which was not log-transformed). this variable instead represents the percentage change in incidence between provinces without and with mass transit systems. two variables had temporally constrained coefficients. the estimated effect of gdp per capita is to increase the incidence of covid-19 by 0.449% for each percent increase of this variable (in €1,000 s). in our view, this is a measure of inertia, as provinces with higher gdp per capita where among the first to see exponential growth in the pandemic. percentage of older adults has a negative effect, and each percent increase in this variable is associated with a relatively small reduction of the incidence of approximately 0.67%. the temporal variation of the effects for the rest of the variables is shown in fig. 9 . the largest positive direct effect is transit, and the largest direct negative effects are temperature and humidity. the direct effects of these variables are as follows: for each percent point increase in temperature, there is between a 1% and 2% reduction in the incidence of the disease. this effect is compounded via contagion, as seen in the central panel in the figure, and the indirect effect can further reduce the incidence by up to 0.75%. the effect of humidity is also to reduce the incidence: each percent point of increase in humidity is associated with a reduction of up to 2% in incidence. with the addition of the indirect effect, the total effect of a 1% increase in humidity is to reduce incidence by up to 3%. as seen in the figure, the indirect (i.e., contagion) effects are stronger at the before and at the beginning of the lockdown period. nonetheless, by the end of the period under study, the indirect effects have weakened considerably. what do these effects mean? under a situation of lockdown, inter-regional contagion is reduced, as expected, and the total effects of the variables tend towards their direct effects. in the first few days covered by our analysis the total effect of all variables is greater due to the spatial contagion effect. contagion makes analysis and intervention more complex: the contagion effect essentially acts like a multiplier, whereby developments in each province spill over to their neighbors. once the contagion effect has been tamed, each province can be "treated" independently from its neighbors. it is important, before concluding our discussion, to highlight some limitations of this study. first, the analysis was conducted mostly under a situation of lockdown, and therefore, besides first days of the period examined, one must exercise caution when trying to extrapolate the findings to a situations without lockdown. secondly, it is well known that there is in many countries substantial underreporting of cases of covid-19 due to limited testing. in this case we do not suspect systematic provincial bias in reporting, and as long as the underreporting is consistent across units of analysis, we do not expect biased results; it is still important, however, to remain aware that the number of true cases is likely higher. finally, we defined neighborhoods based on adjacency. it would be interesting to compare adjacency to other connectivity criteria, for instance based on domestic transportation instrastructure and services. we flag this as a matter for future research. in this paper we presented a spatio-temporal analysis of incidence of covid-19 in spain. the analysis covers a 30-day period that begins immediately before the state of emergency was declared in the country. the focus of the research has been on the environmental correlates of incidence of the disease. there is a need for more empirical evidence, as policy makers, public health practitioners, and the public begin planning for the months ahead at this early stage of the pandemic. our results offer strong support for the hypothesis that incidence of covid-19 at the population level is lower at higher temperatures and levels of humidity: the estimated effect is a reduction in the neighborhood of 3% in incidence per each 1% increase in temperature, and a 3% reduction in incidence per 1% increase in humidity under conditions of contagion. these reductions are lower when contagion has ceased (i.e., due to lockdown conditions). the question here seems to be whether these environmental variables can yield a bigger reduction of more cases, or a smaller reduction of fewer cases. our control variables also offer some interesting insights. in particular, there is evidence of behavioral adaptations during lockdown in the form of risk compensation (density) and compliance with the lockdown (sunshine). these results offer a cautionary tale with regards to the effectiveness of the lockdown in more dense areas, and also the implications for compliance with stay-at-home orders as the northern hemisphere moves towards summer and more hours of sunshine during the day. if risk compensation is a factor, then efforts should be made to reduce or eliminate risk compensation in less densely populated regions. a key aspect of the analysis using spatial sur models is that we were able to model incidence of covid-19 as an interregional contagion process. here, we find that the strength of the contagion effect was dramatically reduced by the lockdown. needless to say, the analysis presented here is at the level of population health. for this reason, the analysis does not make any claims with respect to the effect of ultraviolet light on the virus, but rather about transmission of the virus in the population. for example, the analysis does not imply that the virus moves less effectively in places where more people live in close proximity to each other, but rather that humans are more contagious when they feel safe in less dense regions. similarly, more sunshine does not mean that the virus thrives, but rather that humans are more contagious to each other when their behavior adapts to this environmental condition. some directions for future research include investigating other modelling frameworks, such as geographically and temporally weighted regression and/or space-time conditional autoregressive models. in addition, the environmental variables examined here relate to meteorological conditions only, and did not include other environmental factors that may incide in the transmission of the virus, such as pollution. these other factors should be incorporated in future studies. (bivand, pebesma, and gomez-rubio 2013) , spsur (angulo et al. 2020 ) tidyverse (wickham et al. 2019) , units (pebesma, mailund, and hiebert 2016) . notes 1 https://github.com/paezh a/covid 19-envir onmen tal-corre lates. 2 as the globe and mail, canada's paper of record, put it in relation to the sars outbreak in 2003: "globalization means that if someone in china sneezes, someone in toronto may one day catch a cold" (editorial, march 28, 2003, p. a18) 3 https://www.mitma.gob.es/minis terio/ covid-19/evolu cion-movil idad-big-data/movil idad-provi ncial. 4 https://www.geovo lunta rios.org/. 5 https://www.datos covid.es/pages/ provi denci aldata19. 6 https://www.datos covid.es/pages/ sobre-la-inici ativa. 7 as a check for robustness, we also tested the rook criterion (two provinces are adjacent if they share a boundary, but not if they only touch at a vertex), and included the three islands in the sample. in this case we made an allowance for adjacency between the two islands in the autonomous community of canarias in the pacific (las palmas and santa cruz de tenerife), and assumed that islas baleares in the mediterranean are adjacent to three provinces in pais catalans (i.e., barcelona, tarragona, and castello) the results (which can be consulted in the source r markdown document) are robust to the specification of w. 8 we conducted sensitivity analysis letting all parameters vary over time, and while the results are qualitatively similar, the resulting models are less parsimonious. these results are available in the source r markdown document. rticles: article formats for r markdown. software manual spsur: spatial seemingly unrelated regression models. software manual spatial econometrics: methods and models, studies in operational regional science spread of sars-cov-2 coronavirus likely to be constrained by climate ggthemes: extra themes, scales and geoms for 'ggplot2'. software manual gridextra: miscellaneous functions for "grid weathering the pandemic: how 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contagious disease spread risk compensation and bicycle helmets projecting social contact matrices in 152 countries using contact surveys and demographic data us regional income convergence: a spatial econometric perspective condoms and seat belts: the parallels and the lessons aemet: obtain climatic and meteorological data from spanish meteorological agency (aemet). software manual trip generation of vulnerable populations in three canadian cities: a spatial ordered probit approach immobility levels and mobility preferences of the elderly in the united states evidence from 2009 national household travel survey the epidemiological characteristics of an outbreak of 2019 novel coronavirus diseases (covid-19)-china, 2020 toward a dialectical understanding of networked disease in the global city: vulnerability, connectivity, topologies use of gis and agent-based modeling to simulate the spread of influenza welcome to the tidyverse isolation, quarantine, social distancing and community containment: pivotal role for old-style public health measures in the novel coronavirus (2019-ncov) outbreak knitr: a comprehensive tool for reproducible research in r dynamic documents with r and knitr no association of covid-19 transmission with temperature or uv radiation in chinese cities characterization of regional influenza seasonality patterns in china and implications for vaccination strategies: spatio-temporal modeling of surveillance data an efficient method of estimating seemingly unrelated regressions and tests for aggregation bias accelerated contagion and response: understanding the relationships among globalization, time, and disease kableextra: construct complex table with 'kable' and pipe syntax. software manual märz winfried (2016) vitamin d and airway infections: a european perspective key: cord-273494-cl60qmu3 authors: campa, juan luis; lópez-lambas, maría eugenia; guirao, begoña title: high speed rail effects on tourism: spanish empirical evidence derived from china's modelling experience date: 2016-12-31 journal: journal of transport geography doi: 10.1016/j.jtrangeo.2016.09.012 sha: doc_id: 273494 cord_uid: cl60qmu3 abstract china and spain are currently among the top tourist destinations, coming third and fourth place in the 2014 world ranking of tourist arrivals, behind france and the us. tourism is crucial for the economies of spain and china, and both countries have the longest high speed rail (hsr) networks in the world. what role has hsr infrastructure played in the development of tourism in both countries? little research has been done to date, even in europe, to estimate empirically how tourism indicators are affected by new hsr lines. in 2012 a multivariate panel analysis by chen and haynes was applied to 27 chinese regions, and confirmed that emerging high speed rail services (during the period 1999–2010) had significant positive impacts on boosting tourism in china. no similar empirical tool has ever been tested in europe. the aim of this paper is to analyse and validate this tool when applied to the spanish context, and to develop a comparative analysis with the chinese case study. the methodology is applied to 47 spanish provinces during the period 1999–2015, and the results clearly reveal a positive but lower-value link (compared to china) between the increase in certain tourism outputs (foreign arrivals and revenues) and hsr network construction. however, further research is needed into the model's limitations, namely the availability of suitable tourism indicators in the official databases, the hsr explanatory variables considered, and the ability to detect “circular cause-effects” between hsr and tourism. due to the recent climate of financial instability, the discussion of evaluation methodologies for high-speed rail (hsr) projects is now a key issue for transport planners, both in countries without hsr and in those with long experience in hsr operation. the transport project evaluation methodologies and public sector investment assessment in the literature review follow two main frameworks: broad cba (cost benefit analysis) and multi-criteria analysis (mca). both methodologies must consider all the economic activities that are reinforced by hsr, among other variables. cba methodologies are most frequently used in the literature for estimating hsr profitability (coto-millan et al., 2007; de rus and nombela, 2007; betancor and llobet, 2015) , although in the last ten years mca has become more widespread as a method for evaluating transport projects, and offers the possibility of including indirect and long-term hsr impacts (guirao and campa, 2015) . macharis and bernardin (2015) reported that -after a more general category-passenger transport (such as hsr rail) and notably mobility management are the public administrations' most common types of transport project decisions handled by mca. within the cba methodologies, de rus and nombela (2007) were the first to calculate the required minimum level of demand at which investment in hsr could be considered profitable from a social perspective. they used real costs of construction, maintenance and rolling stock for european hsr lines currently in operation, in addition to potential time savings, standard time values and predicted growth in demand. although this approach has been generally accepted by the scientific community, the wider economic benefits of high speed are clearly hard to gauge, as they are swamped by manynot inconsiderableexternal factors such as territorial impacts. territorial impacts may lead directly to social and economic benefits, and despite the problems of estimating and analysis, some attempts have been made to study them, especially in the case of spain (gutierrez, 2001; ureña et al., 2009; ortega et al., 2012) . in this context, the tourism impact of hsr implementation has recently emerged as an important issue in the scientific literature, as it represents a possible benefit variable to support new investment in hsr lines. however tourism is a complex phenomenon (sinclair and stabler, 1997; caccomo and solonandrasana, 2001) , as it is a form of complementary demand for which the main components are transport, food, and accommodation (morley, 1992) , making it very difficult to separate the effects of transport on tourism from other territorial effects. the literature review described in section 2 shows how tourism has affected hsr demand. little research has been done so far, even in europe, to estimate empirically the opposite effect: how tourism indicators are affected by new hsr lines. many authors agree that the expansion of hsr networks and services brings new opportunities to cities, metropolitan areas, coastal and mountain regions, and other types of tourist destinations in europe. it also reinforces the expectations of local tourism stakeholders by improving the attractiveness of places for visitors, although no systematic patterns have been observed. most of the published studies describe specific hsr experiences (case studies) and some observed hsr effects on tourism, but do not lead to a general conclusion. china is one of the scenarios that has focused the highest number of methodologies to assess the impact of hsr on tourism (wang et al., 2012; chen and haynes, 2012; chen and haynes, 2015) . today, china has the world's longest hsr network (with over 19,000 km of track in service in january 2016), more than the rest of the world's high-speed rail tracks combined. when the chinese government began construction of hsr in 2004, the main objective was to promote economic growth through four north-south and four west-east hsr trunk lines. since the completion of a few sectional mainline projects, the impact of hsr on tourism demand has increasingly come under the spotlight, given its political significance for regional economic growth. using a multivariate panel analysis, chen and haynes were the first to investigate the impact of a high-speed rail system on the tourism industry, selecting only the numbers of incoming foreign tourists and tourism revenue as the dependent variables. the results of this research confirmed that the fledgling high-speed rail services significantly boosted tourism in china between 1999 and 2010, and that provinces with high-speed rail services were likely to have approximately 20% more foreign arrivals and 25% higher tourism revenues than provinces without these systems. concurrently with chen and haynes's first empirical works on hsr impacts on china's tourism industry, the research of wang et al. (2012) demonstrated that the chinese hsr system affected tourism demand by redistributing tourism centres and transforming the tourist market. however, this research methodology was not empirical so did not contribute to understanding the impact of hsr on tourism; chen and haynes were thus the first to address this issue in the literature. the most logical first step in the search for a new and systematic tool to evaluate the integral impact of hsr on the tourism industry would therefore appear to be to establish the suitability of applying the chinese experience to other european case studies. spain, with over 20 years of hsr experience, and operating the longest hsr network in europe(3100 km), is a good scenario for the analysis and application of this panel data model, as tourism is one of the country's key industries, accounting for 10.9% of its gross domestic product (gdp) for the year 2014 (ine, 2016a) . this paper contributes to the limited existing literature by analysing the empirical impact of a hsr network on tourism indicators. the added value of this research lies in the fact that it is the first assessment of the multivariate panel data model tested in the chinese scenario when applied to a european country: spain. the paper is divided into the following sections: section 2 contains a review of the literature on tourism and hsr. section 3 gives an explanatory description of the tourism sector in china and spain. section 4 includes the model equations, the application to the spanish case and a discussion of the results obtained compared to china. section 5 presents a study of the city of toledo (spain) at the local level to analyse in greater detail the "circular and cumulative causation" between hsr and the evolution of tourism indicators. finally, the main conclusions are summarised in section 6. the link between tourism and transportation infrastructure has been widely analysed in the literature (chew, 1987; martin and witt, 1988; abeyratne, 1993; seetanah, 2007, 2008) . there is a general consensus that an increase in accessibility to the tourism destination usually leads to an increase in tourism demand (della corte et al., 2013) , and is a critical factor in the overall number of tourists a destination receives. once the tourist has arrived at the destination, local transportation is also an important issue as it facilitates tourist mobility, although it has received less attention. there is practically no literature on empirical methodologies to assess the effects of new hsr lines on tourism. high-speed rail (hsr) is a relatively new mode of transportation in the contemporary transportation technology revolution, and has been promoted in various countries around the world (albalate and bel, 2012) . in contrast, the extensive literature on the link between air transportation and tourism (dobruszkes and mondou, 2013) has produced evidence of the significant effect of low-cost airlines on tourist outcomes (rey et al., 2011) . most of the published studies in the literature on the tourism effects of hsr describe specific hsr experiences (study cases) and some observed hsr effects on tourism, but do not point to a systemic methodology or a general conclusion (guirao and soler, 2008; bazin et al., 2011) . in hsr commuting relations it is important to take account of the fact that the possibility of returning within the same day can reduce the average length of the visitors' stay. this type of hsr service is quite common in some european countries such as france and spain (see ureña et al., 2009) , and may affect the interpretation of the main statistical tourism outputs (tourism revenues, number of overstays, etc.). for example, bazin et al. (2011) studied the impact of hsr on urban and business tourism in french cities connected to paris such as lyon, just 2 h away from paris by tgv (train à grande vitesse), and discovered that the daily expenditure of business tourists may be up to four times greater than that of leisure travellers. bazin et al. (2011) pointed out that business tourism can be a key strategic orientation for cities and large urban areas, but the possibility of returning within the same day affects the average length of the tourists' stay. guirao and soler (2008) used a survey approach to examine the impact of tourism in toledo on traffic from the new madrid-toledo line. commuters and tourists were the main users of the line and tourism accounted for over 30% of weekday hsr ridership. apart from these isolated case studies applied to hsr, we can distinguish three types of tools that are generally used to study the impact of transportation on the tourism industry: the choice destination approach, economic geography models, and econometric models to estimate tourism demand. the choice destination approach is based on rugg's model. rugg (1973) was the first to introduce a time constraint, the modification of the budget due to the transportation cost between alternative destinations, and the modification of the time constraint resulting from including the time cost between alternative destinations. assuming that tourists usually have a fixed holiday budget, prideaux (2000) developed a model to demonstrate the dynamic relationship between holiday expenditure categories and the tourists' point of origin. the first approach to study the effects of hsr on tourist destination choice was developed by delaplace et al. (2014) in paris and rome. the data collected from a survey of tourists in both cities were used for a quantitative analysis using regression models. the results showed that hsr influenced destination choice in different ways in the two cities, with tourism in paris being more dependent on hsr. this interesting contribution was continued by pagliara et al. (2014 pagliara et al. ( , 2015 using madrid as a case study, and also based on a revealed preference survey. the preliminary results showed that the spanish hsr system appeared to have a significant effect on tourists' decision to visit other cities connected to madrid, but the choice of madrid as a tourist destination (as in rome) was not influenced by the presence of hsr. although these results are quite illustrative, the notion that destination choice may be influenced by hsr does not prove that the construction of a new line will automatically increase total tourism demand or tourist sector revenues at the destination (accommodation, restaurants, museums and so on). economic geography models, like the core-periphery model introduced by krugman (1991) , have also played an important role. krugman (1991) showed that a change in transport cost induces a change in the intensity of spatial competition, which in turn influences the location of firms. masson and petiot (2009) used krugman's core-periphery model to explore the influence of the southern european high-speed railway line (hsr) between perpignan (france) and barcelona (spain) on both tourism activity and economic development. using krugman's theory (through a theoretical rather than an empirical discussion), they argued that hsr can facilitate the development of tourism activities, and particularly business and urban tourism. crampon (1966) first introduced the gravitational model into tourism research, and the only application of this approach to a hsr scenario dates from 2012: the projected effects (not validated) of chinese hsr on tourism were examined by applying the iso-tourist line from a time-space replacement concept (wang et al., 2012) . they forecasted the effects of the hsr network on three aspects: the redistribution and transformation of the tourist market, market competition on a larger scale, and the reallocation of the urban tourism centre. however, the results obtained by wang et al. were not empirical, and it is therefore important to quantify the increase in tourism demand in order to assess the influence of the new infrastructure. in addition to economic geography models and the choice destination approach, the existing literature on tourism demand is dominated by econometric models that tend to follow a single-equation time-series approach (lim, 1997; song and li, 2008; song and wong, 2003) . the only approach of this type applied to hsr corridors was developed by chen and haynes (2012) . through a multivariate panel analysis, they investigated the impact of chinese high-speed rail systems on the tourism industry, selecting only the numbers of incoming foreign tourists and tourism revenue as the dependent variables. chen and haynes classified their independent variables into three groups: "policy variables" (all related to rail infrastructure and ridership), "origin variables" (related to the economic relation between foreign countries of origin and destinations) and "destination variables" (local site features or special events at the destination). although the model does not consider domestic tourism (this data was not publicly available in china at the provincial level), the results of the research confirmed that policy variables have major significance in the model. the study concluded that during the period between 1999 and 2010, chinese provinces with high-speed rail services were likely to have approximately 20% more foreign arrivals and 25% higher tourism revenues than provinces without these systems. the authors empirically demonstrated that the presence of hsr services in each province boosted tourism in china more significantly than other local variables such as the number of world heritage sites or museums. in 2015, a variation of this original model was developed by chen and haynes over the period 1997-2012, but using a panel of 21 source countries for tourism in china instead of provincial data. other explanatory variables such as network density or number of stations were added in the equations and produced similar results, particularly for the network density variable. although this type of model is fairly dependent on the availability of a solid database, and despite the fact that the chinese context is quite different from the european one, the results obtained and the consistency of the model structure used by haynes and chen have encouraged the authors of this paper to extrapolate the methodology to the spanish case study. the chinese scenario is among the most sustained attempts to systematize the study of hsr impact on tourism (see also wang et al., 2012) and in the literature, the transfer of this methodology to the european scenario could be an important step towards obtaining extrapolated results. section 3 below examines the main figures representing the structure of tourism in china and spain in order to understand and discuss the results of applying the model to the spanish case study in section 4. spain is one of the most popular tourist destinations worldwide, occupying fourth place in 2014 in the world ranking of tourist arrivals, behind france, the us and china (unwto, 2015) . while spain has traditionally been a tourist country, international tourism arrivals in china started to grow after the open door policy was implemented in 1979. from 1980 to 2014, china's inbound tourist arrivals and tourism revenues grew at an average annual rate of 9.6 and 11% respectively (calculated with data from the national tourism administration of china nta, 2002 . currently ranking as the world's third most popular tourist destination, china is expected to attract 130 million tourists annually by 2020, taking it to number one (unwto, 2015) . the physical environment positively influences the choice of spain for tourism. the country has 108 days per year of temperatures above 25°c, and 2451 h of sunshineequivalent to 6.7 h of sun a day. it boasts 8000 km of coastline, and the highest number of blue flag beaches in the world. this is why leisure and holidays (84%) are the main motivations for the majority of arrivals. moreover, 24% of spanish territory is classified as a protected area (third in the european ranking) and it has a total of 45 world heritage monuments and sites, the third highest in the world. unlike spain, where "sun and beach" holidays are the main motivation for the majority of arrivals, tourist resources in china fall into two main groups: natural sites, and historical and cultural sites. china has 50 world heritage sites to date; of these 35 are cultural sites, 11 are natural sites, and 4 are cultural and natural (mixed) sites, ranking second in the world after italy (51 world heritage sites). most are located in coastal regions, which are also the hub of chinese economic power. china's mounting economic growth since 1978 has caused increasing disparity between the coastal and inland areas in almost all the major economic indicators (pedroni and yao, 2006) . in spite of the concentration of tourist resources in the coastal areas, the country's vast extension (9,597,000 km 2 versus 505,000 km 2 of spain) means the distances between them are higher than in spain, and aviation and hsr lines are the main transportation infrastructures on which foreign tourism is based. china's vast extension also means that seasonal weather conditions vary widely from region to region (with temperatures as low as −40°c in the north and as high as 40°c in the south), with major climate shifts limiting tourism during certain months of the year. another issue influencing tourism demand is the high level of air pollution in china's major urban and industrialised areas, which may aggravate visitors' bronchial, sinus or asthmatic conditions. there is scientific evidence (beckena et al., 2016) of the damage to destinations and risk perception that urban air pollution is causing to china's inbound tourism. the origin countries of foreign tourism in both spain and china are predominantly the neighbouring states. in case of spain, united kingdom (19.40%), germany (16.87%), france (11.16%) and italy (5.4%) accounted for more than 42% of tourist arrivals in 2014 (ine, 2016b) . eu residents provide 71% of international arrivals, in addition to a notable contingent of us (4.80%) and russian (2.98%) tourists. spain also receives tourists with a high degree of loyalty to the destination, measured as the number of times international tourists have visited the country on previous occasions: in 2012 the official frontur report from the instituto turístico español (ite, 2013a) showed that 80.2% of visitors claimed to have visited spain before. in 2014, 26.3608 million foreigners visited china, of whom the largest groupa total of 16.3313 millionwere asian (61.95%) (national bureau of statistics of china, 2015), most from south korea (25.6%). the second largest share was from europe, which contributed 5.5143 million visitors, accounting for 20.90% of the total. while the numbers of asian visitors is currently growing, the european market, headed by russia, has been declining since 2013. in third position was the us market, with a total of 2.7603 million visitors (10.5%). most visitors came to china for sightseeing or leisure activities, while the second largest group comprised those attending conferences and business meetings, accounting for 20.69%. domestic tourism also reveals differences between spain and china. in 2014, spain registered a balanced split between non-resident (51%) and resident (49%) tourists, while domestic tourism in china represented over 90% of total visitors (national bureau of statistics of china, 2016). there are also significant differences in the evolution of these figures: in spain, the balance of non-resident and resident tourists has remained stable, with a slight increase in the number of foreign visitors. the number of domestic tourists in china was 3611 million in 2014, with a 200% increase in the period 2004-2014 (1102 million in 2004) due to the country's vast population and rising standard of living, particularly in the last 30 years. it should be noted that in most official national databases the number of foreign and domestic tourists is linked only to hotel stays (overnights), meaning that the total domestic visitors in both cases (china and spain) has been undervalued, as there is no information on the number of tourists staying in apartments or second homes. in terms of the territorial distribution of hsr ( fig. 1 ) and its relation with the main local tourist destinations, spain's network is structurally radial, with the centre located in madrid. it has been extended mainly towards the more populated eastern and southern cities (barcelona, valencia, malaga, seville), most of which are located in the coastal area with high tourist attractiveness. china's network is concentrated mainly in the coastal area (where all the major economic indicators are higher), with four north-south lines, two of which are fully operative (beijing-harbin; beijing-shanghai) and the rest still in only partial operation (beijing-guangzhou-shenzhen-hong kong; hangzhou-fuzhou-shenzhen). these four lines cover most of the tourist destinations (beijing, hong kong and shanghai) or can be used as transport links to other remote destinations. there are also two east-west lines which are still only partially operated (qingdao-taiyuan; shanghai-wuhan-chengdu). the key issue in the interurban transport system when comparing china to spain concerns road infrastructure and conventional trains. although china has invested heavily in transport infrastructure in the last twenty years, spain had more than double the density of high-capacity roads (0.030 km/km 2 ) than china (0.012 km/km 2 ) in 2015. if hsr is considered together with conventional interurban rail lines, this figure is even slightly higher (0.031 versus 0.012). this partly explains why the impact of hsr on the current transport system could be even higher in china than in spain. accessibility to the main tourist destinations in spain before hsr started operation in 1992 was already guaranteed at a medium-high quality level. at the urban level, europe has a longstanding tradition of using and operating public transport, and spanish public transit is of significantly higher quality than its chinese counterpart, particularly in medium and small sized cities. while transport and tourism infrastructure in spain is balanced between inland and coastal provinces, many inland destinations in china have natural resources that could potentially represent a regional competitive advantage were they endowed with the necessary infrastructure conditions, but have had difficulty in drawing both domestic and international visitors away from the popular coastal gateways (jackson, 2006) . although the chinese tourism sector is currently experiencing one of its highest ever levels of growth, public strategies to improve quality levels in the tourism offer are new and being implemented at great speed. spain, in its traditional role as a "beach holiday" country, has developed innovative tourism policies by promoting inland areas of the country and diversifying into other spheres such as rural and urban tourism, gastronomy, shopping and health tourism (oecd, 2016). there is even a spanish rural tourism promotion plan for 2014, which is already producing results, and a shopping tourism plan focused on asian markets. a new health tourism cluster has also been created, and is promoted internationally through the combined efforts of several ministries and the private sector. other areas of diversification include golf tourism, ecotourism and religious tourism. spain can therefore be said to have a greater density of tourist destinations per km 2 , in addition to a wider diversification of tourism activities than china. this latter point is interesting from a territorial point of view, as hsr rail is not a permeable transport infrastructure (like roads), and the "city to city" link conditions the type of tourism itinerary. the density of transport infrastructure is also higher in spain, thereby increasing the accessibility to tourist destinations and supporting the hsr system by using hsr stations as useful intermodal nodes. the following section describes the application of a multivariate panel data analysis to spain at the provincial level to explain the evolution of several tourism indicators, using hsr among other destination variables. the results are compared to those obtained in the chinese case study using the same methodology, and the final analysis is supported by the tourism data provided in this section. spain, with more than 20 years of hsr experience and 3100 km of track in service, offers a good opportunity to apply the chen and haynes model (2012), even though the direct application of this methodology to the spanish case poses several difficulties, mainly concerning the adaptation of the statistical database to the variables used in the chinese case study. the proposed model is based on a multivariate panel analysis at the provincial level. spain is administratively divided into 17 regions and 50 provinces, and all the provinces were considered (except those located outside the iberian peninsula), in the period from 1999 to 2015. as the first hsr line started operation in 1992 (madrid-seville branch) and was the only one (table 1) for over ten years, this period covers most of the spanish hsr experience. fig. 1 differences between the spanish and chinese hsr networks, and shows the extension of both countries. the criteria used to select the tourism output (the dependent variable) in china focused on the availability of the related database: number of foreign tourist arrivals (taf) and tourism revenue (tr). two different modelsusing the same structure but a different tourism outputwere tested in order to quantify the impact of hsr lines on tourism in china. it should be noted that data (at the provincial level) for domestic tourism demand was not publicly available so was not considered in the research. table 2 shows the independent variables (and their main descriptive statistics) used by chen and haynes in their model. they are classified into "policy variables", "origin variables" and "destination variables". the policy variables are all related to rail transportation features such as: • passenger rail ridership (rider), measured in 10,000 people per year, introduced to capture the impact of the generic passenger railway system, including both normal and high speed trains. • length of railway (rlen), introduced as an alternative to reflect the impact of railway investment, as no actual investment data is available at the provincial level. • a hsr dummy variable (hsr) equal to one for the year and province that has a hsr service, and zero otherwise. this variable is perhaps the most relevant data to measure hsr effects, as there were no itemised statistics available per line and province. origin and destination variables are always present in demand transport models together with impedance variables (travel time or distance). as origin variables the authors use only the annual nominal exchange rate (exc) from the us dollar to the rmb (renminbi), the chinese legal tender. a long list of destination variables is given in table 2 , which can be perfectly extrapolated to case studies in other countries (hotels, number of world heritage sites, museums, and others). although this model does not consider trip features such as travel time or distance, it does take into account impedance variables such as the number of accidental pollution leaks (pollution) or the dummy variable associated to the outbreak of sars (severe acute respiratory syndrome) which originated in china in 2003. two special event dummy variables (bjolympic, shexpo) were also introduced to monitor the influence of the 2008 beijing olympic games and the 2010 shanghai expo respectively. in accordance with this approach, tourism output (the dependent variable) in spain focused on similar tourism demand variables, bearing in mind that the spanish national institute of statistics (ine) uses the term "number of tourists" rather than "tourist arrivals" to quantify the tourists visiting each province, and calculates the figures from the data for overnight stays provided by hotels. unlike china, data on domestic tourism demand is publicly available in spain at the provincial level, so the tourism output variables selected in the spanish case study were: foreign tourists, domestic tourists and revenues from foreign tourism. in table 3 these variables are referred to as: tanr (number of non-resident tourists), tar (number of resident tourist) and tr (tourism revenue from non-resident tourists in spain). three different models using the same structure but different tourism outputs were tested in order to quantify the impact of hsr lines on spanish tourism. the following policy variables (all related to rail transportation features) were used in the spanish case study: rlen quantifies the national rail length (including the conventional rail network), rider is the total rail ridership (including conventional rail traffic) and hsr (dummy variable) is the hsr presence at the provincial level. it was more difficult to design the origin variables. as only foreign tourism was considered in the chinese study, the authors used the annual nominal exchange rate (exc) from the us dollar to the rmb (renminbi). according to statistics from ine (ine, 2016b), in 2014 more than 71% of foreign tourism in spain came from the european union. our exchange variable is therefore defined as the difference between the provincial and european (eurozone) gdp, referring to 1999 currency to avoid the effect of inflation. the origin of domestic tourism is more difficult to determine, and no origin variable related to gdp was used. table 3 shows the rest of the independent variables (and their main descriptive statistics) added to the spanish models. apart from the local economic variable used in the chinese case studythe gross provincial product per capita (gpppc) -, significant efforts were made to collect the same multidimensional features of local tourism used in the original model: number of world heritage sites (whs), starred restaurants (resta), museums (museum) and public libraries (lib). art galleries are included in the museum database. in the spanish case, 4-star hotels are the most popular with both domestic and foreign visitors (ine, 2016b) , so the hotel variable (hotel) included the number of 4-and 5star hotels (unlike the chinese case study). in the time period considered (1999) (2000) (2001) (2002) (2003) (2004) (2005) (2006) (2007) (2008) (2009) (2010) (2011) (2012) (2013) (2014) (2015) , no special impedance variables were taken into account, such as accidental pollution leaks or the outbreak of sars in china. it was decided to overlook these variables as no comparable cases have occurred in spain, and owing to the high degree of loyalty of visitors to spain (spanish institute of tourism, 2012). instead, three special dummy variables relating to major international cultural and sporting events were introduced as attracting indicators: the forum 2004 in barcelona (forum), the america's cup in valencia in 2007 (amcup), and the international exhibition in zaragoza in 2008 (expoz). these events have been recognised for their relevance in the research work of renau (2010) in spain. there is another additional variable in the model (called year), not linked to origin, destination or policy features, which groups the sequence of observations and measures time trends. before designing the equations for the spanish case study, the preliminary multicollinearity data analysis found high correlations between the explanatory variables rider and rlen. as in chen and haynes' research, this led the authors to present two separate models per output variable. eqs. 1 and 2 show the general structure of the multivariate analysis using panel data. subindices i and t denote destination provinces and time period respectively, while y represents the dependent variables (number of domestic tourists, number of foreign tourists and total foreign tourist revenue). a fixed effects model (fe) was developed for the unobserved individual effect in a panel model, consisting of a statistical model that represents the observed quantities in terms of explanatory variables that are treated as if the quantities were non-random. table 4 shows the determinants of the number of foreign tourists in spain compared with the results of chen and haynes (2012) . model 1 considers rail ridership as a policy variable, while model 2 uses network length. this multivariate analysis methodology is repeated again in table 5 to study the determinants of foreign tourism revenue in spain (model 3 with ridership, model 4 with length). table 6 shows the results for the output "number of domestic tourists" obtained from two multivariate analysis applied to the spanish panel data, one using the independent variable rlen and the other using rider. in the case of foreign tourism (models 1, 2, 3 and 4), the first finding in the spanish study concerns local site characteristics such as the number of 5-star hotels, starred restaurants, world heritage sites and museums. these variables were not statistically significant in china in any of the models designed, while in spain some indicators such as the hotel variable are statistically significant at the 1% level. the hotel variable coefficients in the four models range between 0.941 and 0.591. other local site characteristics such as museums and libraries show high levels of significance, although their coefficients are much lower than for the hotel variables. these results are consistent with the spanish offer at the destination: not only "beach and sun" attractions, but a greater diversification of areas such as rural and urban tourism, gastronomy, shopping, museums, health tourism, eco-tourism and others, all concentrated in the same physical location or within an easily accessible radius of influence using the transport system. our table 4 determinants of the number of foreign tourists in spain. comparison with chen and haynes' results (2012 explanation is that in spain the "destination" variables benefit from reinforcement and favourable complementarity, in addition to the fact that the country has a higher density of tourist destinations per km 2 compared to china. the reason the hotel coefficient is higher in spain than in china is probably due to the convenience for tourists of being able to choose between a range of different four-and five-star hotel chains at the destination, and to the way these hotels are linked to a range of other tourist attractions. the insignificant results for the event variables are similar for the chinese and the spanish experience. special events such as the 2008 beijing olympic games and the 2010 shanghai expo, and the number of pollution incidents are not statistically significant even at the 1% level. however, the dummy year of 2003 in chinarepresenting that year's sars epidemicis highly statistically significant. this is to be expected since sars had a fairly strong negative effect on foreign tourist arrivals. no deterrent event variable was introduced in the spanish model, and the results for the special events are consistent with the chinese ones. among all the explanatory variables, it is not surprising to find that the gross provincial product per capita (gpppc) variable has a significant impact on the number of foreign tourists in both china and spain. in china, the elasticities are 0.459 and 0.495, which can be interpreted as a 1% increase in the gpppc, associated to an increase of around 0.46 to 0.5% in foreign tourist arrivals. in spain, the level of significance of the variable is even higher (1%) for foreign tourism output, and the coefficients are higher, which supports the idea that visitors appreciate not only the presence of "sun and beach" at the destination but also the socioeconomic environment. in contrast, the gross provincial product per capita is not significant for the spanish revenue output models, which may mean that tourist expenditure in spain is not dependent on the price levels in the province (in richer provinces hotels and restaurants tend to be more expensive). another key determinant is the exchange rate (exc), which represents the price level of tourism in comparison with the countries of origin. in both china and spain the positive sign of this coefficient indicates that when the price levels in the destination are lower than in the origin countries, the number of visitors increases. this coefficient was higher in the chinese than in the spanish case study, indicating that tourism in spain is less sensitive to price levels. another argument that supports this idea is that most tourists in spain come from other eu nations (71% in 2014), and the differences in these price levels are less pronounced. the low sensitivity to price levels is reinforced by the fact that spain tends to welcome tourists with a high degree of loyalty to the destination. in the revenue models (in both china and spain), the exchange rate is less significant as a variable than the gross provincial product per capita (gpppc), and is unimportant in terms of significance. while ridership and length are not significant among railway variables, the dummy indicator hsr plays an important role in the chinese and spanish foreign tourism models, especially in the case of tourism revenues. the hsr variable is statistically significant at the 1% significance level in the chinese and spanish revenue models (table 5) , but only 5% significant in the demand models (number of foreign tourists) ( table 4 ). these results are the key findings of this paper, and indicate that spanish provinces with hsr receive more foreign tourists and more revenues than provinces without this service. nevertheless, the hsr coefficients for spain are much lower than for china, showing that the effect of hsr is much higher in china than in spain. the highest coefficient in the revenue models in china is around 0.25, implying that figures in parentheses are standard deviation. ***,**,* denote coefficients significant at the 1%, 5% and 10% statistical level respectively. provinces with hsr services were likely to have approximately 25% more tourism revenues than provinces without. in spain, the highest coefficient (see models 3 and 4 in table 4 ) is 0.017, indicating that provinces with hsr services were likely to have 1.7% more tourism revenues. the highest hsr coefficient in china in foreign tourism demand models (models 1 and 2, table 4 ) is around 0.201, suggesting that provinces with hsr services were likely to have 20.1% more tourists, while this percentage is only 1.3% in spain. these results can be explained by the fact that, as mentioned in section 3, distances between tourist destinations are greater in china than in spain, and the transport alternative to hsr is a lower density network (high-capacity roads and conventional trains). accessibility to the main tourist destinations in spain before hsr started operation in 1992 was already guaranteed at a mediumhigh quality level, and the impact of hsr on tourism indicators is thus less important. in the case of domestic tourists (models 5 and 6) and local site features -as in the case of foreign tourists-, the only significant variables are the number of hotels and the number of libraries (this latter with a low coefficient). neither the variable whs or museum is statistically significant, highlighting the importance of spanish coastal destinations for this type of tourism. in support of this argument, data from the familitur report (ite, 2013b) revealed that the three major destinations for domestic tourism were andalusia, catalonia and the region of valencia, accounting for almost 50% of visitor share. these three regions have a considerable extension of coastline, and the temperatures are excellent for "sun and beach" tourism. the only significant event variable is expozaragoza in 2008, with a high significance (1%). nevertheless, as in the foreign tourism models, the value of the coefficient (between 0.003 and 0.005) reveals its low real impact on the domestic tourist sector. the economic explanatory variable gpppc has the highest significances (lower than 1% in both rider and rlen models), and high coefficients (0.214 and 0.215 respectively). this finding underlines the considerable importance of tourism for the spanish provincial economy and its significant and positive role for regional economic growth, as noted by previous studies (cortés-jiménes, 2008) . in relation to policy variables, neither ridership nor the length and existence of hsr are significant, (not even at 10% significance). according to the familitur report (ite, 2013b), in 2012 the private car represented over 84% of the modal split in domestic tourist trips, indicating that the improvement in the speed and comfort of the rail network is not sufficient on its own to modify the mobility patterns of spanish families. this may be explained by the higher costs perceived by travellers in comparison with the private car when more than one person is travelling (which is very common in family tourism patterns). in conclusion, the results show that hsr in spain has positively affected foreign tourism outputs (especially revenues), although its impact is not as important as in china. there is no clear evidence of its effect on domestic tourism. hsr impacts on tourism in a country like china, where the alternative interurban transport network is less developed than in europe, are of a higher magnitude and easier to detect with an econometric model. further research is required on the use of hsr variables, which need to describe not only the existence of lines at the provincial level, but also the connectivity and territorial distribution of the hsr network, and the service conditions offered by the operating companies (fares, timetables and frequency). for example, in spain and france, some hsr lines are used by commuters, and in some cases tourism is an important trip purpose. none of these commuter visitors stay in hotels, and therefore do not appear as tourists in the official statistics. in conclusion, the model would benefit from a greater level of data disaggregation and a better understanding of the territorial distribution of hsr lines through new explanatory variables relating hsr operating conditions, and including new tourism outputs based on overstays in hotels and number of visitors to the main tourism attractions, or disaggregated revenues per sector (restaurants, museums and others). apart from the abovementioned drawbacks of the methodology applied to both china and spain, there is another issue arising from this research. after applying the model to the spanish case, it still remains to be clarified whether hsr development and tourism have a simultaneous effect and whether this system is really endogenous. although a "circular and cumulative causation" between hsr demand and tourism demand is always expected in these territorial systems, it is essential to separate any crossover effects, or at least identify which has the greater impact (hsr on tourism indicators, or tourism on hsr demand). in the next section a simple empirical analysis of endogeneity is applied to a specific spanish destination (toledo), in order to demonstrate by example that this separation can be achieved and derived from empirical data. in order to test endogeneity between hsr demand and tourism indicators, we selected toledo, a mid-sized tourist city in central spain with almost 78,000 inhabitants, as a case study. toledo is located 70 km south of madrid and has been linked to madrid by a hsr line since november 2005. it was declared a world heritage site by the unesco in 1986 for its extensive cultural and monumental heritage, and the historical coexistence of christian, muslim and jewish cultures. before construction work started on the new line, rail traffic in the previous conventional line was not insignificant (over 800,000 passengers in 2002), and rose to over 1,300,000 passengers in this decade, as shown in fig. 2 . the madrid-toledo hsr line is successful in terms of traffic, not only due to the hsr link to madrid and its attractiveness to tourists, but also because of the type of service provided by the operating company. since 2005, toledo has enjoyed avant services with over ten daily hsr shuttles (30 min' travel time), and is also favoured by the availability of monthly tickets which are economically highly advantageous compared to ordinary one-way tickets. if the schedules are compatible with work timetables, this frequency enables their use for commuting, with the result that over 60% of users of the madrid-toledo hsr line have been found to be commuters. the first indicator we quantified was the evolution of the number of tourists in toledo, drawing on tourism data provided by the spanish national statistical institute (ine), covering 50 provinces and a limited number of tourist points within a time span of 15 years (1998) (1999) (2000) (2001) (2002) (2003) (2004) (2005) (2006) (2007) (2008) (2009) (2010) (2011) (2012) (2013) ). data at the provincial level were used to calibrate the multivariate regression model in section 3, but more detailed data are available as toledo is considered a tourist point by the ine. in both database sources, the "number of tourists" indicator is calculated by the ine using only the results of the survey of hotel occupancy, so this analysis must take into account that visitors to these cities who do not spend at least one night at the destination are still not registered as "tourists". in the case of toledo the number of tourists comprises two thirds of the visitors at the provincial level, and disaggregation between resident and non-resident tourists in spain has only been available from 2005 in the tourist point ine database. in addition to the evolution of the number of tourists in toledo, we studied other indicators such as the number of museum visitors (htickets sold) and its evolution before and after the implementation of the new hsr line. as the church of santo tométhe home of the famous painting "the burial of the count of orgaz"is one of the most visited museums in the city, we recorded the data for tickets sold per year. fig. 2a also shows the number of tourists and overnight stays in toledo (before and after the inauguration of hsr services in 2005) together with the evolution of rail passengers and the main museum visitors. an average of 26% of tourists are non-resident in spain. there was a sharp rise in the number of travellers after the opening of the hsr line. bearing in mind that commuters account for 60% of hsr traffic, the increase in both the number of tourists and number of visitors to the santo tomé museum is much more limited and appears to be more a result of other factors, revealing no clear evidence of the influence of hsr on these tourism variables. fig. 2b shows the evolution of the number of resident and non-resident tourists in the province of toledo for 2000-2013 (the period 2000-2005 is not covered at this disaggregation level by the ine's urban database of tourist points). there is no appreciable influence of hsr on residents, while a slight positive influence can be observed on non-residents. this is consistent with the results of the model applied to spain in section 4: foreign tourism in spain is more positively affected by hsr than domestic tourism, although the spanish financial crisis (which started in 2005) may have influenced this fact. the fall in all the variables since 2008, with a greater impact on the number of visitors to the santo tomé museum than on the number of travellers or the number of visitors, can be explained by the spanish financial and socioeconomic climate after 2005. this data context highlights the difficulties of assessing the influence of hsr on tourism indicators, but reveals that its influence may even be negligible for some types of tourism. in the case of toledo, the road infrastructure between madrid and toledo is perfectly covered by both a free dual carriageway (a-42) and a toll motorway (ap-41), while regular bus services offer frequencies of 30 min and travel times of 60 min (hsr travel time is 30 min with a frequency of 60 min). there are multiple alternatives to hsr. in order to find more empirical evidence on "circular and cumulative causation", we also analysed the evolution of the number of restaurant licenses in the city of toledo from 2000 (530 licenses) to 2013 (800 licenses), which revealed that the annual growth rate was fairly continuous regardless of the opening of the hsr line. additionally, it is difficult to assess in the short term whether hsr contributes to improving the image of a tourist city. apart from the madrid-seville line, most spanish hsr lines have been in operation for under ten years, which is too soon to analyse or model this kind of indirect effect. toledo was an important spanish tourism destination before 2005, despite its lack of hsr. in any case, the improvement of the image of a tourist city in the long run will be seen in the increase in most of the tourism outputs and revenues. after studying the local case of toledo, we can state that within this "cause-effect" relation the effect of tourism on hsr demand may be much more important than the effect of hsr infrastructure on tourism indicators. evidently, tourism will always be an object of trip generation, but when a tourism destination already has a high rate of transport accessibility, a new mode does not add a large number of new tourists but produces a new transport modal split in the access to destination. this example shows how this cause-effect relation may be totally unbalanced towards the benefits of hsr demand. in other destinations, this fact will depend on the alternative transport modes for accessing the tourist destination and the type of tourism affected -resident or nonresident-as they clearly behave in a different way. lastly, local strategies to promote tourism are also important. toledo is clearly a cultural destination, but gastronomy, and rural and ecotourism have also been publicly promoted at the provincial level in recent years. hsr is only one of the possible "gateways to the destination", but depending on the country and the province concerned, this can either be the optimal gateway, or simply a complement to other existing ones. the literature review shows how tourism has affected hsr demand, although little research has been done to date to empirically estimate the opposite effect of hsr on tourism indicators. chen and haynes were the first to study this impact through a multivariate panel analysis, obtaining positive results and showing that in the period between 1999 and 2010, fledgling high-speed rail services significantly boosted tourism in china. the analysis considered only foreign rather than domestic tourism due to the lack of data available at the provincial level. the most effective first step for obtaining a systematic tool to evaluate the integral impact of hsr on the tourism industry is to conduct a detailed study of the applicability of the chinese experience. with spain and china coming top of the rankings for the most visited tourist countries (along with france and the us) and the longest hsr networks in operation, spain can be considered the most suitable country for validating this tool. the tourism structure in both china and spain was studied in order to define the main differences and gain a greater understanding of the modelling results, and the following key issues were identified: tourism motivations, levels of transport accessibility to tourism destinations, weather limitations, evolution of domestic tourism and public strategies to promote tourism. the authors have made considerable efforts to adapt the spanish database to the variables defined in the chinese analysis, introducing new variables when necessary and eliminating any that are not applicable to the spanish scenario. six different models were designed using the following dependent variables: number of foreign visitors, number of domestic visitors and foreign revenue. for each dependent variable, two equations were defined (one using ridership and other railway length). the rail variables (the key issue in this research) show that while ridership and length are not really significant, the hsr dummy variable plays a clear positive role in the increase in both the number of foreign tourist arrivals and revenues, and is highly significant with a positive sign. nevertheless, the coefficients obtained for spain are surprisingly low compared to china, and reveal that spanish provinces with hsr receive about 1.3% more tourists and 1.7% more revenues (20.1% and 25.0% respectively for china). these differences are explained by the greater distances between tourist destinations in china, combined with the fact that the transport alternative to hsr is a lower density network (high-capacity roads and conventional trains). accessibility to the main tourist destinations in spain before hsr started operation in 1992 was already guaranteed at a medium-high quality level, and hsr impact on tourism indicators is thus less important. in the case of domestic tourism, neither ridership nor the length and existence of hsr are significant, (not even at 10% significance). it can therefore be concluded that the improvement in the speed and comfort of the journey implied by hsr is not sufficient on its own to modify the mobility patterns of spanish residents (in 2012 the private car represented over 84% of the modal split in domestic tourist trips), and that the higher costs perceived by travellers in comparison with the private car is crucial in determining domestic mobility patterns. another interesting finding deriving from the modelling is the differing significance of the destination variables (number of hotels, museums and libraries) that positively influence foreign tourism in spain but not in china, suggesting that the reinforcement and favourable complementarity of the "destination" variables are especially good public strategies to promote tourism. combined with a higher density of tourist destinations per km 2 and greater accessibility to them, this defines a different scenario for spain, in which hsr plays a secondary role. notwithstanding the limitations of the tourism databases (focused mainly on hotel occupancy), further research is required on the use of hsr variables, which should describein addition to the existence of lines at the provincial levelthe connectivity and territorial distribution of the hsr network, and the service conditions offered by the operating companies (fares, timetables and frequency). the model's ability to analyse "circular and cumulative causation" between hsr and tourism has also been discussed as a drawback of the methodology used in this research. although a cause-effect analysis would require a longer-term database series than available at present (over 20 years of hsr operation), this approach could be a first step towards improving the modelling. in order to clarify this issue, the authors have completed their research with a local case study (toledo, spain) with more disaggregated data to demonstrate how the effect of hsr on tourism indicators is ultimately less important than the impact of tourism on hsr demand. for some countries and cities, tourism can represent a real priority and a source of income, and the validated 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high-speed trains and tourists: what is the link? evidence from the french and spanish capitals high speed rail and the tourism market: evidence from the madrid case study regional income divergence in china the role of the transport system in destination development two decades of "show-urbanism" in spain: the big events as a tool for the urban change effect of low-cost airlines on tourism in spain. a dynamic panel data model the choice of journey destination: a theoretical and empirical analysis tourism demand modeling and forecasting -a review of recent research tourism demand modelling: a time varying parameter approach the high-speed rail challenge for big intermediate cities: a national, regional and local perspective effects of the high speed rail network on china's regional tourism development key: cord-028308-50pck13g authors: almeida, alejandro; galiano, aida; golpe, antonio a.; martín, juan m. title: regional unemployment and cyclical sensitivity in spain date: 2020-07-02 journal: lett spat resour sci doi: 10.1007/s12076-020-00252-3 sha: doc_id: 28308 cord_uid: 50pck13g unemployment has been routinely used as a measure of the economic cycle. in addition, regional unemployment rates are characterized by, among other factors, their relation to the national unemployment rate. in this regard, the literature on regional sensitivity to the economic cycle has analyzed how fluctuations in the national unemployment rate affect the regions. in recent years, due to the great impact of past crises, the development of new econometric techniques and the possible arrival of new crises, the debate on how sensitive regions are to the economic cycle has reopened. in spain, this debate is necessary since unemployment rates are very high and display a great deal of heterogeneity. we analyzed regional unemployment rates in spain between 1978 and 2018 through a recently developed dynamic spatial econometric model with common factors and found that some regions are more sensitive than others to the economic cycle. the results seem to show that in spain, the sensitivity to the economic cycle displays a geographical pattern where the most sensitive regions are those located on the mediterranean coast. specifically, we find that the sensitivity to the economic cycle of unemployment is not determined by the fact that regions have high or low unemployment; it seems that geographical location plays an important role. these results can be useful for the national and regional governments when they implement countercyclical policies. many studies since the 1960s have researched the topic of the cyclical sensitivity of the unemployment rate. in the beginning, this literature paid attention to the common component, which is dominant in explaining movements in regional unemployment rates (martin 1997) . the idea to link the regional to the national unemployment rate and to estimate this relationship for each individual region dates back to thirlwall (1966) and brechling (1967) , in what is known as the regional cyclical sensitivity literature. recently, vega and elhorst (2016) bring the cyclical sensitivity literature back to the analysis of regional disparities by considering in their methodology serial dynamics, spatial dependence and common factors. traditionally, dynamic panel data models only accounts for spatial dependence (also called weak spatial dependence) which is an observed correlation across space because of local interactions between regions generating spillover effects. this new model also allows to account for common factors (also known as strong spatial dependence) that is an observed correlation across space as a result of shared factors such a aggregated economic fluctuations, where outcomes change together as these factors change. this modeling opens a new line of interest for analyzing unemployment among regions considering the presence of common factor and ensuring, that way, unbiased results. briefly, the literature on regional unemployment disparities identifies four stylized facts that defines regional unemployment disparities: (1) regional unemployment rates are strongly correlated over time, (2) regional unemployment rate behaves in parallel to the national unemployment rate, (3) are correlated across space and (4) display heterogeneity among regions. focusing on spain, there are large differences in the unemployment rate among regions (bande et al. 2008; cuéllar-martín et al. 2019 ) becoming more persistent over time, and bigger after the last economic crisis (jimeno and bentolila 1998; albulescu and tiwari 2018) . so that, it is necessary to pay attention to these differences and address them in terms of cyclical sensitivity. thus, analyzing regional unemployment rate disparities, the dependence between different regions and the relation to the national rate simultaneously is a requirement to implement appropriate policies. the last economic recession in spain after 2009, reinforced this need, so that many studies had focused on analyzing the regional disparity in unemployment rates since that economic crisis. nowadays, this necessity reappears due to the dramatic effects produced in the spanish economy and its labor market because of the covid-19 pandemic (mckibbin and fernando 2020) . in this line, one of the articles that has focused on the analysis of the reactions of regional unemployment to changes in the economic cycle for spain is bande et al. (2008) . this paper concludes that there is a positive relationship between the regional dispersion of unemployment and the economic cycle, which guarantees that fluctuations in the economic situation of the country directly affect to regional unemployment. since that study, many papers have focused on analyzing the reason for these disparities, assuming that unemployment is sensitive to the economic cycle. for example, a group of papers make the analysis of regional cyclical sensibility based on dividing regions with high and low unemployment (bande and karanassou 2009; sala and trivín 2014) . other block of researches focuses on doing spatial analyses of unemployment disparities to find clusters of similar behaviors (cuéllar-martín et al. 2019) . finally, some papers have focused on looking for regional characteristics that motivate regional differences (lópez-bazo and motellón 2013; melguizo 2017) . however, none of the articles have analyzed trends of regional unemployment while simultaneously considering that regional unemployment rates are persistent, heterogeneous, parallel to the national rate and spatially dependent. according to vega and elhorst (2016) , isolated analysis can potentially lead to biased results, since series dynamics, spatial dependence and common factors are more likely to be interdependent. to the best of our knowledge, this paper is the first to simultaneously analyze, for the spanish case, the persistence, heterogeneity, spatial dependence and heterogeneity in economic cycle sensitivity of regional unemployment. the main objective of this work is to provide new evidence about how spanish regions react to economic fluctuations as a requirement to implement appropriate policies. the economic and labor implication due to public and private containment measures against the covid-19 pandemic, such as school, shops and factory closures, travel restrictions and quarantines, with the corresponding cut in domestic demand, (baldwin and tomiura 2020) make this knowledge to be crucial. as a result, heterogeneous behaviors will reveal the necessity to introduce regional perspectives against future economic fluctuations. our paper contribute to the literature as follow. as the main contribution, we use vega and elhorst (2016) methodology to simultaneously consider all components of the stylized fact that defines the disparities in regional unemployment rates. another contribution is that we show evidence that sensitivity has a geographic pattern since we find that the regions located on the mediterranean coast are the most sensitive and that as we go inland and northwest, this sensitivity decreases. this pattern reveals, moreover, that regions with higher unemployment rates are not the most sensitive. our results are in line with the new side of the literature indicating that the regional-specific unemployment rate is not important at all in the unemployment trend but that geographical factors do matter (cuéllar-martín et al. 2019) . in this vein, camacho et al. (2018) also find a geographical pattern in the propagation of economic crisis and the way the unemployment rate reacts to recessions. the data used in this work, extracted from de la fuente (2019), 1 are the annual unemployment rates for the 15 autonomous communities of spain from 1978 to 2018 and the annual spanish unemployment rate, treated as a common factor following bailey et al. (2016) . 2 regional unemployment rates tend to have some specific characteristics. in particular, many works have found that regional unemployment is characterized by being correlated in time, in space and with the national rate. figure 1 shows the evolution over time of regional unemployment rates for the 15 autonomous communities of spain analyzed together with the national rate. this figure shows how, in general, the regional and national unemployment rates have a similar trend throughout the analyzed period. some special situations can be observed where, despite behaving similarly to the national rate, the regional rate is always higher than the national unemployment rate, as in the case in andalucia or extremadura. on the other hand, la rioja and navarra always seem to stay below the national rate. in addition, this unemployment rate is relatively stable over time, except in different periods of economic growth and downturns. specifically, three major economic crises can be distinguished in spain (cancelo 2004; gadea et al. 2012; camacho et al. 2018) : the first in 1983-1985, the second in 1991-1994 and the third and most recent in 2008-2014. several conclusions can be drawn by observing fig. 1 . first, all crises seem to have a strong national component, since regional rates fluctuate similarly to the national rate. second, there is clear heterogeneity in the trends to analyze the spatial distribution of unemployment rates and to determine the possible correlation in space, fig. 2 maps unemployment rates over the period analyzed every eight years (1978, 1986, 1994, 2002, 2010 and 2018) . a clear north/ south contrast that has been accentuated in recent years, in addition, shows a pattern of spatial correlation, where neighboring regions have similar rates. to test that space matters in our case study, we have estimated global spatial autocorrelation through the moran's i statistic from 1978 to 2018. the results of these tests show that, for most of the years, the null hypothesis (absence of global spatial autocorrelation) is rejected. 34 our methodological strategy involves the application of the recently developed model by vega and elhorst (2016) , which simultaneously accounts for serial dynamics, spatial dependence and common factors; their study also shows how not simultaneously including these effects for the regional unemployment rate can produce biased results. we use the cd test (pesaran 2004 ) in its local version (moscone and tosetti 2009, eq.22) to test for the presence of cross-sectional dependence in our panel data. if the null hypothesis is rejected, we can corroborate the existence of cross-sectional dependence. this test is carried out by specifying the relationship matrix of the 15 spanish regions (w). the result of this test applied to the data shows the presence of cross-sectional dependence in regional unemployment rates (z = 29.987 with p value = 0.000). this outcome is highly statistically significant, indicating that crosssectional dependence needs to be accounted for. for this purpose, we have used a row-normalized binary contiguity matrix, which is an nxn matrix describing the arrangement of the regions in space, with 1 if two regions are neighbors and 0 if not. we use this alternative based on the empirical results explained in vega and elhorst (2014) and elhorst (2017) where they find that this specification outperforms the other alternatives. we tried first and second order binary contiguity matrix. however, second order binary contiguity seems not to reflect well the relations between the spanish regions since having 15 regions the average number of links in each region is 8.667. this result implies that, for example, andalusia, a region located in the far south of spain, would have spillovers with aragon located in the far north of spain. on the other hand, to determine if the nature of this spatial dependence is weak or strong (in other words, if it is due or not to the presence of common factors), we apply the -test exponent of bailey et al. (2016) . 5 this test can take values between 0 and 1, where values below 0.5 indicate the presence of weak spatial dependence and values equal to 1 indicate the presence of strong spatial dependence. the result of this test applied to the data gives = 1.003 6 and std. err. = 0.034 which points to the presence of strong spatial dependence, common factors needs to be accounted for. our target model is the one proposed by vega and elhorst (2016) that reads as follows: where u t is a column vector with one observation of the dependent variable (unemployment) for every unit (i) at every point at time (t). u t−1 , wu t and wu t−1 are vectors of temporal, spatial and spatiotemporal lags, respectively, with , and autoregressive coefficients. w is the row-normalized binary contiguity matrix. u n t and u n t−1 are the unemployment rates of the whole country at times t and t − 1 , and 1 and 2 column vectors with unit-specified coefficients of response to the common factors. represent the spatial fixed effect added to the model and t is the nx1 vector independently and identically distributed error term with zero mean and constant variance 2 . the parameter of the region's sensitivity to the economic cycle ( ) can be estimated by dividing the elements of 1 by 1 − or by dividing the elements of 2 by − − . this model allows us to simultaneously measure the four remarkable stylized facts that often arise from analyzing the evolution of regional unemployment rates. first, the presence of time correlation of the regional unemployment rates by incorporating the regional unemployment rate lagged in time as well as in time and space and the common factor (the national unemployment rate) lagged in time. second, the model allows us to account for the presence of spatial dependence by adding the spatial lag and the spatiotemporal lag. third this model includes the common factor and its lag in time, which allows for the estimation of an individual sensitivity parameter for each region and fourth we include spatial fixed effects which allow us to account for spatial heterogeneity. (1) u t = u t−1 + wu t + wu t−1 + 1 u n t + 2 u n t−1 + + t 5 a xtcse2 stata routine have been used (ditzen 2019) 6 values above the upper bound of the interval (0,1] may occur when not all the asymptotic properties are fully met (bailey et al. 2016 ). however, since the hypothesis = 1 cannot be rejected we can conclude that estimated lies within the interval. similar results can be also found in vega and elhorst (2016) . we begin by estimating the basic dynamic spatial panel data model with regional fixed effects and without including common factors (model a), and we apply both tests (cd local test and test) to the residuals of the model. these results are shown in table 1 , column a, where it can be seen that the residuals of the model continue to point to the presence of strong spatial dependence, with = 0.920 and std. err. = 0.048 . however, the local cd test points to the fact that weak spatial dependence is no longer present ( z = −0.838 and p value = 0.402 ), because the null hypothesis of spatial independence between neighboring regions cannot be rejected. results shows a highly and very significant temporal, spatial and spatiotemporal lag ( = 0.891 , = 0.825 and = −0.739). next, we estimate the model proposed by vega and elhorst (2016) incorporating common factors (model b). 7 through this model, it seems that both the local spatial dependence ( z = 1.196, p value = 0.232 ) and the presence of common factors ( = 0.255 , std. err. = 0.055 ) appear to have been effectively covered. 8 as seen in column b, the serially lagged unemployment rate ( = 0.929 ) is highly significant, reflecting the strong correlation of unemployment rates over time. in addition, the spatially lagged coefficient ( = 0.165 ) is positive and significant, reflecting the presence of spatial dependence between regions, and the lagged spatial autoregressive coefficient seems to be significant and negative. 7 we have also estimated the two-stage approach developed by bailey et al. (2016) . an lr test comparing both models shows that the simultaneous model fits the data better and the brechling-thirwall type of cyclical sensitivity estimated seems to show long-lasting problems (brechling 1967; domazlicky 1980) where regions with estimates greater than one are those with unemployment rates persistently higher that national average. 8 the model also seems to be stationary and stable since + + < 1 model b seems to have perfectly covered the presence of spatial dependence and common factors based on the results provided by the test. by introducing common factors, the model correctly cover the difference between spatial dependence and common factors. the and could have been overestimated in model a due to the absence of common factors. 9 another way to account for the presence of common factors would have been to add a time-period fixed effects to the model too. however, this would be similar to the inclusion of common factors at time t with the unit-specific coefficients replaced by a time dummy with a common coefficient. 10 in table 2 , we show the result of the coefficients of response to the national unemployment rate estimated for each of the regions ( ). both coefficients ( 1 in t and 2 in t-1) are highly significant. the estimation of the economic cycle sensitivity parameters is shown in the last two columns ( 1 , 2). 11 the regions most sensitive to the economic cycle appear to be comunidad valenciana, andalucia, region de murcia and cataluña, each with parameters greater than 1.100. it seems that regions located on the mediterranean coast share a common pattern. these communities are characterized by being the most touristy in spain, which may be a possible explanation. among the least sensitive communities, we find galicia, navarra and castilla y leon, each with parameters below 0.700. to show the spatial distribution of the sensitivity of the regions, fig. 3 shows in four shades of gray the intensity of the economic cycle sensitivity of each region ( 2 ). 12 it seems that spain has a specific sensitivity pattern where the most sensitive regions are those located on the mediterranean coast and sensitivity decreases as we move inland to the northwest. particularly, the economic cycle sensitivity of the regions in spain can be divided into four groups, from the most sensitive (in darker colors) to the least sensitive (in lighter colors). the first includes the four regions most sensitive to the economic cycle of spain, which are also those located on the mediterranean coast (andalucia, region de murcia, comunidad valenciana and barcelona). the second group, formed by extremadura and castilla-la mancha, are also regions that are sensitive to the economic cycle, although less so than the previous group; this second group is composed of regions located in the southern interior and neighboring the most sensitive regions. the third group is formed by regions that are not sensitive to the economic cycle and that are located in the northern interior of spain, away from the most sensitive regions. finally, the fourth group is formed by the least sensitive regions of spain, galicia and navarra. these results seem to point to the fact that when crises and recoveries appear, the regions located on the mediterranean coast are the ones most affected because they are the most sensitive. in recent years, there has been a growing interest among academics, practitioners and policy makers in finding a pattern in spanish regional unemployment trends. this interest emerges from the need to know how unemployment in each region 10 results of this model (with log-likelihood function value of − 753.298) are quite similar with parameter = 0.896 ( std. err. = 0.018 ), = 0.230 ( std. err. = 0.046 ) and = −0.179 ( std. err. = 0.051) 11 we calculate the parameters according to the procedure proposed in vega and elhorst (2016) . the standard errors are calculated using formulas for the sum and quotient of random variables (mood et al. 1974, pg. 178-181) . 12 we map parameter 2 since it is based on the relative strength of both internal and external habit of persistence (korniotis 2010). will react ahead of the increasingly common occurrence of recession phases. in this context, the literature documents that unemployment is persistent, heterogeneous, spatially dependent and parallel to the national rate, but these effects have never been analyzed simultaneously. in our paper, by applying the methodology proposed by vega and elhorst (2016) , the persistence, heterogeneity, spatial dependence and economic cycle sensitivity of spanish regional unemployment are analyzed simultaneously. furthermore, this methodology allows us to estimate heterogeneous coefficients of response to aggregate fluctuations. the findings show that there is a high persistence of unemployment in spain, that there is spatial dependence and that regions show different sensitivities to the economic cycle. although the first findings are in line with the previous literature, the main contribution of this article is to uncover the geographical pattern of sensitivity to the economic cycle. we find that the economic cycle sensitivity of unemployment is not determined by the fact that regions have high or low unemployment; it seems that geographical location plays an important role. specifically, the regions that have greater economic cycle sensitivity are located on the mediterranean coast and include regions with very different unemployment rates. however, what these regions do have in common is that they are areas very focused on the tourism sector, which can be taken as a possible explanation. the findings are related to melguizo (2017) who shows that regions with a more developed service sector suffer more variations in unemployment rates, and to camacho et al. (2018) who find a similar pattern in how crises and recoveries begin and end in spain. both findings are in line with the regional heterogeneity we observe, since they reveal that some regions suffer more from the effects of business cycle whereas other regions are less affected by economic contingencies. consequently, the application of national inflexible policies may difficult actions devoted to smooth cyclical swing of regional economic activity. therefore, that, as main find, we consider that this regional behaviour is indicating the necessity to apply differentiated employment policies when national economy face a crisis. nowadays, this find become into a crucial due to the employment destruction our regions are suffering because of the economic and labour impact caused by the restrictive measures against the covid-19 pandemic. on the one hand, with the pattern in the trend of regional economic cycle sensitivity that this paper finds, the national government can distribute resources in an efficient way to react to future recessions or to recoveries from past crises. on the other hand, regional policies can be adapted to each geographical area depending on its sensitivity, and regional cooperation is needed since spatial dependence points to the presence of possible spillovers. conflict of interest the authors declare that they have no conflict of interest. unemployment persistence in eu countries: new evidence using bounded unit root tests a two-stage approach to spatio-temporal analysis with strong and weak cross-sectional dependence thinking ahead about the trade impact of covid-19 regional unemployment in spain: disparities, business cycle and wage setting labour market flexibility and regional unemployment rate dynamics: spain 1980-1995 trends and cycles in british regional unemployment regional business cycle phases in spain el ciclo del empleo en españa: un análisis regional an empirical analysis of natural and cyclical unemployment at the provincial level in spain series largas de algunos agregados económicos y demográficos regionales: actualización de regdata hasta xtcse2: sata module to estimate the exponent of cross-sectional dependence in large panels regional business cycles: a survey spatial panel data analysis cycles inside cycles: spanish regional aggregation regional unemployment persistence (spain, 1976-1994) estimating panel models with internal and external habit formation the regional distribution of unemployment: what do micro-data tell us? regional unemployment disparities and their dynamics the global macroeconomic impacts of covid-19: seven scenarios an analysis of okun's law for the spanish provinces introduction to the theory of statistics a review and comparison of tests of cross-section independence in panels general diagnostic tests for cross-sectional dependence in panels labour market dynamics in spanish regions: evaluating asymmetries in troublesome times regional unemployment as a cyclical phenomenon 1. scott modelling regional labour market dynamics in space and time a regional unemployment model simultaneously accounting for serial dynamics, spatial dependence and common factors publisher's note springer nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations key: cord-316050-mqrx003q authors: seabra, claudia; reis, pedro; abrantes, josé luís title: the influence of terrorism in tourism arrivals: a longitudinal approach in a mediterranean country date: 2020-01-31 journal: annals of tourism research doi: 10.1016/j.annals.2019.102811 sha: doc_id: 316050 cord_uid: mqrx003q abstract this longitudinal study examines the impact that terrorist attacks within a representative group of european countries can have on the tourism demand of a south european country with no record of terrorism attacks. in order to analyze the connections between terrorist attacks and tourists' arrivals, occurred between 2002 and the end of 2016, an unrestricted vector autoregressive model was used for multivariate time series analysis. the main results show that terrorist attacks have a strong impact on tourist arrivals and confirm the existence of terrorism spillover, namely the substitution and generalization effects phenomena. terrorism has become an important and recurring topic in the public discourse over the last decades due to the increased frequency of terrorist attacks witnessed (national consortium for the study of terrorism and responses to terrorism, 2019). since the beginning of the century, and particularly over the last 10 years, several developed and stable countries have witnessed high levels of terrorist events (lanouar & goaied, 2019) . new york, united states (2001) , madrid and barcelona, spain (2004 , london and manchester, united kingdom (2005, 2017) , tuusula, finland (2007) , apeldoorn, netherlands (2009 ), utoya, norway (2011 ), paris and nice, france (2015 , brussels, belgium (2016) , sousse, tunisia (2015) , berlin, germany (2016) , istanbul, turkey (2016 , christchurch, new zealand (2019), colombo, sri lanka (2019) were some of the places that have experienced terrorist attacks, but the list goes on (national consortium for the study of terrorism and responses to terrorism, 2019). revolutionary and destructive groups carry out attacks all over the world every single day, transforming terrorism into a constant in modern life (coca-stefaniak & morrison, 2018) . according to the "prospect theory" (tversky & kahneman, 1992) , tourists are rational consumers who, when confronted with two different options, tend to choose the option that will bring them more potential gains and lower risk (seabra, kastenholz, abrantes, & reis, 2018) . when tourists perceive the existence of any risk of terrorism, they become more careful as they plan their travel and tend to adopt risk-reducing strategies (fuchs & reichel, 2011) . tourists are sensitive to terrorism threats and can be flexible in their destination choices (neumayer & plümper, 2016) , so they will avoid destinations they believe to be connected with that sort of threat (rittichainuwat & chakraborty, 2009 turning into a single market, which leads to the standardization of consumer lifestyles and the rising of "global consumers" (hollensen, 2011) . tourism is one of the most global economic activities and is, therefore, vulnerable to risks that affect any other global business (fennell, 2017) . the world has become interdependent and tourism crises in one part of the world can have strong repercussions on other locations (lanouar & goaied, 2019; ritchie, 2004) . when tourists realize that a destination is unsafe, they replace it with others they consider safer and, in doing so, may damage entire regions that are affected by violence or that tourists consider threatened by terrorism (beirman, 2003; gu & martin, 1992; lutz & lutz, 2018; mansfeld, 1996; sönmez, 1998) . this fact draws attention to the spatial patterns of terrorism impacts caused by spillover effect on destinations/regions (öcal & yildirim, 2010) . the topic of terrorism spillover effects has produced a considerable amount of literature (veréb, nobre, & farhangmehr, 2018) . the decline in tourists' arrivals and receipts caused by terrorism is well documented in several countries and regions since the 90s and has affected countries like spain (enders & sandler, 1991) , european countries ( (enders, sandler, & parise, 1992; radić, dragičević, & sotošek, 2018) , the mediterranean region (drakos & kutan, 2003) , non-democratic countries and africa (blomberg, hess, & orphanides, 2004) , the usa (bonham, edmonds, & mak, 2006; goodrich, 2002) , israel (eckstein & tsiddon, 2004; fleisher & buccola, 2002; morag, 2006; pizam & fleischer, 2002) , italy (greenbaum & hultquist, 2006) , nepal (baral, baral, & nigel, 2004) , ireland (o'connor, stafford, & gallagher, 2008) , fiji and kenya (fletcher & morakabati, 2008) , nigeria (adora, 2010) ; turkey (feridun, 2011; ozsoy & sahin, 2006) , pakistan (raza & jawaid, 2013) , the middle east (bassil, 2014) , the caribbean (lutz & lutz, 2018) , tunisia (lanouar & goaied, 2019) , and worlwide (liu & pratt, 2017; llorca-vivero, 2008; neumayer & plümper, 2016) . despite all past research conducted on the impacts of terrorism on tourism industry, and bearing in mind recent disturbing events, many sectors are calling for further in-depth analysis of this issue (almuhrzi, scott, & alroiyami, 2017; saha & yap, 2014) . people have to learn how to deal with the changes that this new global terrorism context is bringing to tourism (veréb et al., 2018) and it is crucial to find ways to cope with the disruption in tourist flows in the wake of terrorism events (cohen & cohen, 2012) . more investigation is required on the impact that terrorism may have on tourist arrivals and it will have to take into account the changes that are affecting the spatial patterns of tourism flows and, specifically, the spillover effects of terrorism (neumayer, 2004; prideaux, 2005) . while most empirical studies report the negative spillover effects on tourism demand and receipts caused by the substitution effect affecting countries and regions suffering from terrorism activity, there is no study, to our knowledge, dealing with the effects those events have on a safe country with no record of terrorism attacks. portugal is currently one of the most popular european tourist destinations (world tourism organization, 2018) and has no history of terrorist attacks ever (national consortium for the study of terrorism and responses to terrorism, 2019). the country is considered the third most peaceful country in the world by global peace index (institute for economics & peace, 2018) and clearly benefits from this safe tourist destination image. the main goal of this study is to analyze the influence that terrorist attacks carried out in a representative group of european countries can have on a safe country. this particular study will focus on portuguese tourism demand and will take into account the possible consequences of the so-called spillover effect, particularly the substitution and generalization effects. this paper begins with an outline of the current literature available on tourism consumer behavior regarding terrorism risk and the spillover effects caused by terror. the literature review was used to develop the study's conceptual framework. discussion on the research methodology was the next logical step. using a longitudinal study, this work uses an unrestricted vector autoregressive model to test the conceptual framework. arguments about theoretical and management implications are discussed in the last part of the article. the results of this study demonstrate the existence of the so-called substitution effect caused by terrorism events and add information to the existing literature about the spatial spillover effects of terrorism on tourism activity. it was also possible to create a tour-terror index allowing managers to observe the potential impacts of attacks on tourists' arrivals and receipts in different regions. the definition of terrorism is troublesome. according to previous research (lutz & lutz, 2018) terrorism is conceptualized, in the global terrorism database, as "the threatened or actual use of illegal force and violence by a non-state actor to attain a political, economic, religious, or social goal through fear, coercion, or intimidation" (national consortium for the study of terrorism and responses to terrorism, 2019). terrorism attacks generally "appear to be random and dispersed in order to create tension in the widest possible audience" (öcal & yildirim, 2010, p. 481) . tourism demand, as previously established, is particularly sensitive to terrorist attacks, since tourists' choices value safety, tranquility and peace (araña & león, 2008) . past research has repeatedly proved the strong exposure of tourism industry to terrorism and violence and showed that tourism is one of the economic sectors that are most vulnerable to this threat (araña & leon, 2008; avraham, 2015; lanouar & goaied, 2019; saha & yap, 2014) . several studies have proved its negative impacts on tourism activity as a whole in the short and long term (araña & león, 2008; baker, 2014; liu & pratt, 2017; pizam & smith, 2000; sönmez, 1998) . this is mainly because of the effects that terrorist threats have on tourists' decision-making process (neumayer, 2004; pizam & fleischer, 2002; ritchie, 2004; seabra, abrantes, & kastenholz, 2014; seabra et al., 2018; sönmez, apostolopoulos, & tarlow, 1999; sönmez & graefe, 1998) . safety is clearly one of tourists' main concerns. it is a basic human need. as such, it affects human behavior in general and consumer behavior in particular (isaac & velden, 2018) . when people travel, they do not want to feel exposed to situations that will threaten their integrity. tourists are concerned with travelling to a destination where they will be able to fulfill their desires with as little complications and threats to their safety as possible (seabra, dolnicar, abrantes, & kastenholz, 2013) . safety on vacation and leisure is an expected requirement for any visitor in any destination (baker, 2014) . therefore, stability is one of the key factors for the development of tourism industry (almuhrzi, scott, & alroiyami, 2017) . if some event disrupts this balance and causes a risk perception among tourists, it can have both a powerful and negative impact on demand. risk perception relates to the uncertainty of consequences and potential loss (dholakia, 2001) and is associated with a large number of factors that may influence tourists' decision making. since the first studies on leisure and travelling, seven types of risk perceptions have been considered (rohel & fesenmaier, 1992) : i) psychological: how travel will affect one's own self-image; ii) social: impacts on social image; iii) financial: the value of money; iv) time: the cost of the time wasted while planning and travelling; v) physical: impacts on physical and psychological wellbeing; vi) satisfaction: probability of experiencing some kind of dissatisfaction with the trip or one of its components; and vii) functional: associated with bad trip organization and malfunction of tourist equipment or transportation. those risks are associated with three travel dimensions: vacation risk, physical-equipment risk and destination risk. focusing specifically on the risk factors connected with tourism destinations, subsequent research drew attention to more specific issues such as: i) health: factors that may cause physical danger, injury or sickness (baker, 2014; jonas, mansfeld, paz, & potasman, 2011) ; ii) communication: language and communication barriers that may hinder the connections with locals or service providers (reisinger & mavondo, 2005) ; iii) natural disasters: the exposure to natural hazards (becken & hughey, 2013; pearlman & melnik, 2008) ; iv) crime: several forms of criminality and physical violence (brunt, mawby, & hambly, 2000; chesney-lind & lind, 1986; dimanche & leptic, 1999; michalko, 2004) ; v) political instability and violence (fletcher & morakabati, 2008; ioannides & apostolopoulos, 1999; saha & yap, 2014; sönmez, 1998; yap & saha, 2013) ; and vi) terrorism: probability of being involved in a terrorist attack (baker, 2014; lanouar & goaied, 2019; saha & yap, 2014; seabra et al., 2014) . terrorism and political instability are the threats that tourists fear the most (sönmez, 1998) . in fact, the younger generations rank "war, terrorism and political tension" as their top concerns (coca-stefaniak & morrison, 2018) . previous research reports that terrorism and political instability are "particularly intimidating risks due to the uncontrollable, involuntary and random nature of the potential harm involved in visiting destinations struck by such incidents" (kapuściński & richards, 2016, p. 235 ; see also cavleck, 2002; heng, 2006) . that way, the perceived risk of terrorism is more effective and will influence tourists' behaviors and decision-making, regardless of their country of origin or of their cultural background (seabra et al., 2018) . feridun (2011) suggests the existence of a negative causal effect of terrorism on tourism. raza and jawaid (2013) also proved the unidirectional causal relationship between terrorism and tourism. in their opinion, there is a unique direction of causality that goes from terrorism to tourism. the changes in tourists' decision making caused by perceived risks of terrorist attacks are mainly due to the so-called memory effect. memory effect means any feeling, apprehension, or panic that lead individuals to change their usual behaviors (shin, 2017) . people create a memory effect after experiencing or after hearing about devastating events that have occurred in a certain place. terrorist events can give rise to a great sensitivity between the tourists' initial memory of a destination andthe posterior image of such destination. this leaves a persistent recollection or memory effect (baggio & sainaghi, 2011) . past attacks directly influence tourist arrivals in the affected countries due to those negative memories. consequently, tourists will replace their usual leisure destinations with other places they consider safer (lutz & lutz, 2018) . eventually they will return to their favorite destinations and this is the reason why this memory effect is not permanent, although its effects may last for quite a long time as stated in previous research (baggio & sainaghi, 2011) . tourists show a high preference for more stable and peaceful geographic areas (araña & león, 2008; neumayer, 2004; reisinger & mavondo, 2005) since their main goal is to relax in an insouciant holiday environment (neumayer, 2004) . they have a big range of destinations available and, normally, they do not even consider travelling to places located near sites where risky incidents have occurred. they choose alternative destinations with similar characteristics but with a more stable environment (neumayer, 2004) . this has some negative economic impacts not only on the affected destinations (lanouar & goaied, 2019; sönmez et al., 1999) , but also on other nearby places. this is due to the spatial spillover effects (isaac & velden, 2018; walters & beirman, 2017 ) that will affect several destinations and entire regions (radić et al., 2018) . according to the institute for peace economics (institute for economics & peace, 2016), the contribution of the tourism sector to gross domestic product in 2015 was twice larger in countries where there had been no occurrence of terrorist attacks targeting tourists. between 2008 and 2014, tourism average contribution to gross domestic product growth reached 3.6% in countries that had experienced no terrorist attacks against tourists. in countries where attacks deliberately targeted tourists, it amounted to 1.9% only. nowadays, safety is one of tourists' major concerns when they have to choose their travel destination (world tourism organization, 2018). spatial spillover effects of terrorism on tourism activity: generalization and substitution effects spillover effect, a term which comes from economics, refers to the positive or negative externalities that an economic activity can have on any element not directly associated with that given activity. in tourism, spillover effects are closely related to a spatial perspective. it refers to the inadvertent effects that the tourism industry of a certain region has on tourism flows to other regions. positive spillover effects occur when a region benefits from their neighbors' tourism growth, while the opposite can occur when a destination is affected by negative factors occurred in neighboring regions (yang & wong, 2012) . previous research on the spillover effects found the existence of two major impacts of terrorism on tourism industry: the generalization and the substitution effects. the "generalization effect" refers to the cognitive biases of tourists who tend to generalize the perceived image of a given destination to a whole region (saha & yap, 2014) . the generalization effect may cause completely safe countries to witness strong drops in their tourism arrivals and revenues as a result of insecurity episodes in nearby countries (enders et al., 1992) . empirical evidence showed that perceptions of terrorist threats, war, political instability, and violence in one country tend to make tourists assume that entire regions are risky (sönmez, 1998; walters & beirman, 2017) . although some studies have shown that neighboring countries can sometimes benefit from being considered immediate substitutes, it has also been proved that there is always a negative impact on tourist demand in the region where the incident has occurred (gu & martin, 1992) . mansfeld (1996) proved that tourists who had experienced terrorist events during the arab-israeli conflicts transferred their fear of terrorism to the middle east as a whole. this spillover effect resulted in a negative contagion effect in that region but, on the other hand, had a positive impact on the tourist activity of the mediterranean area. neighboring countries, or countries that share identical characteristics, gain tourists in the same proportion as the less safe countries lose visitors. the different patterns of substitution that affect destinations are commonly represented by concentric rings. the "inner ring" that includes more unstable destinations like egypt, israel, jordan, lebanon, and syria was replaced by an "outer ring" composed of more peacefull and terrorism-free countries, such as cyprus, greece and turkey (mansfeld, 1996) . wahab (1996) drew attention to the fact that intraregional tourists may be more sensitive to this effect since they seek more peaceful destinations located near places considered to be of higher risk. in his study, he claimed the existence of a positive spillover effect in the case of egypt. however, an interregional tourist may also generalize conflict to an entire region, which may explain the decline in tourist arrivals in iraq's neighboring countries during the gulf war (sönmez, 1998) . during that period, middle east and eastern mediterranean countries experienced a big decline in tourist arrivals. cyprus, for example, experienced a drop of 3.38 million visitors in 1990 and of 2.94 million in 1991 as a result of the perceived risk of terrorism and political instability (goodrich, 2002) . drakos and kutan (2003) stated that any terrorist or violence event taking place in a particular middle eastern and north african destination will naturally affect tourist's perceptions of another country in that region (drakos & kutan, 2003) . some years later, kozak and his colleagues also concluded that tourists form overall negative images of entire regions due to terrorism acts (north america and the middle east), health issues (severe acute respiratory syndrome in asia) and political conflicts (africa). tourists change their travel plans when they realize the existence of any potential threat or risk. they assume that incidents that take place in a specific country will affect its neighboring countries as well. this assumption results in a global devastating impact on the region (kozak, crotts, & law, 2007) . recently, more empirical evidence supported findings that random terrorism acts perpetrated in some countries have an impact on nearby areas not directly subject to such attacks. this was true for kenya, africa (masinde, buigut, & mung'atu, 2016) and jordan because the violent uprisings in neighboring countries have deeply affected the image of the whole geographic area (liu, schroeder, pennington-gray, & farajat, 2016) . the "substitution effect" in tourism refers to customers' tendency to replace one destination with another, due to a number of factors that include changes in the elasticity of demand, shifts in price, a desire to try new products or experiences (tribe, 1995) or because of risk perception (prideaux, 2005) . using an unrestricted vector autoregressive model to analyze monthly data for spain covering a period of time between 1970 and 1988, enders and sandler (1991) identified negative unidirectional causality between terrorism attacks perpetrated by the separatist basque group eta and tourism activity in the country. the authors concluded that the biggest drop in tourists' arrivals occurred three months after the attacks and that a typical transnational terrorist incident can prevent about 1400 tourists from visiting a certain country (enders & sandler, 1991) . enders et al. (1992) , a year later, studied a large sample of european countries between 1974 and 1988 and determined that tourism reactions occurred mostly within a period of six to nine months after the incident and that there was clear evidence of the replacement of those destinations with others located in different regions (enders et al., 1992) . gu and martin (1992) analyzed the substitution effect based on tourist arrivals at orlando airport between 1971 and 1984. the authors concluded that there was a direct correlation between the increase in terrorist attacks in the middle east and in europe and the number of arrivals recorded at that airport (gu & martin, 1992) . during their analysis conducted on three mediterranean countries -greece, israel and turkey -, using italy as a control variable, drakos and kutan (2003) tested the cross-country effects of terrorism on tourism in the mediterranean region between 1991 and 2000. they concluded that the intensity of terrorism events, measured according to the location (urban vs rural) and the number of fatal casualties, led to shifts in tourist visits that caused positive and negative spillover. the country where the attack took place registered drops in tourist arrivals, while other nearby countries experienced an increase in their visitors. their empirical results revealed that israeli and turkish tourism industries are more sensitive to terrorism than their greek counterpart (drakos & kutan, 2003) . a study conducted on tourism flows after 9/11 in the united states and in hawaii reinforced the findings of earlier studies that showed the existence of that substitution effect. tourists change their travel plans instead of canceling them, giving priority to safer domestic destinations they perceive as less risky. the study results indicate that united states citizens replaced international destinations with hawaii balancing the significant drop of foreign arrivals that followed the 9/11 events (bonham et al., 2006) . focusing on the same period, araña and león (2008) used a discrete choice approach to assess the impact those worldwide events had on the way tourists evaluate the qualities of alternative and competing destinations located in the mediterranean area. the authors concluded that countries with higher proportion of islamic population, such as tunisia and turkey, suffered a more severe negative impact on their competitive value than other destinations, such as canary islands and the balearics, where this proportion was lower (araña & león, 2008) . using two estimation techniques, neumayer (2004) tested the impact of various forms of political violence on tourism. the cross-country analysis provides empirical evidence for intraregional, negative spillover and cross-regional substitution effects for countries where human rights are violated or where there is evidence of conflicts and other politically motivated violent events. the author concluded that tourists choose alternative destinations with similar characteristics but that are more stable (neumayer, 2004) . while examining the effects of terrorism on tourism activity in turkey, yaya (2009) found strong evidence that terrorism events in the country have affected the industry and that the madrid bombings had a positive effect on tourist arrivals in turkey. this happened because tourists perceive those two countries as close substitutes for one another (yaya, 2009) . other studies concluded that while some countries experience a negative indirect effect, terrorist attacks increase tourism demand in other neighboring countries that are known for their low or moderate risk level (saha & yap, 2014) . this is the case of dubai, for instance, that represents a safe regional alternative to lebanon or syria, two former popular tourism destinations destroyed by war (clancy, 2012) . a study dealing with the reactions of german tourists to unanticipated shocks and the respective impacts on risk perception and tourism destination selection analyzed several terrorism episodes: 9/11 (2001), egypt (1997), tunisia (2002), morocco (2003) and indonesia (2003) . the findings proved that those shocks heavily affected islamic countries and provided a temporary substitution effect in favor of (southern) european countries (ahlfeldt, franke, & maennig, 2015) . neumayer and plümper (2016) apply a model to explain tourists' arrivals using a lagged dependent variable and other lagged independent variables representing terrorist attacks proxies. using a spatial dyadic approach, the authors concluded that terrorist attacks on tourist destinations in a given country reduce tourist flows due to a substitution effect that is visible at several levels: i) from the countries in which the attacks took place and other similar source markets to a different destination or country; and ii) from the same tourism source market to other similar destinations (neumayer & plümper, 2016) . as stated, to this day there has been no record of terrorist events in portugal. other european countries such as luxembourg, monaco, lithuania, andorra, malta, montenegro, san marino, and slovenia are safe countries as well. however, none of these countries kept a record of tourism arrivals or receipts. with a large international recognition and several tourism awards granted to its many regions, cities and destinations, portugal has been one of the countries with the best performances in tourism. the country has experienced an average annual growth of 11% in tourists' arrivals since 2010 (world tourism organization, 2018) . in 2017, portugal received > 14.5 million international tourists and 9.3 million domestic tourists. the arrivals had a massive impact on tourism receipts that have been growing in a sustained way over these last few years and amounted to > 17 billion american dollars in 2017 (instituto nacional de estatística, 2019; world tourism organization, 2018). this growth is directly connected to the strategic positioning of the "destination portugal" brand that, in recent years, has brought portugal and other specific portuguese destinations several international awards. over the last years, portugal has won several international awards at the world travel awards: i) portugal "world's best tourist destination" (for the 3rd year in a row); (ii) lisbon "world's best citybreak destination"; iii) madeira "the best insular destination" (for the 4th year in a row); iv) sintra-monte da lua parks "the best example of heritage recovery"; v) portugal "the best european and world golf destination" (for the 5th year in a row); vi) "turismo de portugal" considered the world's best tourism organization, among many others. the image of portugal as a safe tourism destination has led to an exponential increase in tourist arrivals. in fact, portugal was the third safest country in the world in 2017 (institute for economics & peace, 2018) and is currently a huge european tourist attraction. portugal was the country chosen for this study because of its importance and potential and especially because it is regarded as a safe country with no record of terrorist events since ever. in the next subsections, sample and data will be presented. data includes tourists' arrivals in portugal, sorted by region of origin, and the number of terrorist attacks that have occurred in the selected european countries, from 2002 to the end of 2016. the main database that supports this study was built upon two different time series sub-databases: i) tourism arrivals in portugal between 2002 and 2016 and ii) the terrorism events occurred worldwide during the same time period. the first sub-database was obtained from the portuguese public statistical entity (instituto nacional de estatística, 2019). data provided information about the number of tourists who stayed in any accommodation facility in portugal, between 2002 and the end of 2016, sorted by region of origin. a reasonable medium-term time series is required if the analysis applies lagged variables (bell & jones, 2015) to achieve significant results. the number of guests has significantly increased, surpassing 21 million tourists in 2016 (see fig. 1 ). the compound annual growth rate from 2002 to 2016 was 4.78%, and the number of tourists doubled during that period. over the last 5 years, tourists coming from europe have exceeded the number of domestic tourists. these results reveal the increasing dynamics of the portuguese tourist sector and reflect the country's good and stable political, economic, and social environment. data collected regarding tourists' arrivals included all contributing countries and showed that the most representative emission markets in portugal are: europethe united kingdom, spain, france, and germany; africa -angola; america -brazil, the united states, and canada; asia -china and japan (instituto nacional de estatística, 2019). the second sub-database, obtained from global terrorism database (national consortium for the study of terrorism and responses to terrorism, 2019), gathers information about terrorist attacks per country and other aggregate geographic areas between 2002 and 2016 (see table 1 ). terrorist attacks, according to global terrorism database, are violent incidents triggered by bombing or explosion, arm attacks, assassination, and facility/infrastructure attack caused by terrorist organizations or individuals in a domestic c. seabra, et al. annals of tourism research 80 (2020) 102811 as well as in a transnational and international context. for each global terrorism database incident, information is provided on the date and location of the incident, the weapons used and the nature of the target, the number of casualties, and, when identifiable, the group or individual responsible for the attack (national consortium for the study of terrorism and responses to terrorism, 2019). table 1 provides information about the number of terrorist attacks sorted by country, considering also the injuries and fatalities caused by the events. the main criterion to select the considered countries was the number of terrorist attacks they have experienced between 2005 and 2016. the selected countries represent the biggest terrorist targets for each european region, as seen in table 1 (highlighted in light gray). however, some representative countries were selected to avoid multicollinearity. those were countries with the highest rate of terrorist attacks and that had some potential connection with portugal (social, economic or tourist connections). the importance of those countries as emissive markets was also taken into consideration. keeping in mind the tourism regions considered by world tourism organization (world tourism organization, 2018), the sample includes the united kingdom, for northern europe; the western europe sample includes france and germany; the central/eastern europe sample incorporates russia -russia and ukraine attacks are highly correlated, so this tourism market was an obvious choiceand lastly israel, greece, and spain were part of the southern/mediterranean europe sample. israel was chosen over turkey considering that turkey is strongly correlated with germany that represents an important tourist market for portugal. in addition to being the countries with a higher incidence of terrorist attacks, france, england, germany, greece, and spain are countries that, along with portugal, belong to the european union. they also have ancient and strong foreign commercial relations with portugal (base de dados portugal contemporâneo, 2019a). the first three countries considered are destinations chosen by many portuguese emigrants. therefore, strong communities have been created over the years and strong social relationships were established between different generations of families living both in their home countries and in the different host countries (base de dados portugal contemporâneo, 2019b). those are, furthermore, the most relevant emission markets to portugal. as for central/eastern europe, russia was the country that registered the higher number of attacks. portuguese relationships with russia date back to 1739 (russian federation, 2019) and those relationships are strengthened by commercial links (oil and gas imports) (belyi, 2003) . currently, a large number of russian tourists choose portugal as their tourism destination. they represent an important asset for tourism due to their number and to their high purchasing power. as far as the south /mediterranean region is concerned israel is, along with spain and greece, the country that has experienced more terrorist attacks. portugal established diplomatic relations with israel in 1977 and those relations were reinforced in 1992 with the signing of cultural, economic, industrial, technical, and scientific cooperation agreements (república portuguesa, 2019). the main goal of this study is to analyze the potential connections between terrorist attacks in specific european countries and tourist arrivals in portugal. the countries' political and economic stability, safety and security can be advantages that may attract tourists who have proven to be loyal to destinations that have recently been targeted by terrorist attacks. this study follows the procedure applied by neumayer and plümper (2016) when they used lagged dependent variables. the information about the number of terrorist attacks occurred in a certain country was also taken into account to provide an explanation on tourist arrivals per country of origin. the conceptual autoregressive model has two distinctive independent variables' groups. (1) one is related with the one-lag period and the two-lag period of the first differences (t -t −1 period) of the dependent variable values tourist arrivals from any continent or an autoregressive variable. the second, (2) is related with the first differences (t -t −1 period) of the one-lag period values of attacks perpetrated against the 7 selected countries, as described in fig. 2 . then, evidence was collected to prove that all the series were non-stationary at levels (time periods) using kendall's tau statistic indicator, also known as dickey-fuller test (gujarati, 2009 ). ordinary least squares cannot be trusted because they may cause 21 58 5 28 9 22 47 23 66 55 86 165 141 192 139 1057 1179 6 76 77 sweden 0 0 0 3 1 0 1 1 3 1 2 0 5 36 16 69 8 5 united kingdom 21 23 5 25 6 20 39 22 57 47 54 137 103 114 104 777 1033 84 western europe 40 13 14 36 39 23 24 18 5 22 70 14 31 103 83 535 1515 greece 11 12 4 6 23 15 53 115 49 11 22 53 26 31 31 462 56 76 israel 75 38 19 43 77 53 134 36 14 51 65 37 293 58 50 1043 3511 814 italy 7 15 3 6 4 41 21 31 24 23 11 37 21 3 0 1 5 4 1 3 226 2132 238 turkey 5 19 27 41 40 29 32 13 20 51 169 42 94 421 540 1543 6507 2159 310 268 155 260 282 215 563 425 436 399 604 496 1572 1501 spurious (non-sense) regressions. therefore, differencing the series to make them stationary can be a solution, but it could cause the loss of important long run relationships between levels (gujarati, 2009 ). co-integration tests were also performed and led to negative results. thus, and in accordance with previous works, it became clear that an unrestricted vector autoregressive model, using first difference variables would be the best solution (esso, 2010; gospodinov & pesavento, 2013; toda & yamamoto, 1995) to resolve potential non-stationarity series problems (shin, 2017) . the unrestricted vector autoregressive model method resembles simultaneous-equation modeling as it considers several endogenous variables together. nevertheless, each endogenous variable is explained by its lagged values or past lagged values. the first difference between the variables and their respective lagged values were used towards non-co-integration and non-stationarity at levels (statacorp, 2013) . the unrestricted vector autoregressive model assumed that all the attacks against the respective countries were exogenous variables in the model. it also considered that there were no or few relationships among them and that the aim would be to study one-way causality relationship between attacks and tourists' arrivals in portugal and not the opposite. since there may be a time lag (one or two-year delay effect) in the impact caused by the terrorist attacks on tourists' arrivals, this study opts to use a one period and a two-period time lag. the study also includes post estimation robustness tests for autocorrelation (lagrange-multiplier test) (statacorp, 2013) and residual distribution tests, like the jarque-bera test (lutkepohl, 2005) . fig. 2 shows the specification models used in the estimation. a granger causality test is used (asteriou & hall, 2015; zivot & wang, 2007) , suggesting that there is short run causality between the significant independent variables and the dependent variable. tourists' arrivals are an endogenous variable because its value is determined within the model. the terrorists' attacks against countries are exogenous variables, since their value is determined outside the model. in other words, they do not depend on tourist arrivals. there is no correlation between terrorist attacks and the error term whose data represents relevant input to the model. the objective of the analysis is to use terrorists' attacks as determinant variables. this is in line with the methodology used by neumayer and plümper (2016) in which terrorist attacks are exogenous variables that explain the arrivals of western tourists to islamic countries. table 2 demonstrates the descriptive statistics of all variables and table 3 shows the results of the model. data clearly suggests that tourists' arrivals from any country to portugal reflect the impact of a certain memory effect. hence, the first difference of the lagged autoregressive variable is statistically significant with a 0.1% alpha for every equation. the granger causality test applied to the model, and to its respective sub models, one for each dependent variable, demonstrates the existence of unidirectional causal relationship between terrorist attacks and tourist arrivals in this country. the second autoregressive lagged dependent variable has an important impact on tourist arrivals from portugal, europe, africa, and america, but, in contrast, exerts negative impact on the addition of more tourists. tourist arrivals from asia are positively related with the attacks perpetrated in greece, france and in the united kingdom; however, attacks perpetrated in spain move those specific tourists away from portugal and force them to look for other destinations. portuguese domestic tourists appear to be more sensitive to attacks committed in france, spain, and greece. in this case, there is a positive correlation, even if in the case of spain, the level of significance is slightly over 5%. terrorist attacks perpetrated in israel, the united kingdom, greece, germany, and france directly influence tourist arrivals from europe. in contrast, terrorist attacks perpetrated in spain and russia contribute to dislocate tourists from portugal to other regions. all variables are significant at the 0.1% level. even though there is evidence that all variables concerning tourists from africa are significant at the 0.1% level, the coefficient direction changes in the case of israel, russia, spain, and greece. in fact, only terrorist attacks that took place in israel and greece affect negatively tourist arrivals from africa in portugal, while attacks perpetrated in other countries positively influence arrivals in the country. as far as tourists from america are concerned, it seems that attacks in russia, israel and spain move them away from portugal and force them to choose other destinations, while attacks in france, germany and greece bring those tourists to portugal. tourists from oceania are negatively sensitive to attacks committed in russia and spain. a phenomenon that involves extremely sensitive reaction to terrorist attacks makes tourists replace a destination with other safer countries. post estimation tests to the models revealed the absence of auto-correlation after using the lagrange multiplier test, as null hypothesis of zero autocorrelation could not be rejected and as the null hypothesis under jarque-bera statistic of residuals' normality (statacorp, 2013) could not be rejected either. despite the importance granted to the effects of terrorism on tourism and in spite of a considerable amount of research conducted on such issue, there have been recent calls for new research on the topic, especially on the consequences that this phenomenon can exert on economy and tourism activity (almuhrzi, scott, & alroiyami, 2017; saha & yap, 2014) . this paper represents an effort to close this gap by establishing the connections between terrorist events in some regions and tourist arrivals in other regions. the study takes into account previous literature on spillover effects, specifically those that trigger the substitution and generalization effects that make tourists reject and replace destinations considered unsafe with others they consider safer (gu & martin, 1992; neumayer, 2004) . whereas past research analyzes terrorism negative spillover effects on tourism demand, the present study focuses on the effects that terrorism events have on the tourists' arrivals in a safe country that has no record of terrorism attacks. portugal is one of the european tourism destinations that have experienced a higher growth in tourism demand and receipts over the last decades. according to the institute for economics and peace, portugal is one of the world's most peaceful countries (institute for economics & peace, 2018) and has no record of terrorism events (national consortium for the study of terrorism and responses to terrorism, note: + p < 0,1; * p < .05; ** p < .01; *** p < .001; d first difference; l, l2 lags of respective variable; first number in the table is the variable coefficient and the second one in the same column is the z statistics. these are the significant values c. seabra, et al. annals of tourism research 80 (2020) 102811 2019). the present study demonstrates that terrorist attacks in other countries have an impact on the demand for portuguese tourist accommodations. in turn, the results also show that instability in other countries can have consequences for portuguese tourism arrivals confirming the existence of spillover effect. as far as the effects of terrorist attacks on tourists' arrivals in portugal are concerned, this study allowed the uncovering of interesting results. terrorist events perpetrated in the united kingdom, greece, and france positively affect tourist arrivals from asia. attacks perpetrated in spain, on the contrary, have a negative contribution to tourists' arrivals from asia. in the cases of france and greece, this occurs probably because they are both mediterranean destinations similar to portugal. this result confirms the existence of the substitution effect as well as the presence of the generalization effect (mansfeld, 1996) . asian countries have a strong historic, economic and even social connection with the united kingdom. natives of those countries are well aware of the attacks committed in the united kingdom through media coverage or through personal information provided by emigrants residing in the country. on the other hand, for asian tourists, spain and portugal belong to the same iberian territory since they are located in the same geographical and risk area. this belief confirms the existence of the generalization effect (enders & sandler, 1991) . terrorist attacks in france, greece and spain strongly affect portuguese domestic tourism. these are important tourism destinations to portuguese tourists. these results confirm earlier research on unsafety effects and prove that during unsafety times tourists do not stop travelling; alternatively, they choose domestic destinations they consider much safer (bonham et al., 2006) . terrorist events perpetrated in the united kingdom, france, germany, greece, and israel positively affect tourist arrivals in portugal from european countries. on the other hand, terrorist attacks occurred in russia and spain exert a negative impact on tourists' arrivals from europe. this happens possibly because those countries are geographically located in the center of europe. accordingly, european tourists will choose peripheral countries. this assumption is in accordance with the results obtained by mansfeld (1996) . the united kingdom, france and germany are also important emissive markets to portugal. that means that tourists who come from those parts of the world can feel safer in portugal than in their own countries. since they are intraregional tourists, they have enough information to know which countries are the safest (wahab, 1996) . in the cases of tourist destination such as greece or israel, the substitution effect involves portugal, probably because the three markets share the same emissive tourist markets. spain and portugal are neighboring countries. terrorist attacks in spain have severe impacts on tourists who come to portugal from asia, oceania, america, and from other european countries. however, tourists coming from africa, namely from angola, a portuguese-speaking african country (palop) and member of the community of portuguese speaking countries (cplp), or from portugal are unbiased and, thus, do not feel that effect. for those tourists, spain and portugal are two different and unrelated nations, even though they are both iberian countries. the overall findings show the existence of the so-called generalization effect (drakos & kutan, 2003; enders et al., 1992; kozak et al., 2007; liu et al., 2016; masinde et al., 2016) : a safe country like portugal with no terrorist events can suffer from the impact of episodes of insecurity that took place in spain, a neighboring country. such impact will affect tourism demand. moreover, this work confirms that the generalization effect that over-assumes the similarities of neighboring countries enhances the causal relationship between terrorist attacks and tourist arrivals (feridun, 2011; raza & jawaid, 2013) . the attacks perpetrated in russia do not produce changes in the destination choices of tourists coming from european traditional markets and tourists remain faithful to traditional destinations like spain, france, italy, greece, and tunisia, among others. in consequence, there is a decrease in tourists' arrivals in portugal. the attacks committed in the united kingdom, russia, spain, france, and in germany have a positive impact on the increase in tourists from africa who choose portugal as their destination. on the other hand, terrorist incidents in greece and israel seem to have a negative impact on their choice. these results may be due to the cultural and economic proximity of most african countries and specifically of angola, which is portugal's most important african market. terrorist attacks in greece and israel are responsible for the decrease in african tourists' arrivals, probably because instead of coming to portugal they rather choose high level shopping tourism destinations such as italy, france, the united kingdom, and germany. terrorism in greece, germany, and france positively affects tourist arrivals from america, while terrorist events occurred in israel, russia and spain will have a negative effect on the number of american tourists who choose portugal as their destination. the substitution effect is, once again, clear as far as greece is concerned since that destination is quite similar to portugal. germany and france are important markets for brazilian, north american and canadian tourists. however, due to the attacks in germany and france, those tourists decide to come to portugal instead. tourists from america are well aware of the repeated and regular instability and unsafety felt in russia and israel, so any negative event in those countries will force them to choose other traditional or domestic destinations. these findings are in close accordance with previous research conducted by pizam and fleischer (2002) . the influence of the memory effect is clear when past tourist arrivals influence current tourist arrivals. this occurs in all the models except in the case of tourist arrivals from oceania. this means people want to relive pleasant past experiences and return to destinations where they had spent enjoyable moments. this positive feeling reinforces the role played by memory effect when time comes to choose a destination. therefore, the present study reinforces the work carried out by baggio and sainaghi (2011) . asian, european, african, american, and portuguese tourists' experiences in portugal will have a strong and positive impact on the flow of tourists who will choose to visit the country in the coming years. this paper provides a number of theoretical contributions to tourism literature and helps explain the factors that may influence tourist flows. evidence collected show that tourist arrivals and the demand for tourist accommodation depend on international markets and, more specifically, on the existence of terrorist attacks in other countries. these assumptions confirm the existence of c. seabra, et al. annals of tourism research 80 (2020) 102811 "global consumers" (hollensen, 2011) . this study clearly demonstrates the existence of the so-called substitution effect caused by terrorism events. tourists choose destinations perceived as safer instead of places they see as potential terrorist targets, as stated in previous studies (e.g. ahlfeldt et al., 2015; araña & león, 2008; bonham et al., 2006; drakos & kutan, 2003; enders et al., 1992; enders & sandler, 1991; gu & martin, 1992; neumayer, 2004; neumayer & plümper, 2016; yaya, 2009 ). secondly, it was possible to confirm the existence of a one-year consumer short memory effect. the increase in tourist arrivals recorded during a certain year-long period has a direct impact on the increase of tourist arrivals that will occur in the following years. this result may be related with the positive image created by tourists' word of mouth or through the repetition effect. however, a longer, two-year memory effect shows different results. tourist arrivals from portugal, europe, africa, and america in a two-year lag reveal an opposite impact on the arrival of tourists in portuguese destinations, confirming the findings of the study conducted by enders and sandler (1991) . this study also contributes to add information to the existing literature that analyzes the effect of terrorist attacks on tourist arrivals according to their geographical origin. the results unveiled by this study allow public and private tourism organizations to create new predictive models or to update those already in motion, by adding new variables to improve their efficiency and increase the knowledge needed to understand and anticipate international tourist behaviors, specifically those that are related with the existence of terrorist attacks in other european regions. moreover, using the theoretical background provided by this paper, it was possible to create an index -tour-terror -that allows managers to observe the potential impacts of attacks perpetrated in a given region on the economy of recipient countries and that will lead to an increase or to a decrease in tourist arrivals. those fluctuations are related with the tourists' characteristics such as their cultural, social, and economic origin. these features may differ from the residents' usual standards but also from those of the average tourist who usually visits the country. accordingly, the tour-terror index determinants of a country may include independent variables like: i) the level of change in tourism demand and supply due to terrorist attacks; ii) the tourist price level structure; iii) tourists' purchasing power parity; iv) the duration of the stay; v) tourist accommodation capacity; vi) the capacity of other related facilities; and vii) human labor capacity. managers should face the fact that terrorist attacks provoke a substitution effect on destination choice behaviors. tourists will replace destinations considered unsafe due to terrorist threats with others considered safer. the physical distance of the tourists' home countries and their cultural and socio-economic traits influence this replacement behavior. in addition, managers must take into account that the substitution effect occurs between the european countries located in central areas and those located in peripheral areas. when terrorist attacks occur in the center of europe, tourists avoid those regions and choose peripheral destinations like portugal. evidence also made it clear that the opposite effect also happens. given the randomness of terrorist attacks, tourism managers should be prepared to alter quickly their marketing strategy, namely their market targeting strategies and promotion campaigns to prevent substitution effect. these specific practical implications are particularly important to tourist companies located in portugal. tourists from angola, brazil, the united states, and canada have proven to be very profitable since they stay longer and purchase high level and luxury products. for that reason, portuguese companies should make them their main target. the first limitation refers to the research settings, namely the fact that the study only considers one country and a 15-year time lag. more countries or bigger regions and a longer 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effects in tourism flows do political instability, terrorism, and corruption have deterring effects on tourism development even in the presence of unesco heritage? a crosscountry panel estimate terrorism and tourism: the case of turkey vector autoregressive models for multivariate time series she is doing her post-phd on "terrorism and the eu28: impact on citizens and organizations" in novasbe. her research interests are: 1) safety and terrorism, and 2) tourism. email: cseabra@uc pedro reis is a professor at polytechnic institute of viseu. pedro develops his research in: 1) finance, 2) accounting josé luís abrantes develops his research in: 1) marketing, 2) tourism, and 3) pedagogy key: cord-168710-a5pst4gf authors: jalilian, abdollah; mateu, jorge title: a hierarchical spatio-temporal model to analyze relative risk variations of covid-19: a focus on spain, italy and germany date: 2020-09-28 journal: nan doi: nan sha: doc_id: 168710 cord_uid: a5pst4gf the novel coronavirus disease (covid-19) has spread rapidly across the world in a short period of time and with a heterogeneous pattern. understanding the underlying temporal and spatial dynamics in the spread of covid-19 can result in informed and timely public health policies. in this paper, we use a spatio-temporal stochastic model to explain the temporal and spatial variations in the daily number of new confirmed cases in spain, italy and germany from late february to mid september 2020. using a hierarchical bayesian framework, we found that the temporal trend of the epidemic in the three countries rapidly reached their peaks and slowly started to decline at the beginning of april and then increased and reached their second maximum in august. however decline and increase of the temporal trend seems to be sharper in spain and smoother in germany. the spatial heterogeneity of the relative risk of covid-19 in spain is also more pronounced than italy and germany. started from wuhan, the capital of hubei province, china in december 2019, the outbreak of 2019 novel coronavirus disease has spread rapidly across more than 200 countries, areas or territories in a short period of time with so far over 4.4 million confirmed cases and 296 thousand confirmed deaths (world health organization, 2020) . the spread of covid-19 across and within countries has not followed a homogeneous pattern (giuliani et al., 2020) . the causes of this heterogeneity are not yet clearly identified, but different countries have different levels of national capacity based on their abilities in prevention, detection, response strategies, enabling function, and operational readiness (kandel et al., 2020) . besides, different countries have implemented different levels of rigorous quarantine and control measures to prevent and contain the epidemic, which affect the population movement and hence the spread pattern of covid-19. given the highly contagious nature of covid-19, the spatial pattern of the spread of the disease changes rapidly over time. thus, understanding the spatio-temporal dynamics of the spread of covid-19 in different countries is undoubtedly critical. the spatial or geographical distribution of relative location of incidence (new cases) of covid-19 in a country is important in the analyses of the disease risk across the country. in disease mapping studies, the spatial domain of interest is partitioned into a number of contiguous smaller areas, usually defined by administrative divisions such as provinces, counties, municipalities, towns or census tracts, and the aim of the study is to estimate the relative risk of each area at different times (lee, 2011; lawson, 2018) . spatio-temporal models are then required to explain and predict the evolution of incidence and risk of the disease in both space and time simultaneously (anderson and ryan, 2017) . estimation of area-specific risks over time provides information on the disease burden in specific areas and identifies areas with elevated risk levels (hot spots). in addition, identifying the changes in the spatial patterns of the disease risk over time may result in detecting either regional or global trends, and contributes to make informed and timely public health resource allocation (wakefield, 2007) . to account for the underlying temporal and spatial autocorrelation structure in the spread of covid-19, available data on the daily number of new cases and deaths in different countries/regions have already been analyzed in a considerable number of studies. for example, kang et al. (2020) used moran's i spatial statistic with various definitions of neighbors and observed a significant spatial association of covid-19 in daily number of new cases in provinces of mainland china. gayawan et al. (2020) used a zero-inflated poisson model for the daily number of new covid-19 cases in the african continent and found that the pandemic varies geographically across africa with notable high incidence in neighboring countries. briz-redón and serrano-aroca (2020) conducted a spatio-temporal analysis for exploring the effect of daily temperature on the accumulated number of covid-19 cases in the provinces of spain. they found no evidence suggesting a relationship between the temperature and the prevalence of covid-19 in spain. gross et al. (2020) studied the spatio-temporal spread of covid-19 in china and compare it to other global regions and concluded that human mobility/migration from hubei and the spread of covid-19 are highly related. danon et al. (2020) combined 2011 census data to capture population sizes and population movement in england and wales with parameter estimates from the outbreak in china and found that the covid-19 outbreak is going to peak around 4 months after the start of person-to-person transmission. using linear regression, multilayer perceptron and vector autoregression, sujath et al. (2020) modeled and forecasted the spread of covid-19 cases in india. as pointed out in alamo et al. (2020) , there are many national and international organizations that provide open data on the number of confirmed cases and deaths. however, these data often suffer from incompleteness and inaccuracy, which are considerable limitations for any analyses and modeling conducted on the available data on covid-19 (langousis and carsteanu, 2020) . we highlight that we are yet in the center of the pandemic crisis and due to the public health problem, and also to the severe economical situation, we do not have access to all sources of data. thus reseachers know only a portion of all the elements related to covid-19. in addition, data on many relevant variables such as population movement and interaction and the impact of quarantine and social distancing policies are not either available or accurately measured. combined with the unknown nature of the new covid-19 virus, any analysis such as the present study only provides an approximate and imprecise description of the underlying spatio-temporal dynamic of the pandemic. nevertheless, having a vague idea is better than having no idea, and the results should be interpreted with caution. currently, a wealth of studies have appeared in the very recent literature. many of them follow the compartmental models in epidemiology, partition the population into subpopulations (compartments) of susceptible (s), exposed (e), infectious (i) and recovered (r), and fit several variations of the classical deterministic sir and seir epidemiological models (peng et al., 2020; roda et al., 2020; bastos and cajueiro, 2020) . we believe that considering stochastic components is important, if not essential, to explain the complexity and heterogeneity of the spread of covid-19 over time and space. for this reason, in the present work we propose a spatio-temporal stochastic modeling approach that is able to account for the spatial, temporal and interactions effects, together with possible deterministic covariates. we acknowledge that the proposed model in its current form requires development and refinements as more information becomes available, but at the stage of the pandemic we are now, it can provide a reasonable modeling framework for the spatio-temporal spread of covid-19. this is illustrated by modeling the daily number of new confirmed cases in spain, italy and germany from late february to mid august 2020. the r code for implementing the proposed model can be made available upon request. we also provide a shiny web application (chang et al., 2020 ) based on the model discussed in this paper at https://ajalilian.shinyapps.io/shinyapp/. the structure of the paper is the following. the open data resources used in this study are introduced in section 2. a model for the daily number of regional cases is considered in section 3. as described in section 4, this model explains the spatio-temporal variations in the relative risk of each country in terms of a number of temporal, spatial and spatio-temporal random effects. the results of fitting the considered model to the number of daily confirmed cases in spain, italy and germany are given in section 5. the paper concludes in section 6 with a few last remarks. governmental and non-governmental organizations across the world are collecting and reporting regional, national and global data on the daily number of confirmed cases, deaths and recovered patients and provide open data resources. incompleteness, inconsistency, inaccuracy and ambiguity of these open data are among limitations of any analysis, modeling and forecasting based on the data (alamo et al., 2020) . particularly, the number of cases mainly consist of cases confirmed by a laboratory test and do not include infected asymptomatic cases and infected symptomatic cases without a positive laboratory test. in this study, we focus on the daily number of confirmed cases in spain, italy and germany and used the following open data resources. italy: data on the daily accumulated number of confirmed cases in the 20 regions of italy are reported by the civil protection department (dipartimento della protezione civile), a national organization in italy that deals with the prediction, prevention and management of emergency events. these data are available at the github repository https://github.com/ pcm-dpc/covid-19 and are being constantly updated every day at 18:00. germany: the robert koch institute, a federal government agency and research institute responsible for disease control and prevention, collects data and publishes official daily situation reports on covid-19 in germany. data on the daily accumulated number of confirmed cases in the 16 federal states of germany extracted from the situation reports of the robert koch institute are available at the github repository https: //github.com/jgehrcke/covid-19-germany-gae and are being updated on a daily basis. table 1 summarizes the number of regions, study period and country-wide daily incidence rate of the data for each country. data on distribution population of the considered countries are extracted from the gridded population of the world, version 4 (gpwv4), which provides estimates of the number of persons per pixel (1 degree resolution) for the year 2020 (center international earth science information network (ciesin) columbia university, 2018). these data are consistent with national censuses and population registers. 3 modeling daily regional counts suppose that a country, the spatial domain of interest, is partitioned into regions a 1 , . . . , a m , defined by administrative divisions such as states, provinces, counties, etc (see table 1 ). let y it denote the number of new covid-19 cases in region the expected number of new cases is given by e it = p i it , where p i is the population of region a i and it is the incidence rate of covid-19 in region a i at time t. under the null model of spatial and temporal homogeneity of the incidence rate it = 0 and provides an estimate for e it , where is an estimate of the country-wide homogeneous daily incidence rate (waller et al., 1997) . the estimated daily incidence rate per million population (10 6 0 ) so far is around 68, 46 and 29 for spain, italy and germany, respectively (see table 1 ). 3.2 distribution of daily regional counts consul and jain (1973) introduced a generalization of the poisson distribution, which is a suitable model to most unimodal or reverse j-shaped counting distributions. given nonnegative random rates λ it , i = 1, . . . , m, t = 1, . . . , t , we assume that y it 's are independent random variables following the generalized poisson distribution with and the parameterization (zamani and ismail, 2012 ) thus ϕ is the dispersion parameter and the case ϕ = 0 represents the ordinary poisson distribution (no dispersion) with here, parameter α controls the shape (power) of the relation between the conditional variance of y it |λ it and its conditional mean. for example, the relation between (zamani and ismail, 2012) . the underlying random rates λ it , i = 1, . . . , m, t = 1, . . . , t , account for the extra variability (overdispersion), which may represent unmeasured confounders and model misspecification (wakefield, 2007) . variations of the random rate λ it relative to the expected number of cases e it provide useful information about the spatio-temporal risk of covid-19 in the whole spatial domain of interest during the study period. in disease mapping literature, the nonnegative random quantities are called the area-specific relative risks at time t (lawson, 2018, section 5.1.4). obviously eθ it = 1 and which means that the temporal and spatial correlation structure of the underlying random rates λ it determine the spatio-temporal correlations between θ it 's. temporal correlation ar(2) ζ i spatial correlation due to distance between regions gmrf ξ i spatial correlation due to neighborhood relation between regions bym by ignoring these correlations, the standardized incidence ratio θ it = y it / e it provides a naive estimate for the relative risks (lee, 2011) . however, in a model-based approach the variations of the relative risks are often related to regional and/or temporal observed covariates and the correlation between θ it 's are explained in terms of regional and/or temporal random effects using, for example, a log linear model (wakefield, 2007; lee, 2011; lawson, 2018) . in the present study, we consider the log linear model where µ is the intercept and d i is the population density of region a i , i.e. the population of a i , p i , divided by the area of a i . the population density is standardized to have mean 0 and variance 1 and β is its regression coefficient. moreover, η it is a zero mean random effect which represents spatio-temporal variations in relative risks due to temporal and spatial trend and correlation. among many different possibilities, we assume that η it takes the additive form where δ i represents the temporal trend, ε t accounts for temporal correlation and ζ i and ξ i explain spatial correlation due to spatial distance and neighborhood relations among regions a 1 , . . . , a m , respectively (see table 2 ). the latent (stochastic) temporal trend δ t is expected to be a smooth function of t. since the second order random walk (rw2) model is appropriate for representing smooth curves (fahrmeir and kneib, 2008) , δ = (δ 1 , . . . , δ t ) is assumed to follow a rw2 model, i.e., where 2 , . . . , t −1 are independent and identically distributed (i.i.d.) zero mean gaussian random variables with variance 1/τ δ . here the precision parameter τ δ > 0 acts as a smoothing parameter enforcing small or allowing for large variations in δ t (fahrmeir and kneib, 2008) . to account for temporal correlation, we assume that ε t follows a stationary autoregressive model of order 2, ar(2); i.e., ε t = ψ 1 (1 − ψ 2 )ε t−1 + ψ 2 ε t−2 + t , t = 2, . . . , t, where −1 < ψ 1 < 1 and −1 < ψ 2 < 1 are the first and second partial autocorrelations of ε t and 2 , . . . , t are i.i.d. zero mean gaussian random variables with variance 1/τ ε . on the other hand, to account for spatial correlation, we assume that ζ = (ζ 1 , . . . , ζ m ) follows a gaussian markov random field (gmrf). more specifically, we assume that ζ is a zero mean gaussian random vector with the structured covariance matrix where i m is the m × m identity matrix, 0 ≤ ω < 1 and e max is the largest eigenvalue of the m × m symmetric positive definite matrix c = [c ii ]. the entry c ii of matrix c represents to what extend the regions a i and a i are interconnected. for example, c ii can be related to a data on commuting or population movement between regions a i and a i . in absence of most recent and reliable movement data between the regions of spain, italy and germany, we set c ii to be the euclidean distance between the centroids of a i and a i . in addition to interconnectivity and correlations due to spatial distance, the neighbourhood structure of regions a 1 , . . . , a m may induce spatial correlation among relative risks of regions because neighbouring regions often tend to have similar relative risks. to include spatial correlation due to neighborhood structure of regions in the model, we assume that ξ = (ξ 1 , . . . , ξ m ) follows a scaled version of the besag-york-mollié (bym) model (besag et al., 1991) ; i.e., ξ is a zero mean gaussian random vector with (riebler et al., 2016) here q − denotes the generalized inverse of the m × m spatial precision matrix q = [q ii ] with entries where n i is the number of neighbors of region a i and i ∼ i means that regions a i and a i share a common border. the parameter τ ξ > 0 represents the marginal precision and 0 ≤ φ ≤ 1 indicates the proportion of the marginal variance explained by the neighborhood structure of regions (riebler et al., 2016) . in a bayesian framework, it is necessary to specify prior distributions for all unknown parameters of the considered model. the gaussian prior with mean zero and variance 10 6 is considered as a non-informative prior for the dispersion parameter of generalized poisson distribution, log ϕ, and for the parameters of the log linear model for the relative risks µ, β, log τ δ , log τ ε , log τ ζ , log τ ξ , log ω 1−ω , 1−ψ1 and log 1+ψ2 1−ψ2 . the prior distribution for the α parameter of the generalized poisson distribution is considered to be a gaussian distribution with mean 1.5 and variance 10 6 . table 3 summarizes the model parameters and their necessary transformation for imposing the non-informative gaussian priors. since all random effects of the model are gaussian, the integrated nested laplace approximation (inla) method (rue et al., 2009) can be used for deterministic fast approximation of posterior probability distributions of the model parameters and latent random effects (martins et al., 2013; lindgren et al., 2015) . the r-inla package, an r interface to the inla program and available at www.r-inla.org, is used for the implementation of the bayesian computations in the present work. the r code can be made available upon request. the initial values for all parameters in the inla numerical computations are set to be the mean of their corresponding prior distribution. the initial value of α is chosen to be one (see table 3 ). for count data y it and in a bayesian framework, a probabilistic forecast is a posterior predictive distribution on z + . it is expected to generate values that are consistent with the observations (calibration) and concentrated around their means (sharpness) as much as possible (czado et al., 2009) . following a leave-one-out cross-validation approach, let be the event of observing all count values except the one for region a i at time t. dawid (1984) proposed the cross-validated probability integral transform (pit) for calibration checks. thus, pit it is simply the value that the predictive distribution function of y it attains at the observation point y it . the conditional predictive ordinate (cpo) is another bayesian model diagnostic. small values of cpo it (y it ) indicate possible outliers, high-leverage and influential observations (pettit, 1990) . for count data, czado et al. (2009) suggested a nonrandomized yet uniform version of the pit with which is equivalent to the mean pit can then be comparing with the standard uniform distribution for calibration. for example, a histogram with heights table 4 presents the bayesian estimates (posterior means) for every parameter of the considered model fitted to the daily number of new covid-19 cases in spain, italy and germany. the corresponding 95% credible intervals of the model parameters are also reported in parentheses. comparing the estimated parameters among different countries, it can be seen that the dispersion parameter ϕ of the generalized poisson distribution for italy is higher than spain and germany, but its shape parameter α is around 1.5 for the three countries, which implies that the variance of the daily counts in each region is approximately a quadratic function of their mean. the coefficient of the population density is not significantly different from zero for spain and italy, but is positive for germany which indicates that regions with higher population density have larger relative risks. the precision parameters of the temporal random effects imply that the temporal trend δ t has at least 35 times larger contribution (smaller precision) than ε t which represents temporal correlation. the opposite signs of ψ 1 and ψ 2 indicate rough oscillations in ε t . the spatial random effect ζ i has larger contribution (smaller precision) than ξ i in the total variations of the relative risks only in spain, while for italy and germany it is the opposite. this could be a result of large euclidean distance between spain continental european territory from two archipelagos territories, which is affecting the considered covariance structure of ζ i . in summary, the higher contribution (lower precision) in the total variations of the relative risks for spain, italy and germany is due to the temporal trend, spatial correlation and finally temporal correlation, respectively. this may hint that spatial correlations have a greater impact on the relative risks of covid-19 than temporal correlations. the bayesian estimates and 95% credible intervals for the temporal trend δ t , t = 1, . . . , t , are shown in figure 1 . these plots can be interpreted as a smoothed temporal trend of the relative risk in the whole country. in fact, figure 1 suggests that the covid-19 epidemic in all three countries rapidly reached their peaks and slowly started to decline at the beginning of april and then increased and reached its maximum in august. in addition, the second wave of the epidemic seems to be stronger in spain and germany shows a more smoother trend during the study period. figure 2 shows the the posterior means of the spatial random effects ζ i and ξ i , i = 1, . . . , m, on the corresponding map of each country. the plot illustrates spatial heterogeneity of the relative risk of covid-19 across regions in each country, particularly in spain. regions with positive (negative) ζ i + ξ i values are expected to have elevated (lower) relative risks than the the baseline country-wide risk during the study period. in order to see how the estimated relative risks under the fitted model are in agreement with the observed data, figure 3 shows the spatially accumulated daily number of cases m i=1 y it , t = 1, . . . , t , and their expected values under the fitted model, namely the posterior mean and 95% credible interval of m i=1 e it θ it , t = 1, . . . , t . except some discrepancies for spain and italy, the observed values are inside the 95% credible intervals and close to the expected values under the fitted model. figure 3 in addition shows 4-days ahead forecasts of the total daily number of new cases at the end of study period of each country. finally, histograms of the normalized pit values described in section 4.4 are obtained using j = 20 from the fitted models and plotted in figure 4 . the normalized pit values for the fitted models to data do not show a clear visible pattern and the histograms seems to be close to the standard uniform distribution. the above results and more details on observed and predicated values from the fitted model are also provided in an interactive shiny web application at https://ajalilian.shinyapps.io/shinyapp/. there are some limitations in the analyses and modeling of data on the number of new cases of covid-19, including data incompleteness and inaccuracy, unavailability or inaccuracy of relevant variables such as population movement and interaction, as well as the unknown nature of the new covid-19 virus. nevertheless, understanding the underlying spatial and temporal dynamics of the spread of covid-19 can result in detecting regional or global trends and to further make informed and timely public health policies such as resource allocation. in this study, we used a spatio-temporal model to explain the spatial and temporal variations of the relative risk of the disease in spain, italy and germany. despite data limitations and the complexity and uncertainty in the spread of covid-19, the model was able to grasp the temporal and spatial trends in the data. however, the posterior predictive checks using the normalized probability integral transform (pit) showed that there is room for the model improvements. obliviously, there are many relevant information and covariates that can be considered in our modeling framework and improve the model's predictive capabilities. one good possibility would be considering most recent and accurate human mobility amongst regions. we would expect our model would benefit from this information, which right now can not be accessed. moreover, the considered spatio-temporal model in this paper is one instance among many possibilities. for example, one possibility is to include a random effect term in the model that represents variations due to joint spatio-temporal correlations; e.g., a separable sptaio-temporal covariance structure. however, the considered model was adequate and no joint spatio-temporal random effect term was considered to avoid increasing the model's complexity. we focused here on a stochastic spatio-temporal model as a good alternative to existing deterministic compartmental models in epidemiology to explain the spatio-temporal dynamics in the spread of covid-19. however, it should be emphasized that one step forward would be considering a combination of a deterministic compartmental model in terms of differential equations for the number of susceptible, exposed, infectious and recovered cases with our sort of stochastic modeling approach. this is a clear novelty and a direction for future research. open data resources for fighting covid-19 a comparison of spatio-temporal disease mapping approaches including an application to ischaemic heart disease in new south wales, australia modeling and forecasting the covid-19 pandemic in brazil bayesian image restoration, with two applications in spatial statistics a spatio-temporal 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authors declare that they have no conflict of interest. key: cord-284017-1fz90e3k authors: henríquez, josefa; almorox, eduardo gonzalo; garcia-goñi, manuel; paolucci, francesco title: the first months of the covid-19 pandemic in spain date: 2020-08-27 journal: health policy technol doi: 10.1016/j.hlpt.2020.08.013 sha: doc_id: 284017 cord_uid: 1fz90e3k background: : the covid-19 outbreak has led to an unprecedented crisis in spain. after italy, the spread of the virus was quick, and spain became the second epicenter in europe by number of cases and deceased. to tackle the outbreak and contain the spread, the spanish authorities undertook exceptional measures based on a generalized lockdown by which the majority of the economic activity ceased for several weeks. objectives: : the goal of this paper is to examine the spread of covid-19 in spain from february to may 2020, as well as the public policies and technologies used to contain the evolution of the pandemic. in particular it aims to assess the effectivity of the policies applied within the different autonomous communities. cases and deaths are presented until august as well as the main changes in containment and mitigation measures. methods: : data was collected from various official sources, including government reports, press releases and datasets provided by national and international level institutions. results: : we show that the main measure to contain the spread of the pandemic was a stringent confinement policy enforced through fines. it resulted in a substantial reduction in the mobility and the economic activity. at a regional level, the negative consequences of the crisis affected differently across regions. the covid-19 outbreak has led to an unprecedented crisis in spain. after italy, the spread of the virus was quick, and spain became the second epicenter in europe by number of cases and deceased. although the first case diagnosed with covid-19 was registered at the end of january, the spanish health authorities did not undertake measures until one month later, moment when a systematic and exponential increase in registered cases and deceases was observed. to tackle with the outbreak and contain the spread, the management of public health policies were centralized within the ministry of health and the authorities undertook exceptional measures based on a generalized lockdown by which the majority of the economic activity ceased for several weeks. in this paper we describe and analyze the spread of covid-19 in spain and the policies and technologies used through the course of the unfolding of the pandemic. our focus consists of assessing the patterns within regions departments, autonomous communities (ac), to understand how the pandemic evolved across different parts of the country. this question is particularly relevant for the spanish case given the highly decentralized nature of the health system where ac manage most public health policies and are provided with different health resources. these different resource allocations across ac prior to the crisis could have been key determinants to understand the spread and impact of the virus throughout different parts of the country. we do so by exploiting official sources of epidemiological information and assessing the trends across ac. in particular, we study several indicators that include: registered cases, recovered, deceased, hospitalizations, icu cases by age and gender and comorbidity patterns. further, we pay special attention to the outcomes of the different policies and technologies. in particular, we evaluate the effectiveness of lockdown measures by comparing the evolution of a stringency index during the different stages of the pandemic and mobility. the rest of the paper is structured as follows. section 2 provides an overview of spain and its health care system. section 3 describes the main epidemiological trends. section 4 presents the series of policies put in place. section 5 outlines the health system response. section 6 shows some economic and financial spillovers of the virus. section 7 concludes. at the end of the document the references can be found. in 2019, spain's population was 47 million people, distributed among the 17 acs that further divide into provinces. the health system is organized via a national health system typology, "sistema nacional de salud" (in spanish), and provides universal healthcare through 13,122 primary care facilities of general practitioners (gp), and 466 hospitals (1) . acs are the main managers of the health system coordinating the provider networks and purchasing resources. further, the ministry of health, dependent on central government, mainly acts in stewardship and coordination with the ac through the interterritorial council of the national health service. table 1 contains an overview of the demographics and health system characteristics of spain, which we use as aid in contextualizing the epidemiological trends of covid-19 and changes in health resources. spain's life expectancy (83.4) is the highest amongst in the european countries and it is well above the average of oecd nations (80.7). as an ageing country, the share of population over 65 exceeds other oecd countries (19.3 vs 17. 2) as well as the old age dependency ratio 1 (0.293 vs 0.264). alongside this longevity, spain presents a significant rate of morbidity having a 62.3% of older than 65 with two or more chronic conditions and a 7.2% of diabetes prevalence (also higher than the 6.4 average in oecd countries). [insert table 1 here] in a universal system, free at the point of use 2 , the funding of the health system plays a key role. as a result of the 2008 financial crisis, over the period 2008-17 the health budget shrank (2) . these reductions resulted in decreases from 73.9% to 70.8% of the average participation in funding of the portion related to government compulsory schemes. at the same time, private expenditure on health, especially out of pocket spending rose, reaching 23.6% currently. the existing proportion of health expenditure as a fraction of the gdp (8.9%) is around oecd numbers (8.8%), and higher than in 2008 (8.3%), while per capita healthcare expenditure of 3,428 usd (ppp) in 2018, was below the oecd average of 3,994. in terms of health and long-term care resources such as doctors, nurses and beds per 1,000 population, spain falls above oecd levelsespecially regarding nurses and hospital beds. concerning long term care resources, despite not ranking among the top countries, spain has more beds in long term care residences than italy (18.6), and falls slightly above oecd average (43.1). 1 ratio between those in working age with respect to those 65 and above 2 there are some exceptions such as pharmaceuticals. table 2 shows the differences in health resources across the acs. andalucía is the biggest ac by population whilst the autonomous city of melilla presents the highest population density. other big acs by population are madrid and cataluña. cataluña, is also on top regarding number of hospitals and beds but not in the number icu beds, key to treat covid-19 severe patients, or primary care facilities important for tracking early cases. [insert table 2 here] the covid-19 outbreak has modified the existing decentralized organization of health system. since the declaration of the state of alarm (14 th of march), the main tasks and policies to tackle the crisis were temporarily centralized around the ministry of health. these included centralized purchase of necessary goods and services in order to meet three main purposes (according to the ministry): reinforcement of the ac purchasing processes, allocation of resources among the population and professionals and organization of the production at national and international level. only once the outbreak is under control its effects and the state of alarm will conclude (21 st of june). this implies that the acs, at different speeds, will be regaining their competences in health. the ministry of health is the authority that sets and manages the protocol for reporting information related to covid-19. using a notification form, the ac report to two bodies under the ministry of health: the national center of epidemiology (centro nacional de epidemiologia, cne) and the center for coordination of alerts and sanitary emergencies (centro de coordinación de alertas y emergencias sanitarias, ccae). another key institution, in charge of the management and release of the epidemiological information is the charles iii institute of health (instituto de salud carlos iii, isciii). the isciii, gathers the information through the national network of epidemiological surveillance (renave). the isciii is the official source of information and we will use it in the paper. until may, the isciii released daily information at regional level regarding confirmed cases (through different testing methods), hospitalizations as well as referrals to intensive care units (icu), deceased and recovered cases. since then, and currently, daily data only on daily cases is being released, and is available to download in an interactive website (3) . further the isciii elaborates reports with relevant breakdowns of the information (i.e. demographic, clinical and epidemiological risk history characteristics). two main caveats in the data must be mentioned. first, in the initial stages of the pandemic, there was misalignment in the criteria applied by acs to classify new and hospitalized cases. since the 15 th of april, a unified criterion was implemented to account for the number of confirmed cases. these criteria included positive cases under different testing methods (e.g. pcr and antibodies tests) (4). second, data since the 20 th of may is under review, and since then the same information as before hasn't been released. for this reason, we use information until may to capture the complete range of epidemiological indicators, while we update the data until august, capturing daily cases (the currently available information). there are other types of information available that are relevant for the purposes of this paper. in particular, information on existing health resources, reported by the ministry of health and information on new measures to mitigate the contagion. the first confirmed case of covid-19 in spain was reported on the 31 st of january. it was an imported case corresponding to a german tourist visiting the island of la gomera (canary islands). after a month the number of confirmed cases increased to 100. [insert figure 1 here] seroprevalence study (5) detected initially that around 5% of the spanish population had antibodies, with a variability among regions and provinces ranging from 0.4% to 14%. this would mean that around 2.3 million individuals got the virus, while official numbers (subject to underestimations due to testing criteria and the nature of the illness where people can be asymptomatic, among others) are around 230,000. figure 2 presents several snapshots of the fatality rates during the outbreak at province level. these data are released independently by different regional governments and collected by montera24 3 . the data used for the calculation of fatality rates are also affected by the change in the methodology mentioned above so are updated to the last record available before the change in the methodology. during the first half of april fatality rates reached their peak affecting several provinces located in the east of the country. a month after the worse parts belonged to provinces from ac of cataluña, extremadura, asturias, castilla-leon and madrid. indeed, deaths in the peak of the pandemic have been proved to be significantly above (around twice) the reported by the ministry of health compared to deaths registered in the daily mortality monitoring system (6) and those informed by the national institute of statistics (7), compared to the same dates in the previous year. [insert figure 2 here] the cases of hospitalisations and referrals to intense care units (icu) have spread differently between different age ranges. as shown by figures 3 and 4 , the most affected groups have been individuals older than 60 years old which have been classified as risky population. in addition, especially in patients within the former age range, there has been a significant gender gap in hospitalisations where men have shown higher number of hospitalisations and icu referrals. interestingly the trends remain in parallel between genders for individuals younger than 40 years old. the epidemiologic information concerning diseases that may be related to covid-19 is presented at aggregate level without differentiation between acs in figure 5 . despite registering a lower number of hospitalisations, women registered a higher of daily cases than men in several diseases that included cardiovascular, diabetes and respiratory. yet, trends across genders are fairly similar. amongst all diseases, the base disease and associated risk is the comorbidity that presents more registered cases. [insert figure 5 here] to address the spread of the virus, typically countries will put in place measures to contain and mitigate the spread and also, due to the consequences those policies on the economy. as the peak of the pandemic has passed, it is necessary to cover two parts of the policies, their phase in, and their phase out. after who's notification of the existence of covid-19, spain was quick to follow the advised instructions of the international organism in terms of epidemiological protocols and spread of information to the public. press releases showed a confident approach by the authorities but also, a non-alarming one. an example is a press note from the 23rd of january arguing for reduced risk as spain had no close links to the epicenter in china (wuhan had no directs flights to from spain, or china not being a frequented vacation destination). figure 6 describes the full timeline of policies implemented to contain the spread of the virus. until the middle of february, only minor measures where implemented, and at the end of the month, the government opted to inform those with symptoms to stay home (28-02). some regional restriction where put in place after. since then, activities, gathering, sporting events started their suspension. the 9 th of march, schools and universities were closed when community outbreak was declared, following the 10 th of march, a flight ban to italy was imposed. it was only on the 14 th of march, when 7,658 cases had been recorded and 285 reported deaths, spain declared the state of alarm, limiting all people movement, with exception of grocery shopping, pharmacy and others. this came nearly a week after italy imposed a nationwide lockdown (the 9 th of march), but at a comparable number of cases (7, 985) , and around 3 times less deaths (724). despite this, cases continued an upward trend, and tightening of the lockdown was issued on the 29 th of march, where all non-essential activities where stopped. [insert figure 6 here] to assess the efficacy of the measures, figure 7 shows the containment measure stringency index (8) , which captures eight policy indicators on containment and closure policies (e.g. school closures and restrictions in movement) compared to the daily new cases (until august). it is observed how the measures started to grow in terms of containment while the pandemic was unraveling and stayed at their maximum from the start of april. in consequence, cases declined, and have remained low for may and june. it has become evident that after the spanish bumpy start, the restrictive measures that moved fast into extreme draconian ones paid the dividends. [insert figure 7 here] several determinants can be related to the success of the measures, aside the broadness of the containment measures. two other key ones relate to the enforcement of the measure and their outcomes (e.g. mobility). regarding the first, the state of alarm allowed punishable measures to be imposed, with fines ranging between €601 and up to €10,400. the ministry of internal affairs (25 th of april) informed that 741,407 fines had been issued since (9) . moreover, as in other countries, drones have been operated by police forces to monitor the measures imposed (e.g. lockdown) and to inform individuals out in public about hygiene measures. this further reflects on the mobility of the spanish population. figure 8 plots the percentage of mobility of the population per ac respect to the reference period 14-20 february. it can be observed how mobility was significantly reduced during the first week of the state of alarm, and was kept low during the lockdown period. [insert figure 8 here] regional effects of the lockdown have been highlighted in amuedo-dorantes and co-authors (10) , which show that regions that where at early stages of the contagion and were affected early on by confinement measures, reduced mortality rates. on the same basis, orea and álvarez (11)) using a spatial econometric approach simulate different scenarios to assess the effectiveness of the lockdown measures. their results suggest that the lockdown reduced the covid-19 cases in about 80% especially in provinces close to the outbreaks. also, they conclude that the effectiveness of the lockdown could have improved by 12.8% if the measures would have been implemented a week before. the reduced number in daily cases among others implied that gradually the country phased out the restrictions (see figure 9 ). as of monday, 13th of april, working restrictions to non-essential workers were lifted, and thousands (12) of workers returned to work, while citizens were still obliged to stay home until the 26 th of april. two further policies were put in place: first, allowing minors (younger than 14) to go outside, and second, in different timeslots, for those 14 years and older to exercise outside. [insert figure 9 here] the government has since agreed on a "plan of return to the new normality". different to how the state of alarm happened, applicable for the whole of spain, this plan will occur per ac in a process of co-governance with the ministry of health. some criteria have been put out by the ministry of health, but also, due to the fact that the government is in minority, political pressures from the ac will play an important role. when measures started to be consistently at lower levels, cases have started to slowly go up, and have now increased quite significantly to levels of april. moreover, mobility has increased substantially, and currently, probably due to the summer period, it is higher than in the reference period. this correlates too with the increases in cases observed. shutting down the economy, has meant that the government, to reduce the catastrophic impacts in businesses and individuals in terms of finances, have implemented several policies to push money into the country. legally, this have been published through several royal decrees. figure 10 shows the timeline of the four main decrees that aimed at addressing the economic impact of covid-19, and the two main restrictions imposed: declaration of the state of alarm and the closure of non-essential activities. [insert figure 10 the decree 18/2020 expanded measures related to an unemployment figure, temporary employment regulation known as erte, to protect employment, ranging from an extension of this figure due to major circumstances, and allowing those with erte to not contribute to social security. additionally, and not strictly related to covid-19 but highly influenced, was the implementation of the minimum vital income. the royal decree 24/2020, aimed at reactivating employment, protecting autonomous work and the competitiveness of the industrial sector. to address the needs associated to covid-19, spain had to unravel an extraordinary response in regard to its health system, putting to the forefront technology interventions. the pandemic, has also had spillover effects on non-covid19 related health care and health problems which are necessary to address to comprehend the full picture of the efforts and impacts. initially, spain was not equipped to deal with the rapid surge in cases. as mentioned, not only the organization of the system (e.g. decentralized), had to be modified, but the delivery of care (e.g. telemedicine), and its capacity had to be increased significantly in all major areas. this ranged from testing (availability of pcr and rapid tests, as well as labs to analyze them), beds (in existing and new facilities, and of different levels of severitygeneral ward and icu), ventilators, medical staff to personal protective equipment (ppe). two main changes with respect to the delivery of care occurred: a move towards telemedicine, and the use of phoneapps to provide information about the illness. first, several private initiatives towards telemedicine, in the form of apps and in supplementary insurance plans added this type of consults and experienced a growth of their use (13) . public use of telemedicine has been locally promoted, for example, the "hazlo" project, for the cardiac rehabilitation unit of the ramón and cajal university hospital (isciii and ramon y cajal university hospital) is a good example, while other types of consultations in the public system have been done through phone calls. second, the severity of the spread required information and services to alleviate calls to emergency rooms. phone apps where a key tool to provide information, self-diagnostic and monitoring of symptoms (e.g. apps like "stopcovid19" in cataluña, "coronamadrid app" for madrid or "asistencia covid-19" in canarias, cantabria, castilla-la mancha, extremadura, and asturias). in the pais vasco, "covid19.eus", aimed additionally at prevention, follow up to possible cases in their homes, and analysis of the concentration of cases. capacity of the system was quickly upscaled. one area of specific importance was testing. as the emergency unraveled, to contain the spread testing had to be increased and testing criteria evolved. testing widely has become the cornerstone of the health policy specially, to be able to lift restrictions. to achieve that objective, the country has increased labs available and processing capacity and purchased significant amount of materials. a key actor in this regards, dependent on the ministry of health, is the national center of microbiology (centro nacional de microbiología), which has assessed testing facilities and performed testing analysis. a key component has been the use of technology. specifically, the use of robots (currently, 4) in different institutions to automatize testing. this has been paired with the purchase of swabs (pcrs) and antibodies tests that have been distributed. table 3 shows the testing criteria. in can be observed that a reduction of the initial restrictions in place occurred over time. [insert table 3 (14) 4 . this has set the processing capacity around 47,000 daily pcr tests. since reporting started, on the 13th of april, the median days from symptoms to diagnostics was 5 days (2-9 range), while on the report of the 15 th of july, this number had been reduced to 3 (1-5). nevertheless, the regions vary in their testing agility, as outlier is melilla, with 15 days, and a range of 3-26, until the 30 th of july, while this value dropped to 4 on the 6 th of august (3). 4 news on the mentioned date with respect to tracing, the task has been given to the acs and a protocol has been elaborated by the ministry of health on that regards. as the regions have the autonomy to decide their tracing strategy, there is variation in the way they do so. a notable case that has been criticized is madrid, that hired a private company to do the tracing (15) . tracing, as of the first report (15th july), managed to reach 1 (0-3) close contact. until the 6 th of august, the mean number of close contacts traced was 4 (1-5). again, there is variance between the regions, as the highest median number of contacts identified per case in canarias is 9 , while the lowest is castilla la mancha with provisional hospitals had to be opened. notable cases are ifema (feria de madrid) (21st march) that could have accommodated, if necessary, up to 5,000 beds (and up to 800 icu beds) although it had a maximum of about 1,200 simultaneous patients; and in catalonia, fira de barcelona, which opened ready to admit 300 patients although potentially they could have been increased to 1,000. before the 29 th of march, icu beds totaled 4,405 (1). as observed in table 4 , where the new icu and total beds are presented, an increase of 72% has been experienced to a total of 7,577 as of march 29 th . despite some of the ac, previous to the virus, having the highest regional number of icu beds (e.g. madrid, 704), the sharp increase in cases saturated the capacity. the ac that increased in the greatest percentage its icu capacity was país vasco (207.3%), followed by murcia (192.7%), and madrid and catalonia (145% and 115.6%, respectively). [insert table 4 here] a key resource to treat serious patients are ventilators (invasive and non-invasive types). there is no data regarding pre-covid-19 availability of ventilators to offer relevant comparisons. nevertheless, since data has been made public (30 th [insert figure 11 here] in an effort to increase work safety, the country had to significantly increase the delivery of ppe to the acs. by means of centralized purchasing, and a public formula for distribution based on population size and epidemiological data, the ac receive masks (see figure 11 for the distribution over time compared to ), being madrid (more than 12.9 million) and catalonia (more than 10 million) the cas receiving the highest amount. as of 19 th of may, a new system was implemented combining the petition of the acs and the ministries calculation to meet a "reservoir amount" of masks. we must note that this does not consider the material purchased individually by each ac. to deal with the human resource shortages that covid-19 infection of medical staff and the general spread of the virus put in the system, a series of conditions previously in place related to contracting of medical staff, retirement, resident doctors, and graduation of health professionals had to be relaxed. the ministry of health informed that to the 2nd of april, it had increased the available for-hire health professionals to an extra 80,000. the second group of measures has consisted of cross-regional hiring process of health professionals from regions with less demand of covid cases to regions with higher levels of demand as for example madrid or catalonia. the outbreak and focus on covid-19 has resulted in a quick transformation in healthcare processes and structures that have produced spillover effects on the delivery of other medical service, and health aspects. one important aspect is related to waiting times. latest reports (december 2019) (19) , demonstrated an increase before and due to the pandemic effect on shifting the focus to treat covid-19 patients, they will suffer an increase. one specifically critical health service relates to transplants. the national transplant organization has released information stating that there has been a 82% decrease in donors and 85% decrease in transplants compared to the same period of the previous year (20) . there is also record of a decreased participation in mandatory immunization programs during the first months of the pandemic (21) . in short, many non-urgent health services were avoided by the population or postponed by the health services during the pandemic and will have to catch up when possible. in addition, other types of measures were implemented. pané-mena and pascual (22) list three types of measures implemented on specialist services that included coordination and crisis management measures, support measures refocusing some services exclusively to covid-19 related cases and referring other series to other centers and logistic measures based on tackling with the lack of devices and materials to provide a suitable healthcare. the economy of spain has suffered increased hardship due to the pandemic. gdp has contracted by -18.5 in the second quarter of 2020, and is currently in technical recession (23) , falling close to the worst projects of the international organizations by the spanish bank, between 16% and 21,8% (26) . moreover, the ibex-35 stock, has decreased significantly since january, with the lowest value being registered after the declaration of the state of alarm ( figure 12 ). since then, the evolution has been positive, while still below levels of mid-february. the most significant increase was produced when the announcement of the credit loans for the tourist sector was made in mid-june (27) , as this sector represents an important part of the spanish economy, that in 2019 accounted for 12.3% of the gdp, and 2.62 million jobs (28) . [insert figure 12 here] unemployment rates in spain have gone up to 15.33% in the second quarter of 2020 from 13.78% in the last quarter of 2019 (29) . in spite of this negative evolution, the unemployment rate is still much lower than in the first quarter of 2013, during the earlier economic crisis, when it reached the peak of 26.94%. however, this number does not consider those workers that have been subject to the temporary regulation of employment "erte" (for its name in spanish) (suspension of work or reduction in hours). at the same time, in the last months, the labor market has changed drastically, as full time job placements have gone down 17.7 percentage points (23) . as a result, the affiliation to social security decreased in the month of july in the amount of -747,657 individuals (most of them men, 53%) (30) . whether the economic impact of the pandemic is as large as estimated or even greater, will depend on the speed at which economic activity returns to normal, and on the existence of a possible resurgence or second wave that would bring the economy to a standstill again, before a preventive vaccine or cure for covid-19 becomes available. spain was one of the first countries to be hardly hit by covid-19 in terms of cases and deaths. data shows that the country overcome the peak of the spread and intensity of the virus, greatly aided by the very stringent confinement policies that lasted for nearly 2 months, aided by strict enforcement which implied fines reached all-time peak, and resulted in a significant decrease of mobility. having been an early epicenter, it struck the health system by surprise. the virus showed that the health system was not ready to confront a strain of this magnitude. nevertheless, the country managed to be quick in changing the necessary health system structures and increasing its resources to deal with the surge in cases. this encompassed from re-arranging the decentralized health system to a temporarily higher degree of centralization, to the significant roll out of ppe, beds, and medical staff to confront the emergency while it was unravelling. despite the measures to tackle with covid-19 have been centralized by the ministry of health and implemented homogeneously across the country, we have shown that the pandemic has had a different impact across spanish provinces. this situation has led to a relaxation of lockdown measures on a case-by-case basis. under this system, in order to lift mobility restrictions, ac have been required to submit bi-weekly reports to the health ministry to assess the suitability of their epidemic situation and more particularly their incidence rates. in some cases, provinces within the same ac showed different degrees of severity associated with the incidence rates. this was the case, for instance of the castilla león provinces closer to madrid (e.g. ávila, segovia), which took longer to increase their mobility compared to others located more to the north. the current debate in terms of public health consists of how to design measures to contain the new wave of cases that are arising in different ac. these measures need to promote the primary care delivered in general practices. primary care plays a core role in prevention and detection of early cases. to enhance the quality of their delivery it is necessary to improve the set of resources available in the current gp premises as well as incentivize the promotion of gp staff. further, they need to increase their capacity to conduct tests. to this extent, there has been a generalized increase of tests in all ac. another key area to address public health measures consists of the redefinition in the organization of long-term care services. two thirds of covid registered deceased in spain occurred in a care home (31) . these figures show deficiencies in the provision of long-term care under an epidemic crisis. to this extent, the implementation of coordinated protocols with a common framework as well as measures to increase the integration between long-term and primary care, may be two main elements to consider. . the data compiled correspond to the cumulative cases up to 15 th of may 6 . deaths are recorded as a person that has tested positive to covid-19 and has passed away. cases correspond to those with positive pcr tests. confirmed cases do not come from the sum of hospitalized, recovered and deceased, as they are not mutually exclusive. deceased and recovered could have been hospitalized and therefore be in the two groups. estadística de centros sanitarios de atención especializada situación de covid-19 en españa la inmunidad de la población española experimenta un leve incremento con una tasa del 5,21% en la segunda ronda del ene-covid19 sistema de monitoreo de la mortalidad diaria estadística experimental -estimación de defunciones semanales durante el brote de covid-19 (edes) oxford covid-19 government response tracker, blavatnik school of government tantas multas propuestas en el confinamiento como impuestas en 4 años de la ley mordaza timing is everything when fighting a pandemic: covid-19 mortality in spain how effective has the spanish lockdown been to battle covid-19? a spatial analysis of the coronavirus propagation across provinces notas de prensa el coronavirus impulsa la telemedicina en españa el 12% de los contagiados por coronavirus son trabajadores sanitarios informe sobre la situación de covid-19 en personal sanitario en españa sistema de información sobre listas de espera en el sistema nacional de salud. situación a 31 de diciembre de covid-19: impacto en la actividad de donación y transplantes covid-19 caida de las vacunaciones el desafio de la covid-19 para la atencióon especializada contabilidad nacional trimestral de españa: principales agregados cntr (avance) economic forecast for spain perspectivas económicas de la ocde macroeconomic projections for the spanish economy (2020-2022): the banco de españas contribution to the eurosystems el plan de sanchez para ayudar al turismo se basa en créditos a empresas primer trimestre 2020 sanidad estima en 27.359 los fallecimientos en residencias durante la epidemia, más de dos tercios con coronavirus población por comunidades y ciudades autónomas demography and population data extensión superficial de las comunidades autónomas y provincias, por zonas altimétricas health at a glance long-term care resources and utilisation: beds in residential long-term care facilities ciudades autónomas y provincias de colegiación, situación laboral y sexo mapa de recursos sociales y sanitarios renave; cne; cnm (isciii). informe. situación de covid-19 en españa a autonómica viajeros-km el mapa de la ocupación de las uci precios historicos ibex35 ministerio de educacion y formación. covid-19 key: cord-281961-5mdiwzvc authors: de las heras-pedrosa, carlos; sánchez-núñez, pablo; peláez, josé ignacio title: sentiment analysis and emotion understanding during the covid-19 pandemic in spain and its impact on digital ecosystems date: 2020-07-31 journal: int j environ res public health doi: 10.3390/ijerph17155542 sha: doc_id: 281961 cord_uid: 5mdiwzvc covid-19 has changed our lives forever. the world we knew until now has been transformed and nowadays we live in a completely new scenario in a perpetual restructuring transition, in which the way we live, relate, and communicate with others has been altered permanently. within this context, risk communication is playing a decisive role when informing, transmitting, and channeling the flow of information in society. covid-19 has posed a real pandemic risk management challenge in terms of impact, preparedness, response, and mitigation by governments, health organizations, non-governmental organizations (ngos), mass media, and stakeholders. in this study, we monitored the digital ecosystems during march and april 2020, and we obtained a sample of 106,261 communications through the analysis of apis and web scraping techniques. this study examines how social media has affected risk communication in uncertain contexts and its impact on the emotions and sentiments derived from the semantic analysis in spanish society during the covid-19 pandemic. the outbreak of the coronavirus disease was first reported by the wuhan municipal health and safety commission (hubei province, china) on 31 december 2019. one month later, the emergency committee of the international health regulations [1] declared the new coronavirus outbreak as a public health emergency of international importance (phei) at its meeting on 30 january 2020 [2] . five months after the official announcement, the virus has infected more than 6, 193 ,548 people worldwide and killed around 372,479 people [3], bringing catastrophic consequences for society [4] , completely collapsing health systems in different countries [5] and generating a strong economic recession worldwide [6] . throughout the history of mankind, societies have been faced with crises of various kinds and of very diverse natures, such as civil conflicts, financial crises, crises caused by the management and export of energy resources or emergencies caused by the impact of diseases and epidemics, among others [7] . it is only necessary to recall some of the events of the past 20th century to be able to appreciate how figure 1 shows the trend in reported cases of covid-19, deaths, and recoveries patients between 25 february 2020 and 29 may 2020. it is verified that the highest level of cases by coronavirus was on 31 march 2020 and deceased people on april 1. after these days, the curve of new infections and deaths trended downward and recovered people were increasing. face masks were a problem, especially at the beginning of the pandemic. initially, they were not available to the general population, so they were only used for those most at risk of infection, such as health care, security forces, and the military. the government of spain was responsible for the purchase and distribution of face masks to the autonomous communities. figure 2 shows the distribution of face masks carried out by the government between march 10 and may 29. madrid and catalonia, with the highest number of infections from covid-19, were where most face masks were distributed. face masks were a problem, especially at the beginning of the pandemic. initially, they were not available to the general population, so they were only used for those most at risk of infection, such as health care, security forces, and the military. the government of spain was responsible for the purchase and distribution of face masks to the autonomous communities. figure 2 shows the distribution of face masks carried out by the government between 10 march and 29 may. madrid and catalonia, with the highest number of infections from covid-19, were where most face masks were distributed. int. j. environ. res. public health 2020, 17, x 3 of 22 figure 1 shows the trend in reported cases of covid-19, deaths, and recoveries patients between 25 february 2020 and 29 may 2020. it is verified that the highest level of cases by coronavirus was on 31 march 2020 and deceased people on april 1. after these days, the curve of new infections and deaths trended downward and recovered people were increasing. face masks were a problem, especially at the beginning of the pandemic. initially, they were not available to the general population, so they were only used for those most at risk of infection, such as health care, security forces, and the military. the government of spain was responsible for the purchase and distribution of face masks to the autonomous communities. figure 2 shows the distribution of face masks carried out by the government between march 10 and may 29. madrid and catalonia, with the highest number of infections from covid-19, were where most face masks were distributed. this research work represents a pioneering challenge in the field of risk communication research. during the months of march and april 2020, various digital ecosystems were analyzed, and a sample of 106,261 communications was obtained through the analysis of apis and web scraping techniques. the study analyzes, through social media, how risk communication management has masks that the spanish government has distributed to each autonomous community from march 10 to may 29 [24] . the communication makes explicit reference to the covid-19 pandemic in spain. the communication is public and can be viewed without the need for a subscription to the data source or explicit permission from the sender of the communication. the author's reported age, when available, was over 18 years old as of the start of the end of the study (30 april 2020). the communication is written in spanish. on the other hand, the exclusion criteria were: • the communication does not come from an advertising campaign. the communication has not been generated by automatic procedural methods (bots, fake posts, among others). one of the most usual problems that we must deal with when using information from digital ecosystems is detecting spammers, fake information generated by bots, which tries to influence or modify the perceived opinion on existing information. to detect and discard this type of information we have implemented different types of algorithms based on support vector machine (svm) techniques which can detect the patterns of this kind of communications, such as the age of the account (in days), the number of comments from the account, follower/following ratio, and the ratio of messages containing urls. to prevent the effect of spammers, in this work we implemented and applied filters previously defined and tested in other scientific works [27, 28] . the emotion information from each communication was extracted employing the natural language analysis tools provided by the ibm watson analytics service [29] . the emotional intensity was measured in a 0 to 1 scale, where 0 represents the complete absence of this emotion; and 1 represents an absolute high intensity of the emotion. in total, this study measured the emotional intensity of four primal emotions-anger, fear, disgust, and sadness. to detect and measure the primary emotions in this study we used the services provided by the ibm watson system. watson is a cognitive computing platform that combines a deepqa architecture, with ai algorithms and big data to solve questions in the domain of natural language. this platform offers a wide range of services including discovery, knowledge studio, language translator, natural language classifier/understanding, and personality insights among others. watson has an overall precision of 97% in natural language processing and has been widely compared with other systems, as well as with humans, and in both cases, it has obtained very satisfactory results. for this reason, this system has been widely used in different scientific works where it has further proved its capabilities on natural language processing (nlp) tasks [30] [31] [32] [33] [34] [35] . in this work, we made use of the natural language understanding service from the ibm watson platform which, given an input text, provides an analysis of syntactic characteristics as well as information on categories, concepts, emotions, entities, keywords, metadata, relationships, and semantic roles. the reliability of the resultant emotion information was tested using the interval majority aggregation operator (isma-owa) [36] , which is designed for decision making in social media with consistent data, leveraged by the combination of computational intelligence and big data techniques [37] . to obtain representative results, when analyzing with information extracted from digital ecosystems, it is important to ensure a correct representation of such information and its quality. when people express opinions in communications, they do not do so in numerical value with a fixed scale, they use natural language expressions such as "this is great" or "this is not so good", so we employed the intervalar representation proposed in [36, 38] instead of a numerical scale. the main advantage of this approach is that intervals represent the information within communication in a way that is more similar to the way people express themselves in digital ecosystems, thus reducing the loss of information associated with forcing linguistic data to a hard-numerical scale. furthermore, regarding information quality, an important aspect that we must consider when assessing the validity of this information is to ensure that such information has been expressed with knowledge of the topic at hand and not at random. another advantage of the usage of an intervalar representation of digital ecosystem data is the availability of consistency indices that can be applied to the matrices obtained from communications to detect inconsistencies derived from uninformed opinions. for this purpose, in this work, we employed the ci+ index defined in [39] . the frequency of the words comprising the sample of communications was calculated using a natural language processing algorithm implemented in python 3, using the natural language toolkit (nltk) [40] . moreover, the emotion polarity (positive or negative) was measured using a multilayer perceptron model, trained to classify the emotional weight of written communications [38, 41] . the python nltk library is an open-source programming library for working with natural language data which incorporate functions that allow for the determination of the frequency of words in a text while discarding stop-words, that is words that are very common to a language but do not convey any significant information such as "the", "a" and "very". furthermore, the nltk library serves as a pre-processing tool to use other artificial intelligence tools such as artificial neural networks such as the multi-layered perceptron that we used in this work to detect the polarity of communications. a multi-layered perceptron (mlp) is a widely used artificial neural network architecture that utilizes a technique known as supervised training to learn how to differentiate data that is not linearly separable. in this case, we trained our mpl with a set of communications created by the spanish society for natural language processing (sepln) which contains over 100,000 natural language texts tagged with the polarity of each communication, that is, each communication contained metadata that indicated if the message was positive or negative. there are other techniques for natural language sentiment analysis, such as naïve bayes, or support vector machines, but we opted for the mlp approach since it can learn complex relationships and it does not enforce any sort of constraint concerning the input data [42] . to further improve the qualitative analysis, the above-mentioned information regarding the volume of communications, the frequency of words and the emotion expressed by each communication was contrasted to determine the information pathways between mass media, government, political parties, employers' confederation, non-governmental organizations (ngos), trade unions, the world health organization (who), among others. this approach provides a graphical representation of the information fluxes about the covid-19 disease in spain. for the analysis of the messages emitted by the spanish government, a content analysis of all press releases during the period of study was carried out. messages were classified as positive, neutral, or negative by selecting the most significant words from them. the frequency of repetition of these words was another objective of this content analysis. the result has been shown through a word cloud representative of the emotions and feelings expressed by the government in its press releases. the analysis of content permits inferences to be reproduced based on specific characteristics identified in the messages [43, 44] . this type of analysis allows for the discovery of tendencies and the revelation of differences in content communication. likewise, this allows the comparison of messages and means of communication, and the identification of intentions, appeals. to this effect, value and frequency analysis were used [45] . since the beginning of the pandemic, the structure organized by the government has involved relations between the spanish government (the health alert coordination center, which is part of the ministry of health) and the governments of the autonomous communities, the national epidemiology center, the national microbiology center and the international organization's world health organization (who), the european disease control center and the european commission [46] . to raise awareness and inform public opinion, the spanish government designed a communication strategy articulated in four actions that had the use of the mass media as channels of transmission of covid-19 information as a main objective: (a) weekly appearances of the president of the government. (b) daily press conferences chaired jointly by the following ministers: minister of health, who is responsible for the state of alarm decreed in the country; minister of defense, who is responsible for the military forces; minister of the interior, who is responsible for the state security forces and minister of transport. all of them were accompanied by experts in each of the areas. the ministers sent out a political message and the experts went into detail about the actions being taken. with a press conference format, online questions from the main spanish and foreign media were admitted. however, this format underwent the first modification after the second week being responsible for the press conferences the so-called "technical committee for monitoring the coronavirus pandemic in spain" consisting only of experts of the different ministries. on 25 april, there was a new restructuring of the press conferences, leaving only the director of the health alert and emergency coordination centre of the ministry of health as the health expert. this last change is censored by the communications media. (c) press release. after the appearance at a press conference, the communication department of the ministry of health sent a press release to all the media. (d) interviews with ministers. another of the government's actions was to make its cabinet available to the media for interviews. to reinforce the previous actions, on march 15 , the state government launched the advertising campaign #estevirusloparamosunidos. this campaign is adapted for television, press, radio, outdoor advertising, and social networks. in a public health crisis like the one spain is experiencing, a transparent and empathetic communication style would generate citizen confidence and would be more effective if politicians and experts unanimously tried to stimulate the population to take a positive stance towards the pandemic and the health and economic alert measures imposed by the government. although the generation of trust must be essential in a crisis, the analysis carried out shows the public's distrust of scientific experts and government representatives for a variety of reasons such as access to conflicting sources of information, contradictions in scientific reasoning, changes in decision-making and, above all, political confrontations. trust and credibility, demonstrated through empathy, experience, honesty, and transparency, are essential elements of public health crisis communication [18] . figure 4 analyzes the messages transmitted by the ministry of health in its press releases between march and april. in green, the positive messages were determined, in black the neutral ones and in red the negative ones. the word size indicates the frequency of repetition in the press releases. as can be seen in the word cloud, the negative word "covid" is the most used by the government in its communications. this is followed at a distance by "coronavirus" and "health crisis" with a dark red color that indicates their use in negative messages, but also in neutral tones. "social networks" is a neutral term used mainly to explain the social network campaigns implemented by the government. it is followed by "patients" and "nursing home". however, the most remarkable thing about this word cloud is its words in the green. the communication made by the communication office of the ministry of health has always wanted to give a positive view in all their messages, with "government" as the most used word, followed by "face masks", "ministry of health" or "test". this could indicate a lack of transparency about the situation the country was going through. none of these press releases refer to either the infected or the dead. attempts are made to give a protagonist role, at times, to all the actions carried out by the government. in spain, the decreed state of alarm requires the total confinement of the population. royal decree-law 10/2020, of 29 march 2020 [47] , establishes the minimum essential services of first necessity such as all those necessary for the supply of food to the population. the minimum distance was made to be one and a half meters. except for these cases, the rest of the population must carry out their work by teleworking, and if this work is not possible, the government approved royal decree-law 8/2020 of 17 march on extraordinary urgent measures to cope with the economic and social impact of covid-19 [48] , which regulates emergency procedures to combat the economic and social impact of the pandemic, denominated as the temporary employment regulation file (terf). the number of workers affected by the terf was two million on 3 april [49] . the high number of terf requests blocks the administration from responding to the citizens with a decrease of the collection of these aids and the decapitalization of these workers in some cases without the possibility of paying the rents of their houses or simply buying the necessary food for the family. non-governmental organizations and food banks have a crucial role to supply the neediest in the population. during confinement, the media are not left out. their workers follow their work from their homes. on televisions, these measures cause programs to be suspended and replaced by new programming offering coronavirus specials. these programs have a structure of news, interviews with experts or politicians, discussion programs or talk shows where covid-19 and the situation that citizens are experiencing are analyzed. due to the uncertainty of the situation and the isolation in their homes, citizens are consuming more television. thus, the month of march and later april became the months with the highest television audience in spanish history. march data show an average consumption of 282 min per person per day (4 h and 42 min). the average number of people who had watched tv for at least one minute a day was 369 min (6 h and 9 min) [50] . the progression in the television audience continued in the month of april with numbers never seen in the conventional spanish television with 302 min (5 h and 2 min) and 395 min (6 h and 35 min) respectively. in addition to television coverage, 33.6 million spaniards consumed this medium daily, representing 74.2% of the population [51] . the serious effects on the economy caused by the crisis determine that new actors acquire an active role in communication by modifying the initial panorama organized by the government. political parties, the confederation of employers and trade unions are configured as sources of information. these new stakeholders also offer interviews to the communication media, organize press conferences, and finally communicate with citizens directly through social media (see figure 1) . therefore, the stakeholder structure created by the government is increased by other social actors who have their own opinion on the management of the pandemic. all of them have in common the use of the media to convey their messages to the citizens, converting these media as the main interlocutors with the population. the high consumption of television makes it the main means of information used by citizens. public and private televisions in spain broadcast the press conferences of the different stakeholders and the appearances of the president of the government. this is referred to in figure 1 as "news". the different ideological tendencies of the television channels in spain mean that their interview programs with experts and television debates do not follow a single argument in support of the government's management. these messages feature contradictory opinions that the media convey to the public as interviews, discussion programs, and talk shows, which increase uncertainty among citizens (figure 3 ). in a public health crisis like the one spain is experiencing, a transparent and empathetic communication style would generate citizen confidence and would be more effective if politicians and experts unanimously tried to stimulate the population to take a positive stance towards the pandemic and the health and economic alert measures imposed by the government. although the generation of trust must be essential in a crisis, the analysis carried out shows the public's distrust of scientific experts and government representatives for a variety of reasons such as access to conflicting sources of information, contradictions in scientific reasoning, changes in decision-making and, above all, political confrontations. trust and credibility, demonstrated through empathy, experience, honesty, and transparency, are essential elements of public health crisis communication [18] . figure 4 analyzes the messages transmitted by the ministry of health in its press releases between march and april. in green, the positive messages were determined, in black the neutral ones and in red the negative ones. the word size indicates the frequency of repetition in the press releases. as can be seen in the word cloud, the negative word "covid" is the most used by the government in its communications. this is followed at a distance by "coronavirus" and "health crisis" with a dark red color that indicates their use in negative messages, but also in neutral tones. "social networks" is a neutral term used mainly to explain the social network campaigns implemented by the government. it is followed by "patients" and "nursing home". however, the most remarkable thing about this word cloud is its words in the green. the communication made by the communication office of the ministry of health has always wanted to give a positive view in all their messages, with "government" as the most used word, followed by "face masks", "ministry of health" or "test". this could indicate a lack of transparency about the situation the country was going through. none of these press releases refer to either the infected or the dead. attempts are made to give a protagonist role, at times, to all the actions carried out by the government. in contrast, figure 5 shows the results of the 106,261 listings made on social media between the same months and shows the feelings and emotions of the population. on this occasion, the word "cases" is the most representative that reflects the number of infections suffered in the country. it is followed by the word "crisis", which represents the public health crisis but also the economic one. the terms "covid" and "coronavirus" are strongly represented, as well as "spain" and "world" which represent the concern of the population in the face of a pandemic of this magnitude. "casualties" is another of the most significant words and is indicative of all those people who have benefited from the terf and who have not yet received the promised aid from the government. the positive messages sent by the government and its experts are counterbalanced by the volume of opinion generated by the media and especially the generalist televisions. some reasons include political parties' criticism of the government's management, contradictions of the experts, the constant increase of infected and dead, spain being among the most affected countries, the state of confinement suffered by society not always in the best conditions, the anxiety of not having financial resources, the population's insecurity in the face of a public health crisis with global effects that are caused by millions of infected people and hundreds of thousands of deaths in the world. all these reasons generate negative feelings and emotions, causing uncertainty and fear among citizens. digital ecosystems reflect this trend in a word cloud with a markedly negative character ( figure 5 ). in contrast, figure 5 shows the results of the 106,261 listings made on social media between the same months and shows the feelings and emotions of the population. on this occasion, the word "cases" is the most representative that reflects the number of infections suffered in the country. it is followed by the word "crisis", which represents the public health crisis but also the economic one. the terms "covid" and "coronavirus" are strongly represented, as well as "spain" and "world" which represent the concern of the population in the face of a pandemic of this magnitude. "casualties" is another of the most significant words and is indicative of all those people who have benefited from the terf and who have not yet received the promised aid from the government. the positive messages sent by the government and its experts are counterbalanced by the volume of opinion generated by the media and especially the generalist televisions. the communications that have the greatest impact on four of the main emotions of the population-fear, sadness, disgust, and anger-are presented. the study has allowed for the some reasons include political parties' criticism of the government's management, contradictions of the experts, the constant increase of infected and dead, spain being among the most affected countries, the state of confinement suffered by society not always in the best conditions, the anxiety of not having financial resources, the population's insecurity in the face of a public health crisis with global effects that are caused by millions of infected people and hundreds of thousands of deaths in the world. all these reasons generate negative feelings and emotions, causing uncertainty and fear among citizens. digital ecosystems reflect this trend in a word cloud with a markedly negative character ( figure 5 ). the communications that have the greatest impact on four of the main emotions of the population-fear, sadness, disgust, and anger-are presented. the study has allowed for the determination of the reaction of the population concerning the covid-19 pandemic and the crisis communication carried out by the government, determining the themes and the feelings of the communications associated with the crisis communication. to this end, the emotion graph corresponding to the period of study is first determined, determining the peaks of emotion that are significant, and those news patterns that generate greater presence and reach in digital ecosystems. secondly, the topics that have most influenced these emotions are analyzed and the patterns that generate them are concluded. figure 6 shows the evolution of the disgust emotion during the study period, where nine peaks can be distinguished where the emotion shows a significant increase. in table 1 , the communications that had the greatest impact on this increase are analyzed in chronological order from 1 march 2020 to 30 april 2020. from these communications, the management of the pandemic is the general theme that most impacts the emotion treated. aspects such as: blaming the pandemic on groups that can be grouped by religion, sex, use of the security forces to censor the population's opinion; lack of care for weak sectors such as the elderly; and the purchase of health material are the conversations that predominate in digital ecosystems. • the religious community is eager for the ministry of health to "point them out" because it leaves them in a "state of defenselessness" and they demand an apology. the evangelicals see it as "very serious" that the ministry of health points to a religious group as a possible focus. 23 march 2020 • a collapse in funeral homes and mortuaries. • spanish health workers are the worst protected. the government is withholding health materials from autonomous communities. the risk of coronavirus is due to gender roles. 14 april 2020 • purchase of masks from opaque companies. the government forces companies to provide workers with protective measures when they cannot buy material. the government spends money on protecting cars when there is a lack of material in hospitals and nursing homes. 20 april 2020 • government members fail to comply with confinement. • government management to protect against future malpractice claims. the political use of pandemic management. use of the guardia civil to minimize the anti-government climate. 23 april 2020 • government control of the media. higher payment for medical equipment by the government. lack of material for workers and they are forced to return to work. the hiring of companies without guarantees to obtain sanitary material. 28 april 2020 • use of the police and confinement to control complaints from the population. the government admits that it lies about the number of tests performed. false count in the number of deaths. finally, in figure 7 , the most relevant topics and their impact value on the emotion of disgust are shown. this shows how the management of masks, censorship in the news, and the transmission of the virus in general and especially in groups of elderly people, predominate in this emotion. figure 8 shows the evolution of the fear emotion during the study period, where five peaks can be distinguished, where the emotion shows a sustained decrease over time. in table 2 , the communications that have had the greatest impact on this temporal progression are analyzed in chronological order from 1 march 2020 to 30 april 2020. of these communications, the rapid growth of the pandemic in spain, the overwhelming social security system, and the economic collapse caused by the covid-19 pandemic are the general themes that have the greatest impact on the emotions addressed. aspects such as border closures, death forecasts, job losses, defective health material, the spanish government being overwhelmed, and deaths in residences are the conversations that predominate in digital ecosystems. finally, figure 9 shows the most relevant issues and their impact value on the emotion fear. this shows how interest in the state of alarm, the transmission of the virus, emergency health material, and deaths of family members predominate in this emotion. figure 10 shows the evolution of the anger emotion during the study period, where eight peaks can be distinguished where the emotion shows sustained growth over time. in table 3 , the communications that had the greatest impact on this temporal progression are analyzed in chronological order from 1 march 2020 to 30 april 2020. from these communications, it can be seen that the loss of employment due to lack of foresight, the delay in activating the health alert, and the opacity in the acquisition of health material by the spanish government during the crisis by covid-19 were the driving themes in this case. aspects such as disinformation for de-escalation, the collapse of the health system, the dubious data on the number of infected and dead people, and the control of the media proposed by members of the spanish government are some of the conversations that predominate in digital ecosystems. finally, figure 11 shows the most relevant topics and their impact value on the anger emotion. this shows how the interest in deaths by a coronavirus, the resources to cure the virus, the diagnosed cases, and the rate of infected, predominate in this emotion. this shows that the lack of prevision predominates in this emotion. figure 11 . the themes related to covid-19 and anger emotion that have impacted most along with its impact value. figure 12 shows the evolution of the sadness emotion during the study period, where eight peaks can be distinguished where the emotion shows sustained growth in time. in table 4 , the communications that had the greatest impact on this temporal progression are analyzed in chronological order from 1 march 2020 to 30 april 2020. of these communications, censorship during covid-19, die of coronavirus, coronavirus patients, infection of coronavirus, and the delay in the incorporation to the labor activity are the general themes that have the greatest impact on the emotion dealt with. aspects such as political interests, entities that the security of the population due to the virus, sale of necessary material by the covid-19 pandemic to foreign countries when it is necessary for spain, healthcare workers exposed to infection by defective health care material are some of the conversations that predominate in digital ecosystems. finally, figure 13 shows the most relevant topics and their impact value on sadness's emotion. this shows how the interest in deaths by covid-19, patients by covid-19, the elderly, and infected workers, predominate in this emotion. as shown in figure 14 , the highest presence of the term covid-19 occurred in the early stages of the pandemic, reaching its highest value on the date when the government of spain announced that it would implement the state of alarm and confinement of the population. from that date onwards, there is a downward trend in the use of this term, until 5 april, when an extension of the state of alarm is announced. the spread of pandemics causes uncertainty and fear among the population. this type of crisis, by not adjusting to specific limits, makes risk communication more critical when designing effective strategies [52, 53] . effective risk communication means that all messages can be presented and shared with the population in a transparent, credible, and easily understood communication process. its main objective is to reduce the knowledge gap between the issuers of information and its recipients to adjust public behavior to proactively address risk [54, 55] . the essential elements for reducing risk and avoiding panic among the population are rapid action by public health organizations and truthful and honest information from governments [56] . even though rodin et al. [57] indicate that in the case of a crisis in public health, stakeholders are structured in international and national public health organizations, national governments, nongovernmental organizations, the media, and citizens, the serious situation experienced in spain has led to new actors taking on a decisive role in communication, modifying the organizational structure originally designed by the government. therefore, the little or no dialogue between the government and the social actors that make up the map of the main publics involved in the covid-19 crisis with different points of view in the face of the pandemic leads to the conclusion that the structure of the stakeholders involved does not determine singular, clear and efficient communication that gives confidence to society. the analysis of the government's communication management shows that the messages emitted, mostly with a positive tone, have been offset by a flow of information from other actors in disagreement with government policies. these are mainly channeled by the media and especially the generalist televisions. in spain, three out of four citizens have used generalist television to keep themselves informed during the pandemic. television is also the medium most used by spaniards to seek out different expert opinions. finally, seven out of ten spaniards say that the diversity of journalists, approaches, and news items on generalist television help them form their own opinions [58] . this information, sometimes contradictory, that reaches the population makes uncertainty and panic be perceived by the citizens through digital ecosystems. there are significant differences between the feelings and emotions of the public about covid-19 analyzed in this study and the tone of the risk communication carried out by the spanish government and the committee of experts represented in figure 4 . risk communication has very close links to the behavioral health issues that affect tens of millions of people. fear and anxiety about a new disease and what could happen can be overwhelming and cause strong emotions in the population. through the monitoring of the emotions and the general sentiment of the people across social media about the covid-19 pandemic reveals that: during this time, the use of the term covid-19 followed a decreasing tendency, motivated by the emotions that the population experienced. if at the beginning, the great concern was the virus, the management carried out by the government, the deaths, the social actions, all caused a change in the terms used in the digital ecosystems, with the virus being a secondary problem about the subjects that influence the emotions. the spread of pandemics causes uncertainty and fear among the population. this type of crisis, by not adjusting to specific limits, makes risk communication more critical when designing effective strategies [52, 53] . effective risk communication means that all messages can be presented and shared with the population in a transparent, credible, and easily understood communication process. its main objective is to reduce the knowledge gap between the issuers of information and its recipients to adjust public behavior to proactively address risk [54, 55] . the essential elements for reducing risk and avoiding panic among the population are rapid action by public health organizations and truthful and honest information from governments [56] . even though rodin et al. [57] indicate that in the case of a crisis in public health, stakeholders are structured in international and national public health organizations, national governments, non-governmental organizations, the media, and citizens, the serious situation experienced in spain has led to new actors taking on a decisive role in communication, modifying the organizational structure originally designed by the government. therefore, the little or no dialogue between the government and the social actors that make up the map of the main publics involved in the covid-19 crisis with different points of view in the face of the pandemic leads to the conclusion that the structure of the stakeholders involved does not determine singular, clear and efficient communication that gives confidence to society. the analysis of the government's communication management shows that the messages emitted, mostly with a positive tone, have been offset by a flow of information from other actors in disagreement with government policies. these are mainly channeled by the media and especially the generalist televisions. in spain, three out of four citizens have used generalist television to keep themselves informed during the pandemic. television is also the medium most used by spaniards to seek out different expert opinions. finally, seven out of ten spaniards say that the diversity of journalists, approaches, and news items on generalist television help them form their own opinions [58] . this information, sometimes contradictory, that reaches the population makes uncertainty and panic be perceived by the citizens through digital ecosystems. there are significant differences between the feelings and emotions of the public about covid-19 analyzed in this study and the tone of the risk communication carried out by the spanish government and the committee of experts represented in figure 4 . risk communication has very close links to the behavioral health issues that affect tens of millions of people. fear and anxiety about a new disease and what could happen can be overwhelming and cause strong emotions in the population. through the monitoring of the emotions and the general sentiment of the people across social media about the covid-19 pandemic reveals that: research shows that the current covid-19 pandemic is creating an added strain on our emotional well-being. topics and themes connected to covid-19 include management, social collaboration, death, safeguarding, and lack of foresight. those are strongly related to health and finances, uncertainty about the length of the quarantine, anger over the loss of control, fear of death, illness, loss of employment, economic instability, loss of loved ones, discontent with the spanish government, transparency, a sense of loneliness and, ultimately, fear of the unknown. research results also demonstrate a lot of mixed feelings. it is observed that the same news, information or media communication generated peaks in different emotions, indicating that they are very mixed between sadness, disgust, anger, and fear. presence analysis reveals that the term covid-19 received the highest presence during the early stages of the pandemic, reaching its highest value on the date when the government of spain announced that it would implement the state of alarm and confinement of the population. from that date onwards, there is a downward trend in the use of the term covid-19. during this time, the use of the term covid-19 has followed a decreasing tendency, motivated by the emotions that the population has experienced. initially, as reflected in the study, only the virus (term covid) was of interest, and later, the consequences and direct impact of the virus on daily life. statement on the second meeting of the international health regulations (2005) emergency committee regarding the outbreak of novel coronavirus (2019-ncov); 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ministry of health of the government of spain masks that the spanish government has distributed to each autonomous community from march 10 to government communication in the digital age: social media's effect on local government public relations cifras de población (cp) a 1 de julio de 2019 detecting spammers on social network through clustering technique detecting spammers on social networks automating visualization, descriptive, and predictive statistics using twitter to better understand the spatiotemporal patterns of public sentiment: a case study in massachusetts, usa ibm watson analytics cloud platform as analytics-as-a-service system for heart failure early detection. futur. internet the online dissemination of nature-health concepts: lessons from sentiment analysis of social media relating to recognizing language and emotional tone from music lyrics using ibm watson tone analyzer the anatomy of a large-scale hypertextual web search engine practical text classification with large pre-trained language models decision making in social media with consistent data. knowl.-based syst estimating the importance of consumer purchasing criteria in digital ecosystems products and services valuation through unsolicited information from social media consistency in positive reciprocal matrices: an improvement in measurement methods natural language processing with python text analytics: the convergence of big data and artificial intelligence methodological study of opinion mining and sentiment analysis techniques automated content analysis and crisis communication research content analysis: an introduction to its methodology populism and independence movements in europe: the catalan-spanish case actualización n • 13. numonía por nuevo conavirus (2019-ncov) en wuhan, provincia de hubei, (china); ministry of health of the government of spain real decreto-ley 10/2020, de 29 de marzo, por el que se regula un permiso retribuido recuperable para las personas trabajadoras por cuenta ajena que no presten servicios esenciales, con el fin de reducir la movilidad de la población en el contexto de la l real decreto-ley 8/2020, de 17 de marzo, de medidas urgentes extraordinarias para hacer frente al impacto económico y social del covid-19 el número de trabajadores afectados por erte se aproxima ya a los dos millones bajo 374 marzo se convierte en el mes de mayor consumo de tv en españa desde que hay registros, según un estudio abril marca un récord histórico mensual de consumo televisivo: 5 horas y 2 minutos diarios por persona appropriate governance responses to infectious disease threats: developing working hypotheses. risk hazards cris climate change and vector-borne diseases: what are the implications for public health research and policy? philos the public and effective risk communication effective risk communication; routledge: london, uk effective risk communication disentangling rhetorical subarenas of public health crisis communication: a study of the 2014-2015 ebola outbreak in the news media and social media in sweden sobre la percepción social de la televisión en abierto the authors declare no conflict of interest. key: cord-343938-0pr18nc9 authors: de la cuesta-gonzález, marta; froud, julie; tischer, daniel title: coalitions and public action in the reshaping of corporate responsibility: the case of the retail banking industry date: 2020-05-25 journal: j bus ethics doi: 10.1007/s10551-020-04529-x sha: doc_id: 343938 cord_uid: 0pr18nc9 this paper addresses the question of whether and how public action via civil society and/or government can meaningfully shape industry-wide corporate responsibility (icr) behaviour. we explore how, in principle, icr can come about and what conditions might be effective in promoting more ethical behaviour. we propose a framework to understand attempts to develop more responsible behaviour at an industry level through processes of negotiation and coalition building. we suggest that any attempt to meaningfully influence icr would require stakeholders to possess both power and legitimacy; moreover, magnitude and urgency of the issue at stake may affect the ability to influence icr. the framework is applied to the retail banking industry, focusing on post-crisis experiences in two countries—spain and the uk—where there has been considerable pressure on the retail banking industry by civil society and/or government to change behaviours, especially to abandon unethical practices. we illustrate in this paper how corporate responsibility at the sector level in retail banking is the product of context-specific processes of negotiation between civil society and public authorities, on behalf of customers and other stakeholders, drawing on legal and other institutions to influence industry behaviour. the scrutiny by governments, non-government organisations and civil society that followed the great financial crisis highlighted how banks can abuse their position as powerful economic intermediaries in pursuit of shareholder value creation. in particular, banks were observed to engage in value extraction through fees or speculative activities disembedded from the real economy (muellerleile 2013) and have collectively resisted calls for change, despite significant and sustained national and international uproar about unethical practices. this is important for two reasons in relation to the wider importance of banking in everyday economic and social life. first, as providers of banking, credit, insurance and other services for small-and medium-sized business, retail banks fulfil important intermediary and enabling functions (froud et al. 2017) . second, access to finance through bank accounts and other financial services is essential for citizens' economic and social participation (schmidt et al. 1999; allen and santomero 1998) . in this sense, retail banking is a foundational infrastructure (froud et al. 2018 ). yet instead of ensuring this basic functionality, banks' actions to defend profitability have had deleterious effects on their customers, including mis-selling of financial products, collapse of small business lending, mortgage foreclosure and retail branch closures (froud et al. 2017; paulet et al. 2015; vives-miró and gutiérrez 2017) . these behaviours are contrary to those we might expect from banks as socially responsible actors; and they are in contrast to the positive impact banks can have on financial inclusion, economic and social development (fernández-olit and de la cuesta-gonzález 2014). in principle, curbs on unethical bank behaviour could result from government action, investor-led initiatives or other pressures from external actors, whereby organisations are compelled or at least encouraged to meet wider stakeholder interests. governments have tended to see this as the role of investors, and many businesses (including banks) have adopted investor-led corporate social responsibility (csr) initiatives to address expectations related to broader impacts on society, the economy and the environment (de bakker et al. 2013; doh and guay 2006; schaltegger and burritt 2010; steurer 2010) . this positivist or instrumental approach to csr recognises stakeholder demands for the primary purpose of sustaining or improving profitability and shareholder value (esteban-sánchez et al. 2017 ) but leaves limited opportunity to meaningfully alter business models or the ethical foundations of business (sternberg 2011) . this approach is also centred on easily quantifiable aspects of responsibility (maniora 2017 ) more than the impact of their intermediary activity on customer welfare and society (fernández-olit and de la cuesta-gonzález 2014). in this sense, corporate responsibility has often been a documentary artefact accounting for the positive impact of the business on society in annual accounts or standalone reports rather than providing meaningful accounts of ethical business behaviour (coupland 2006, p. 3) . such reporting therefore becomes a way of recognising aspects of behaviour that a firm can address-employee diversity or carbon emission reduction programmes, or additions such as sponsoring activities (gao and bansall 2013 )without business ethics effectively incorporated into decisions about the underlying business model (maniora 2017; sternberg 2011) . it is not surprising then that critical observers suggest these instrumental approaches to csr represent corporate 'window dressing', in which social responsibility is treated as an add-on to core operations (frankental 2001; lewis 2016; schaltegger and burritt 2010) . such initiatives do not in themselves embed and normalise responsible behaviour. indeed, the recurrence of socially and economically irresponsible or unethical behaviour by firms individually and collectively raises questions about whether organisation-level actions can provide a meaningful approach to tackle (fundamental) problems characterising an industry (fernández-olit et al. 2019) . drawing on these important themes, this paper considers responsibility initiatives affecting firms across an industry which are the outcome of actions by industry stakeholder coalitions rather than arising through voluntaristic action. such actions are considerably rarer than instrumental, firmlevel csr, despite efforts by civil society to scale up collaborations to target a whole industry (den hond et al. 2014 ). the benefit of assuming an industry perspective lies in what beschorner and hajduk (2017) call 'the downscaling effect': within an industry context, responsibility can be substantiated and thus made clear and manageable for companies and their stakeholders. the industry-level corporate responsibility (icr) framework draws attention to 'interactions between businesses, ngos, political actors and other organisations', (powell and dimaggio 1991; beschorner 2004 ) which may be more evident at an industry rather than an individual firm level. in the specific case of retail banking considered in this paper, 'reform' ambitions emerged before, during and after the crisis, reflecting a significant gap between bank behaviour and expectations of fair and effective financial services held by civil society, private and business customers. misselling of financial products, closure of bank branches (especially in rural areas), failure to lend to small-and mediumsized enterprises (smes), as well as irresponsible lending on property have variously emerged as endemic problems requiring sector-level action (fernández-olit et al. 2019; froud et al. 2017) . the paper addresses the question of whether and how public action (via civil society and/or government) can meaningfully affect industry-wide corporate responsibility behaviour. where problems extend over a sector and challenge the basic function of retail banks from a stakeholder perspective, have actions to improve corporate responsibility been coordinated rather than left to the discretion of individual banks? to explore these issues, we focus on post-crisis experiences in two countries, spain and the uk. these are chosen because, in both cases, there has been considerable pressure from civil society on the retail banking industry to abandon certain activities (mis-selling, repossessions) or counteract others (failure to lend to smes) to curb negative impacts on customers. here, retail banks are economic and political actors (matten et al. 2003; scherer et al. 2006 ) and corporate responsibilities are primarily viewed as reaction to wider changes in societal institutions (dubbink 2004) and to civil society ambition to shift corporate attention and resources towards societal challenges (scherer and palazzo 2011) . socially responsible bank behaviour is therefore not simply an outcome of immediate stakeholder pressures, but a response to democratic forces to curb corporate power towards enacting public needs (driver and thompson 2002; parker 2002) . our analysis engages critically with beschorner et al.'s (2013, p. 26f) conception of icr as embedded in sector-specific collaborative efforts between firms, government and other stakeholders. coalition building and alignment of interests are key success factors. however, the emphasis on icr as collaboration can obfuscate the role of stakeholders in bringing about that change in the absence of industry engagement. therefore we introduce an alternative view of icr as a politically charged negotiation between industry and its stakeholders. we choose retail banking to explore these themes because this industry has been overwhelmingly inactive in responding to problems caused collectively by its members. rather, as explored in this paper, it has been civil society-with public authorities providing necessary though limited support-which has played a key role in recognising problems and engaging retail banks through a process of negotiated responsibility. from a bank perspective, such responsibility is reactive, or even coerced, not developed internally (see, for example, scholte 2013). this analysis acknowledges that industries (and firms as their constituent actors) are primarily concerned with their ability to continue with business-as-usual and may not initiate change, especially when profits will be affected. with this in mind, we show that icr is driven by powerful and legitimate interventions from civil society and government. we focus on these actors not because they are the only possible agents of change, but because they have the capacity to campaign for, or to pressure industry members to adopt more responsible behaviours. the next part of the paper explores the concept of icr and the role of interest alignment and coalition building in achieving a change in ethical behaviours. the spanish and uk retail banking sectors are introduced in the third section, which outlines the extent of corporate responsibility initiatives since 2008. the fourth section then takes two examples to explore the role of civil society in negotiations that eventually led to actions. while notable, the impact of these actions is limited: successful actions have been fragmentary and industry behaviour remains largely reactive, constituting individual redress rather than a more generalised ethical orientation. the implications are considered in the final section. in this section, we outline and develop the concept of industry-level corporate responsibility to explore how stakeholders may be able to negotiate through coalitions and alignments of interests to affect the operation of firms in an industry. the analysis draws on the literature to address two questions: first, how in principle icr might come about, either through industry leadership or coalition building by stakeholders, before exploring resistances to change; and, second, what conditions might allow some actions to be more effective, including the importance of power, legitimacy, magnitude and urgency. an industry-level approach to responsibility represents a relatively new understanding of how firms collectively engage with stakeholder interests on a voluntary basis or under compulsion. beschorner et al.'s (2013, p. 26f .) icr framework draws attention to 'interactions between businesses, ngos, political actors and other organisations', to secure the adoption of corporate responsibility policies as a specific 'organisational field' (powell and dimaggio 1991; beschorner 2004) . for this to be successful, business, civil society and government actors necessarily share assumptions about what corporate responsibility means in a specific industry context. beschorner et al. (2013) argue that, prior to the adoption of icr, key stakeholders (customers, worker organisations, civil society) collaborate and negotiate the type and extent of the policies, though they retain an industry-centric view, with stakeholders taking second stage. more recently, beschorner and hajduk (2017) advocate a cultural perspective to business ethics-cultural business ethics-within which cr initiatives are linked to industry-specific cultural contexts and institutional logics. here they invoke the notion of the organisational field to situate concrete action through network interactions between stakeholders and core businesses to reduce bias towards the company. it is helpful to view icr as an interactive political process that requires negotiation, rather than one that is either top down or bottom up (dunning 2004) , or indeed a combination of both (behrman 2004) . however, the framing by beschorner et al. (2013) and beschorner and hajduk (2017) creates an overly harmonious impression of this process, where, following debates and negotiation, participants can agree on appropriate industry actions. this in turn assumes that agendas are meaningfully represented by stakeholder and industry-led coalitions. a firm's ability to act is constrained by both the shared interests enshrined in trade association membership and the associations' own interests, which can have both positive and negative social outcomes (marques 2017). 1 moreover, industry-led coalitions are likely to have diverse motivations, as indicated by grayson and jane (2013) : they may proactively engage with social inequalities to pre-empt negative impact on industry and limit government oversight; or they may be a prerequisite for market access. such coalitions can also be more instrumental in creating visibility for firms and industry to be seen as 'responsible' through benchmarking or codification. they certainly mobilise resources and provide a strategic space in which industry positions can be consolidated to engage external actors, including government and civil society (ibid 50f.). coalitions may, therefore, be pre-occupied with controlling the narrative to legitimate their collective actions, for example, by setting responsibility agendas that are impactful but limit the effect on industry business models (du and vieira, 2012) . given these different possible motives, industry-led responsibility is likely to imply a limited notion of responsibility that is commensurate with shareholder value priorities and some highly codified, 'ethics-light' additions to the business model (raiborn and payne 1990) . cr actions that are expected to reduce profits for any adopters will disincentivise collective action (sternberg 2011) ; and other actions which may allow some firms to enhance profits may be subject to firm-level gatekeeping, not industry-level action (doane 2005) . under some circumstances industry can organise through self-regulatory institutions, for example, as 'green clubs' to provide collective guidance and control behaviour of members (marques 2017; beschorner et al. 2017) . for example, tischer and remer (2016) illustrate how social banking associations self-regulate conduct and work towards common goals that seek to benefit society and environment. extension of this to the whole of the banking sector, however, is problematic because it requires agreement on what is 'right' and what is 'practical' (raiborn and payne 1990, p. 885) . in other instances, 'industry-led' coalitions at the national and global scale are a response to improved coordination between civil society actors who may focus on industry directly, rather than government indirectly to enact change (grayson and jane 2013; scherer and palazzo 2011) . for example, recognition by civil society that 'target setting' or 'best practice' initiatives by government encourage industry adherence to minimum standards, rather than seeking transformative action, can encourage more direct or disruptive actions to pressure companies and industries to change (de bakker et al. 2013 ). under such circumstances, it is harder for industry-led initiatives to engage constructively with more fundamental, normative notions of ethical behaviour. drawing on these arguments, our framework focuses on how government and civil society can enable and influence icr. figure 1 illustrates key interactions or pathways between civil society, government and industry to enhance icr, as well as sources of resistance. in response to external pressure, industry may individually or collectively engage tactics such as lobbying or reporting; while government has means to enable or to obstruct civil society's ability to promote pressures for change (clark 2011) . ultimately the power of either civil society or government to change industry-wide behaviour is limited (dentchev et al. 2017; carberry et al. 2017) . for example, while civil society has developed persuasive (media campaigns, shareholder resolutions) and disruptive (boycotts, collective legal action) tactics, it lacks the ability to coerce firms directly into adopting icr (carberry et al. 2017 ). governments at different levels often approach icr through generic policy responses which are often fairly ineffective. the eu, for example, is integrating 'sustainability' into a broad financial policy framework in order to mobilise finance for sustainable growth with support from industry and investors (european commission 2018) as well as driving industry and government alliances, to the detriment of civil society which is insufficiently included in these approaches (moon and vogel 2008) . however, industry involvement in new sustainable finance policies could explain, for example, the slow pace of the review even if we share den hond and de bakker's (2007) optimism that civil society activism can influence firm behaviour directly, doing so may be more difficult when such activism targets general, rather than specific, behavioural change of an industry. this is particularly the case where change means not simply ceasing specific practices but developing a more ethical approach to future choices and activities. however, by aligning its interests with government, civil society may be capable of influencing cultural and regulatory conditions of an industry; in other words, it can create a political environment for the diffusion of its objectives (carberry et al. 2017) . the ability of civil society to re-politicise what is increasingly an attempt by government to institutionalise cr (moon and vogel 2008) holds government more accountable in enforcing legal obligations and societal values. in doing so, it creates a set of legitimate pressures on business to act responsibly. but, industry and government can also frustrate civil society ambitions to drive icr: for example, industry associations can resist change while also lobbying government; or industry-government relations may become shaped by revolving-door arrangements or other forms of capture that undermine third-party initiatives, including by displacing the agenda onto more trivial or peripheral issues (tashman and raelin 2013) . this leads to our second question: what conditions might allow some actions-including coalitions or alignments of interest-to be more effective in producing meaningful icr? to identify potential factors that might shape icr we draw on mitchell et al. (1997) , neville et al. (2011) and ali (2017) to highlight a range of features-power, legitimacy, urgency and magnitude-which in some combination might lead to industry-level initiatives. mitchell et al. (1997) develop a conceptual analysis of stakeholder salience based on power, legitimacy and urgency, while others propose different typologies to help explain a greater degree of stakeholder orientation in proactive firms (neville et al. 2011; ali 2017) . in trying to understand how specific industry-level initiatives might come about, the framework also needs to incorporate how stakeholders (civil society and/or government) can create the conditions to promote responsibility without direct or proactive involvement of individual companies. this contrasts with an assumed need for stakeholders to capture the attention of companies or work with them directly, which is prevalent in firm-centred cr debates. in line with the literature on stakeholder salience reviewed by neville et al. (2011) , we suggest that attempts to meaningfully influence icr would require stakeholders to possess both power and legitimacy. unlike myllykangas et al. (2010) , the notion of power defined as having 'power over' [emphasis original] must be relaxed to include 'power to' engage others in the process given the collaborative nature of negotiation. in line with these authors' exploration of legitimacy as socially constructed and the general perception that stakeholder involvement is 'desirable, proper, or appropriate', we consider that power must equally be seen in relation to the action performed and the actors involved. the contextualisation required to make sense of power and legitimacy is provided through accounting for urgency and magnitude. urgency is more widely adopted in discussions of stakeholder salience (see tashman and raelin 2013) defined as the degree to which claims require immediate action, both in terms of time but also recognising criticality of the form within the specific context (myllykangas et al. 2010 ). however, little reference is made to the magnitude of required change. where authors focus on magnitude, they do so in terms of consequences (brown et al. 2016) or 'significance' of change (shropshire and hillman 2007) . however, we argue that magnitude of change can also usefully address the complexity of the task at hand, not just in terms of significance or consequence but also in terms of the relational work that is required as part of the negotiation. getting a single actor to commit to sizeable change is difficult enough; but successfully enacting magnitudinal change across an industry is likely to be more difficult, especially when competitive agendas collide. urgency and magnitude of the proposed action therefore both affect the ability to influence icr, including attempts to develop more responsible behaviour at an industry level through processes of negotiation and coalition building. collaborations between civil society and government are therefore likely to be beneficial where substantive and/or immediate change is required to effect more ethical behaviour at industry level. for example, the moveyourmoney campaign, initially driven by civil society actors from 2009, led to the uk government creation of the current account switching service (cass) in 2013 (seyfang and gilbert-squires 2019; tischer 2013) . in this case, the independent power and legitimacy of civil society and government was enhanced by collaborative efforts: when government joined the civil society campaign, the impact was scaled up from half a million bank customers switching accounts prior to the introduction of cass to 5 million since (tischer 2013; pay. uk 2019) . here, successful collaboration follows individual attempts to seek influence. initial differences are overcome as actors consolidate and extend power and legitimacy, for example, through formal electoral support from society, or less formally through campaigns. this can happen without the explicit support of the industry and even where there is active resistance reflecting concerns for the profitability of members. understanding cr initiatives as a process of negotiation between key actors illustrates the complexity inherent in improving responsibility at industry level and the role of different groups. changes that result from pressure by government or civil society for change, leading to legislative or other actions, may be different to cr actions initiated by the sector. holzer (2008, p. 59f ) unravels some of the complex interactions between those seeking change (external coalitions) and the affected firms. in particular, he notes the propensity of diverse coalitions with dispersed power to assume a passive role during negotiations as control over the process is internalised by the firms' top management. such internalisation may also occur at the level of the industry, to either reject or accept change, facilitated by industry associations. coalitions, however, are brittle: they may be dominated by a set of actors or they may be divided and seek to influence icr independently, which can damage legitimacy. all of these may enable or disable action by management across the industry to resist pressure for icr; and it may therefore limit the power by civil society and government to affect industry behaviour (holzer 2008) . in other words, management (or its representative trade body) may assume the role of political broker, enabling them to strategically manage stakeholder coalition interests or avert external influence (campbell 2007, p. 955) . if, however, icr initiatives are to be understood as resulting from pressure of outside parties-civil society or government-what kind of power is implied, both in making change and in resisting it? some instances of power seem straightforward: government passes a law that requires a specific behavioural change and instructs a regulatory agency to enforce it. this results in a very narrow kind of icr because it reflects compliance rather than voluntary recognition of inherent stakeholder interest. in the absence of voluntary action, desired changes may be sought via incentive systems or by introducing principles or frameworks that encourage better outcomes but do not compel firms to adopt or desist from any particular practices. power here takes a more social form (dowding 1996; lukes 2005) , which reflects the ability of an actor (such as civil society or public authorities) to entice and shape, rather than force, the actions of others (such as retail banks), thus 'furthering their own interests and/ or affecting the interests of others' (lukes 2005, p. 65) . power is also revealed through the extent to which one actor (here, business) can decide how (if at all) to respond to the stakeholder initiative (lukes 1976, p. 129) . in some cases, business may resist all attempts at enrollment by civil society and/or government, especially if there is no (prospect of) legal requirement or a lack of collective public interest. the absence of industry-led cr might reflect some degree of industry power vis a vis other interests-a belief that no significant consequences may follow from inaction-as much as a lack of organisation, even where there may be legitimate concerns. power is, however, often contingent and it may be mediated or created by specific circumstances. business or industry perceptions about when action is necessary will also reflect the context, as civil society or government responses to evolving problems. as such, aspects of power and legitimacy afforded to civil society and government are context and time specific, not permanent or enduring attributes. once irresponsible behaviour is corrected, actors may reorganise resources to focus on alternative issues (roloff 2008) . the framework, therefore, needs to reflect the magnitude of the issue and the urgency with which it must be addressed; these might empower or alternatively undermine the strength of coalitions or the ability of civil society to negotiate. for example, proposed icr actions may affect a set of firms across an industry equally, or disproportionately affect a subset of the actors by virtue of process or product characteristics. the reasons for such considerations become clear if we think about what is at stake. in pushing for new, agenda-setting ethical policies or actions that affect all players within an industry the stakes are relatively high and, therefore, may be met with more (coordinated) resistance from the industry. seeking to influence behaviour across an industry thus may require considerable resource to be spent compared to situations in which one firm is the target of civil society and/or government action. in other cases, urgency (at least as perceived by civil society and/or government) may become a more important driver and traditional forms of negotiation involving consultation and discussion (campbell 2007) may not deliver desired outcomes. thus, the nature of negotiation may be issue-specific, reflecting how power to influence and resist is distributed amongst the various coalition members. 'power' here is to be understood as a fluid expression of changing contexts over time, reflecting the composition of and work undertaken by the coalition. for example, initial ambitious demands can become scaled down to realise more modest change; in this way, magnitude as a driver of significant change may be undermined by an urgent need to act or a willingness to compromise with a more incremental or superficial style of reform. or, magnitude or urgency around a particular issue can allow civil society to mobilise additional financial, political or other resources that augment power and compel change. corporate responsibility reports in the banking industry have served the principal purpose of marketing to interested stakeholders, including socially responsible investors and stock market index managers. from the perspective of the industry, this might be viewed as a cost-effective way to deal with the demands of interest groups and enhance reputation, while avoiding significant and potentially costly changes to business operations and conduct. although most banks have published cr reports as part of their annual accounts or as standalone documents before the crisis (coupland 2006, p. 3), the quality and scope of such reporting differs considerably between banks (novethic 2012, p. 5; scholtens 2009, p. 4) . despite the emergence of the global reporting initiative guidelines (gri 2013, p. 9; roca and searcy 2012), there has been little standardisation of disclosures across the industry, even where specific banking reporting standards or guidelines have been issued. crucially, qualitative reporting is unlikely to become widely established as promoters of esg and sustainable principles tend to prefer readily quantified data-such as greenhouse gas emissions or gender equality-over qualitative data (hiss 2013) . the incorporation of esg criteria in financial product creation further commodifies sustainability as something that is quantifiable (ibid); this is underlined in eu sustainable finance action plan (eu commission 2018). industry stakeholders are also requesting more information on what is measured and how (see freshfields 2019), though it is unclear if this will go beyond reporting to address bank business models in relation to esgs (siew 2015; lyon and maxwell 2011) . even without an overall framework, assessment tools (see, for example, novethic 2012) have been used as a proxy to evaluate retail bank functions, narrowly focusing on easily obtainable parameters such as stakeholder engagement, sponsorship and social engagement, and financial inclusion; and some more industry-specific yet easily quantifiable discussions of responsible lending, responsible marketing and customer relations. the first three can be understood as a response to stakeholder demands and have (albeit minimal) cost implications; the latter three engage more directly with the market in sustaining or increasing customer numbers and lending, and thus are crucial to sustain profitability. pressure to maximise profit is deeply embedded at both cultural and structural levels and has persisted post-crisis despite public disquiet and declining returns (froud et al. 2017) . information asymmetries between bankers and consumers, civil society and government are significant and are an indicator of industry power so that the ability to pressure banks into adopting cr initiatives is restricted and/or requires considerable resources to be spent (ford and philipponnat 2013; scholte 2013) . however, a greater public focus on banking following the crisis made those resources available at both government and civil society level, generating numerous publicly available reports (see, for example, on the uk : nef 2009; cresc 2009; lse 2010) . while much of the high profile censure has been focused on investment banking-for example, widespread market manipulation coordinated by leading international financial conglomerates caused uproar internationallyretail banking has also been characterised by industrywide misconduct, including mis-selling products to consumers or the lack of lending to smes as a result of credit rationing (dowell-jones and kinley 2011, pp. 202-203) . such actions have led to a lack of trust (especially of large banks) among customers (hurley et al. 2014) ; and this is despite the early adoption of cr by the banking industry (soana 2011) . not surprisingly then, the opinion poll data show that the responses to allegations of mis-selling, market manipulations and so on are directed at the retail banking sector as a whole, not simply at individual banks (populus 2017; yougov 2018) . in this post-crisis context, icr initiatives that have arisen can be understood as reflecting both magnitude and urgency. to illustrate the nature and effectiveness of industry-level cr in retail banking, the paper considers two countries, spain and the uk, where significant pressures for change by civil society and/or government can be identified to address aspects of unethical behaviour. these two countries also provide different contexts to explore post-crisis experiences in the same sector. traditionally, spain has a more coordinated market economy with a bank-based financial system, compared with a more liberal market economy in the uk and a market-based financial system. jackson and apostolakou (2010) argue that different systemic environments foster different types of coordination between business and society, thereby producing distinct models or business organisations. however, in the specific case of retail banking there are also common features in terms of how responsibility concerns have tended to be mediated through the interests of private and/or business customers. as a consequence, there could be less potential for conflict between these (customer) stakeholders and industry, compared with other industries where stakeholders may have less obvious or concentrated 'market power'. elsewhere, cr initiatives have covered broader concerns about the environment or human rights, where mobilising customers is only one part of the negotiations. nonetheless, we argue that retail banking is characterised by passivity despite the significant decline in trust noted above: public discontent with retail banking both before and after the crisis has brought little change in the nature or extent of industry-led responsibility. instead, attempts to drive responsible behaviour come either from public authorities or are derived from civil society responses that mobilise consumer or political power. rather than leading ethical change, industry measures can generally be a response to-or compliance with-formal or regulatory initiatives. the lack of proactive industry change may appear surprising given public discontent after high profile mis-selling and eviction scandals in the uk and spain respectively. in the uk, the top 10 financial scandals since 2000 have cost banks £67.4bn collectively (ft 2019), yet market shares of the major players have been relatively unaffected, reflecting the perceived 'hassle' of switching and mimetic business models of banks (panther and farquhar 2004; froud et al. 2017) . to explore this further, we first explore the context in which stakeholder mobilisations took place in spain and the uk. secondly, in the next section, we take two examples and analyse the actions taken by civil society, the extent to which coalitions of interests have been formed and the outcomes of the initiative in terms of embedding icr. the retail banking industries of spain and the uk are both characterised by a lack of diversity and, despite official attempts to change this, there has been an entrenchment of large players with similar business models and a high collective market share. these are also banking systems which have been the subject of widespread concern around treatment of customers, making them interesting cases to explore the nature and extent of icr. this section uses secondary data to outline key trends in the retail banking industries of both countries, the major issues for responsibility and the limited nature of change overall. spain was severely hit by the financial crisis in 2007/08. the doubling of domestic lending by the banking sector from 100% of gdp in 1995 to 215% in 2008 (fernández-olit and de la cuesta-gonzález 2014) illustrates the scale of change in banking and the economy more broadly. much of this newer debt was linked to a property boom: the market for mortgage lending was effectively created during this time, growing from €37.9bn in 1988 to €1065bn in 2008 and equivalent to 61% of total outstanding lending to the private sector (ahe 2012). savings banks (sbs) were the key players, with over half of the market for mortgages, and thus were most affected when the market turned in the postcrisis recession. some private commercial banks and, particularly, sbs required substantial government assistance in the post-crisis era; just as significant was the shrinking of the sb sector, top 10 market share 87% 70% 51% banks participating in m&a and market share in brackets leaving commercial banking interests the dominant force (imf 2012b) and abolishing a regional banking market with government participation in favour of increasing stock market control. only two small sbs survived as many were bailed-out and converted to private banks. as table 1 shows, within a 10-year period, the spanish banking sector moved from a diverse industry featuring more than 60 institutions with different ownership structures and a regional banking market, to an increasingly consolidated and centralised national system dominated by stock market listed banks with only a dozen institutions (ebf 2013, p. 81). the number of credit institutions fell by 43% between 2008 and 2016, and by 2018 the five largest entities accounted for over 70% of the market (in terms of total assets), an increase of more than 50% in ten years and significantly above the average for the euro zone (cruz-garcia et al. 2018). as a consequence, employees and branches have been reduced by nearly one-third between 2008 and 2015 (maudos 2017), though spain still has the second highest bank branch network density in the eu-28. while some reorganisation of the banking network could be deemed necessary, it was initiated in a crisis context and continued in an uncoordinated way because this covers not simply the closure of branches to reduce operating costs, as in most european countries, but also the collapse of the savings bank sector. the process of consolidation and concentration (ft 2013a) was accompanied by a move towards a more homogeneous spanish retail banking sector, with more competition and less collaboration between the remaining larger players as banks have moved out of their traditional regional bases. before the crisis, government action to promote cr in the spanish banking sector focused on legal requirements on good governance, transparency and reporting. while the post-crisis response reflects some acknowledgement of problems, it has been limited and fairly generic. for example, the spanish government followed eu and oecd guidelines on financial education policies to improve financial literacy; and initiatives to increase sme credit through the public finance agency (ico) have also been developed but with little effect (ayuso 2013) . more significantly, the new savings bank law (26/2013), issued to reorient sbs as a locally embedded sub-sector committed to financing smes, had no impact given that most of the spanish sbs had already vanished by 2013 and cannot easily be reinvented. in the absence of government requirements, banks have done little beyond 'soft' voluntary cr in areas like transparency and financial education. thus, while responsibility initiatives have come from government, there has been little apparent or effective coalition building with civil society. nevertheless, as we will see in the next section, laws have emerged to protect customers from aggressive practices in retail banking as a response to civil society pressure and judicial judgements. in contrast, the uk retail banking sector was characterised by a high degree of concentration in a few global financial conglomerates well before the crisis (cruickshank 2000) . despite calls from government and elsewhere to increase competition, concentration has persisted in major retail banking markets (see fig. 2 ), especially in personal current accounts (pcas), mortgages and personal loans (icb 2011, p. 166) . in fact, crisis-related consolidation increased concentration in the uk market: the six biggest retail banks had a market share of more than 90% in 2010, and have lost less than 5% since (fca 2018). sme accounts and lending have historically been even more concentrated: the top five retained 83% of sme current accounts (cma 2016), despite a recent increase in the number of challenger banks, including fintech. if these new banks do gain significant market share from the big players, it is not clear that this will encourage more responsible behaviour. arguably, the attention on cost reduction is likely to continue (including further branch closures) while the large banks seek to imitate the digital technologies and product innovation and seek acquisitions of successful new entrants (knight frank 2018). as in spain, reduced diversity is also a feature of the uk retail banking industry. this started in the 1970s with the opening up of the residential mortgage market (to break-up the 'monopoly' of building societies), continuing with the demutualisation of the largest societies and their subsequent take-over by established publicly listed banks before and after the crisis. in addition to this external threat, building societies have consolidated their activities through a series of mergers, reducing the number of active societies from 481 in 1970 to 44 in 2017 (bsa 2018) and creating one large building society, nationwide (holding more than 60% of sub-sector assets). credit unions which flourished in the us, canada and ireland, have never moved beyond niche status in the uk, despite some modest growth (bank of england 2019). in the uk, civil society has exercised voice by lobbying for and responding to public inquests using two channels. first, civil society organised immediate (g20 protest in 2009) and more sustained (occupy london) forms of protest, as well as public campaigns for change (movey-ourmoney; the robin hood tax, positive money) and alternative economy think tanks such as nef, republica and demos (see, for example, positive money 2012). but dissatisfaction with post-crisis reform was soon absorbed into the wider anti-austerity movement as the long-term socio-economic consequence of the gfc outgrew the 'financial crisis frame' (pianta 2013) , leading to more direct engagement with the policy process. second, although often excluded from policy making at a formal level, civil society groups have submitted responses to regulatory initiatives, for example, in response to the independent commission on banking (positive money 2012; ford and philipponnat 2013) . in europe, civil society has established finance watch in 2011 to 'act as a public interest counter-weight to the financial lobby' (ibid: 188). in terms of post-crisis responsibility in the uk, public bodies (regulatory agencies and government) have been the main source of initiatives, reflecting frustration about the limited changes to culture and behaviour from early and sustained civil society action. the rediscovery of regulation is in marked contrast to the previous explicit commitment to the deregulation of financial services since the mid-1980s (moran 1991 ) and, albeit short-lived, encouragement of business-led cr using a market-based approach (shaefer 2013, p. 243) . while there have been industry-led programmes in financial services (such as around financial literacy), there is little evidence that these have led to significant changes in behaviour and business models (froud et al. 2017) . banking crisis, and the ensuing unprecedented government intervention to support the sector, has led to a marked rebalancing with changes to the regulatory framework and a more active interest in retail banking by government, especially to increase competition. government-led icr initiatives have taken three forms: promotion of new entrant-challenger-banks; encouragement of lending to smes; and the principle of 'treating customers fairly' (considered in the next section of the paper). the first of these rests on the assumption that promoting competition is the mechanism to encourage existing retail banks to treat their customers well; this is a priority that has led to a succession of investigations into the structure of the uk retail banking sector, the most recent of which reported in 2016 (cma 2016). the encouragement of challenger banks-including offering substantial financial support to some new entrants under a capability and innovation fund 2 and simplifying the process of obtaining a banking licence-represents an attempt to reshape the market. unlike in spain, however, there is no explicit preference for different kinds of banks such as savings banks. while a number of new banks have entered the pca and business markets, this has had limited effect on the overall banking structure as many of these are small and present niche offers; indeed, a process of consolidation of new banks is already underway (english 2019) . the second main government objective, to foster lending to smes, has led to initiatives directed at existing banks, such as 'project merlin' launched in 2011. after this project failed to meet targets (independent 2012), a new initiative 'funding for lending' ran from 2012 to 2018 (bank of england 2012) 3 with similar results. despite this, the limited extent of lending by banks to smes remains an official concern, and a new venture, the business bank, was established in 2013 with direct government support (ft 2014). overall, uk government actions to encourage more responsibility across the industry have taken various forms including financial inducements and projects but these have largely not involved effective coalition building. within these broader national contexts, the next section considers two examples which show a greater degree of coalition building reflecting combinations of power, legitimacy, magnitude and urgency and mobilising new and existing organisations. 2 this fund has £425 million held in trust at the bank of england and administered by banking competition remedies ltd to be spent in four rounds or pools to support challenger banks that explicitly target smes. this fund was established after agreement between the uk government and the european commission to implement the £775 million rbs state aid alternative remedies package, resulting from the bailing out of rbs and the subsequent inability to sell williams and glyn bank. see https ://bcr-ltd.com/wp-conte nt/uploa ds/2018/09/ banki ng-compe titio n-remed ies-media -facts heet_final .pdf for more details. following our theoretical framework, we present two emblematic examples to analyse how the magnitude and urgency of industry bad practices provoked coalition building initiatives from civil society and changes at industry level. these were selected because they reflect important and legitimate issues where banks have acted against the interests of their own customers. in both cases, civil society action was central in helping to collectively organise the interests of individual customers and in doing so increase the urgency of the problem and the legitimacy of the action; moreover, civil society action prompts some form of response by government and other public authorities which is necessary to effect change. in each case, we describe the problem, the characteristics of the negotiation process, the actors involved, the reaction of public bodies and industry and the limitations of this process, taking into account the different contexts. the first case, protecting mortgage debtors in spain, is a significant and unprecedented example of mobilisation of power given spain's low level of consumer activism. in this instance, a coalition was built between bank customers with mortgage arrears and other citizens concerned with social justice. the bottom-up coalition drew power and legitimacy from the magnitude of the problem (around half a million households facing or experiencing eviction by their banks) and the urgency that relates to the potential and visible harm that eviction can cause, especially to vulnerable people. pah, as a new, civil society organisation worked effectively and persistently to exert pressure on banks via judicial action and, later, government action. the direct outcome is changes in bank behaviour in relation to these affected households, but this has not extended to any more general embedding of responsibility. there may, however, be more enduring effects through the demonstration of effective civic action, making future stakeholder coalitions more likely. the second case, the response to mis-selling of financial products by banks to uk customers, was made urgent through the action of an established, well-resourced civil society organisation, citizens advice. this organisation used legal process to challenge government inaction in response to massive mis-selling which affected millions of bank customers. while the failure of an insurance policy on a financial product such as a loan is perhaps less serious for the individual customer than a potential eviction, the sheer scale in the second case provided legitimacy. the successful legal action rebalanced power away from the banks in relation to this issue and required government to align itself more explicitly with customer interests. again, this has been a high profile and extended action, yet the extent of responsibility has been limited to specific redress, not behavioural change by retail banks. nor has it shifted government policy in ways that prevent future mis-selling. these cases are developed using secondary data to inform understanding of the nature and scale of the process, the actions taken by civil society, formal responses by government and public authorities and the perspectives of citizens, as set out in the media of different kinds. in each case, the secondary data are used to trace the development of the problem, the critical interventions by civil society and the forms of response by government and other public authorities, including aspects of coalition building, and the extent of short-and long-term change. the major sources for the spanish case are statistical data from cgpj (the spanish national council on judiciary), official court reports, pah reports and media articles. uk data are drawn from regulatory authorities, citizens advice, media and other commentaries. this first example is concerned with the relationship between banks and residential mortgage customers: the effectiveness of coalition building is a consequence of broadening the issue beyond a simple market relation to invoke the wider social justice implications of bank behaviour, which was critical to establishing legitimacy. what is also striking about this example is that civil society was able to co-opt judicial processes to more effectively bring government into alignment. however, while there are demonstrable changes in bank behaviour in some respects, as outlined below, there is no clear evidence of underlying ethical shifts in banking practice led by the industry. lending practices in spain before the crisis increased home ownership. after the crisis, however, rising unemployment contributed to the growing number of mortgage holders unable to meet payments, resulting in mass evictions by the banks: an estimated 500,000 releases or evictions occurred between (pah 2014 . public outcry about the social consequences of eviction and homelessness led to the establishment of a civil society movement, the spanish platform of people affected by mortgages (pah) in 2009, which campaigned for more considerate treatment of distressed debtors. pah is notable as a social movement because it changed the framework surrounding the eviction problem, while also creating nationwide awareness of the resulting injustice. de weerdt and garcía's (2016) analysis of this innovative social movement found that pah empowers people through solidaristic actions to place collective pressure on legislative bodies, governments and banks. newly established collective communication channels enabled these groups to reach agreements with banks to renegotiate or even condone debts, or to extract socially beneficial terms from banks, such as payment in kind or a social rent. these authors conclude that pah has been successful in arguing that the debt problems experienced by spanish households are not the result of individual failure but a consequence of business decision making and practices that put profit ahead of the consumers. the success of the campaign against evictions reflects coalition building around an urgent issue. pah enlisted the eu court of justice, which ruled against the evictions and gave spanish courts new power to stay evictions (ft 2013b). resulting legal and social pressure led to the issuance of the royal decree law 6/2012-a mechanism that allows urgent laws to be passed-to protect mortgage borrowers. this introduced a series of measures, including a voluntary code of good banking practice which included exceptional measures for the resolution of defaults of people in difficult social conditions. a subsequent law (1/2013) and amendments formalised detailed measures to protect mortgage debtors, debt restructuring and social rent, and thereby recognised the social consequences of eviction which had been initially ignored by national government. 4 in an attempt to prevent future bad practice the law also promotes more responsible lending, limiting mortgages to a period of 30 years and a maximum loan-to-value of 80%. however, the law does not universally and retrospectively alter payments as pah had argued for, though it includes a two-year suspension of evictions in cases of 'special vulnerability'. as a result, property can only be repossessed and sold when restructuring is impracticable under specific conditions, according to the code of good banking practice. the pah example illustrates social innovation by organised citizens fighting for social justice. the coalition has incorporated support from 200 collectives and labour unions, more than 100 city councils which have approved motions in favour of the demands of pah and from political groups in 14 regional parliaments across spain (bhandar 2015) . this has produced political action which has shaped governance through creation of new mechanisms for collectively negotiating housing debts with financial institutions, while also influencing new local and regional regulations for access to housing for mortgage victims. by reframing the issue as a collective problem-governments have used an 'individual approach', the pah has focused on collective responses to social problems-pah's campaign contributed to new ways of conceptualising and approaching policy problems (pradel et al. 2013) . the success of pah is underlined by subsequent legal action brought against blackstone, the largest owner of housing in spain with some 40,000 homes. pah has accused blackstone of committing a crime of 'hoarding' empty homes and 'deceptive alteration of the price of things'-buying repossessed homes at a low price and then withdrawing them from the market to sustain high rental values and purchase prices-which are illegal (pah 2018a). this is a particularly sensitive political issue as social housing for rent provides only 1% of spanish homes (compared with around 20% in the united kingdom, france or germany) and there are 3.4 million empty homes. while a remarkable and unusual example of organised citizen action, it is important to ask whether this has enhanced responsibility more generally in spanish retail banking. the effectiveness of pah's social action and heightened awareness of bad practice has encouraged consumer associations and lawyers to engage in a context where traditionally there has been limited consumer mobilisation. however, it is not clear that corporate behaviour has changed more generally. for example, between 2007 and 2018 there were more than 500,000 evictions in spain due to mortgage non-payment and, in recent years, this figure has been increased by rent evictions (pah 2018b). rather than preventing future unethical behaviour, further bad banking practices have emerged. the insertion of floor clauses in mortgage agreements, for example, meant that consumers would not benefit from reductions in euribor rates, but were liable to pay more if this rate went up. this was deemed an 'abusive practice' by the courts and a 2017 royal decree established an extrajudicial channel to settle disputes (boe 2017) and by end of 2019, over €2.2 billion was returned to spanish consumers. 5 these and other practices have undermined public trust in banks, with significant judicial proceedings still awaiting resolution (spanish central bank 2019). overall, this case demonstrates that banks' reaction to civil society pressure may not result in any generalised corporate responsibility but can have issue-specific consequences. business model pressures remain focused on a single-bottom line and civil society initiatives lack the (legislative) muscle to drive meaningful and far-reaching changes in corporate behaviour across an industry. government action was necessary to achieve the outcomes supported by civil society and, later, the judiciary, though there was no immediate response by government to enact structural policy changes to prevent poor behaviour by banks. treating customers fairly (tcf) has been an officially endorsed general principle in the uk since 2006 (shaefer 2013) , applying not only in banking but in other utility sectors like energy. tcf in retail banking was renewed postcrisis after a review of the regulatory framework on financial services and the creation of the new regulator, the financial conduct authority (fca). tcf encapsulates a basic ethical principle to which all organisations regulated by the fca must adhere: a bank 'must pay due regard to the interests of its customers and treat them fairly'. if the principle is embedded in bank behaviour then it should deliver six outcomes which collectively represent 'fair' treatment (fca 2013) . this is not a regulatory framework, nor a set of benchmarks for behaviour; enforcement is via an ombudsman and investigations when things go wrong. however, under a self-interest argument, it might be expected that banks would have an interest in following tcf to ensure that (mis)treatment of customers does not contribute to future scandals, reputational damage and fines, as well as contributing to rebuilding trust in the retail financial services sector. the survival of tcf as a regulatory initiative reflects the continued need for improved transparency and fair treatment, rather than its success in enhancing and enshrining responsibility. the renewal of tcf in 2013 was amidst a series of mis-selling scandals, most notably of payment protection insurance (ppi), an insurance policy sold by banks and other financial institutions linked specifically to debt and credit products. the scale of mis-selling suggests a mass failure by the sector to follow the tcf ethical principle (and a failure of public authorities to take remedial action). moreover, this was not the first instance of mis-selling by uk banks. earlier mass episodes of unacceptable behaviour in relation to selling private pensions and endowment mortgages in the 1980s and 1990s (ferran 2012) had not reformed the incentives systems and culture within banks which allowed serial misselling to thrive. the original failures of mis-selling were compounded by the way that banks dealt with customers who complained. as a result, fines were imposed by the fca on some banks for mis-handling complaints (see, for example, fca 2015). in the specific case of the mis-selling of ppi, the interests of customers were taken forward by citizens advicea network of charities that provide free legal information and advice-which became increasingly aware of the large number of policy holders who had made claims under their policies and been refused pay-outs (citizens advice 2015). as ppi products became more widely sold, it was more likely that they were unsuitable or at least represented very poor value. citizens advice noted in 2005 that there were estimated to be 20 million live ppi policies with an annual premium of £5.3bn, compared with £8bn and £9.5bn, respectively, for property and motor insurance. through their individual charities they observed the massive extent of customer dissatisfaction, though this was disputed by the industry. in particular, it appeared that lower income and vulnerable customers were more likely to have been mis-sold these insurance products (citizens advice 2005). citizens advice collected individual cases to make a 'super complaint' to the regulator, the financial services authority, in 2005. public authorities responded to this civil society action by putting in place a system of fines and compensation for customers who could demonstrate they had been mis-sold ppi. far from recognising their responsibilities, banks via their trade association the british bankers' association (bba) initially mounted a legal challenge to the requirement to pay compensation and indeed continued selling these products for years. in 2011, the bba lost a legal case against new rules intended to prevent mis-selling, which were to be applied retrospectively, hence opening up further claims from customers (guardian 2011) . in the end, the industry had no option but to pay the regulatory fines and customer compensation. uk retail banks created enormous provisions in their financial accounts to meet the compensation costs 6 : by 2019, some £36bn had been paid out by british banks (ft 2019). the issue of corporate responsibility is relevant in two ways: the first is the sale of the financial product by banks, including whether it was suitable for the customer and clearly explained to them; the second is how banks handled the complaints of mis-selling. to some extent, the second issue gained a heightened significance in some of the reporting by public authorities, perhaps because this could be measured and audited more easily than the more fundamental concerns about how banks treat customers. for example, the fca notes in 2014 that firms have improved the way that they handle complaints, though does not comment on whether selling practices are more ethical (fca 2014) . the regulator has since banned certain products and attempted to address selling practices more generally. however, a good test of industry-led responsibility might be whether bank business models have become less reliant on cross-selling (often unsuitable) financial products, thereby embedding the principle of fair treatment of customers into routine practices. while banks have withdrawn some products, as required by the regulator, evidence of further mis-selling has followed the ppi scandal, suggesting that tcf is still not being adopted by banks. for example, in late 2013, lloyds bank was fined £28 m and expected to pay out £100 m in compensation after a new expose about mis-selling a range of financial products by staff (guardian 2013) . it is no surprise that claims management has become an industry in its own right: these companies are looking out for new potential sources of mass claims, including mortgages (again) and packaged current accounts which offer a bundle of services in return for a fee (ft 2019; which? 2018; francis 2019) . in this example, civil society action was central to addressing the massive consequences of mis-selling, by helping to collectively organise the interests of individual customers and in doing so increase both the urgency of the problem and the legitimacy of the action. more broadly, the sustained failure of uk banks to improve their treatment of customers has provided an interesting opportunity for social movements to raise public awareness. for example, move your money claims some success in encouraging switching away from the big banks; though the impact on their business models or behaviour is uncertain. in essence, the initiative represented a market-based approach to irresponsibility, with consumers encouraged to exercise their power by changing their bank. to sum up, this section has analysed two initiatives where actions led by civil society, with responses from government and other public bodies, have had some impact on the banking sector. in both cases, action to address a lack of corporate responsibility is the response to the results of coalitions formed around banks, not a spontaneous act or corporate priority. to the extent that icr has been enhanced, it is reactive not embedded in bank practices. in the spanish example of mortgage holders facing eviction, civil society pressure has worked through public authorities to convert social concern into regulatory requirements which strengthened protection for borrowers. in the uk example of responses to widespread mis-selling, civil society action had the effect of raising the profile and achieving redress for individuals via massive compensation, but without necessarily changing bank behaviour. the implications of these examples are explored in the final section. this concluding section reflects on the initiatives discussed in the paper and their implications for understanding corporate responsibility at an industry level. here we come back to our theoretical framework to highlight several issues arising from the empirical analysis that can be used to frame subsequent research and to inform policy. the paper set out to address the question: whether and how public action (via civil society and/or government) can meaningfully affect industry-wide corporate responsibility behaviour by retail banks. focusing on spain and the uk, we have provided an overview of developments in this sector since the gfc to highlight the very limited extent of industry-led corporate responsibility. two examples which represent exceptional cases of civil society action making problems visible-and to some extent mobilising government and other public authorities-have been analysed to explore the ways in which such action reflects power and legitimacy of actors and the urgency and magnitude of the issues in the building of coalitions around banks. the examples were chosen to highlight civil society responses to responsibility problems across an industry, as well as the importance of some follow up through policy or regulatory change. through these we demonstrate the value of focusing on corporate behaviour at the industry rather than the firm level. the banking industry examples analysed have allowed us to explore the cultural business ethics perspective (beschorner and hajduk 2017) in which the industry is a frame for actors linked to each other by a web of shared beliefs and network-like relations, and with apparently similar understandings of csr (the materiality of issues, the legitimacy of stakeholder demands, and the role of governments). within an industry context, responsibility can be substantiated and thus made clear and manageable for companies and their stakeholders. retail banking is an appropriate case to illustrate the significance of responsibility initiatives at industry level, particularly in relation to the inadequacy of firm-level cr to prevent or respond to problems. the financial crisis and ensuing challenges to business models added urgency and magnitude in ways that could potentially unsettle established behaviours and strengthen legitimacy of civil society organisations. as argued in the paper, retail banks have a longstanding engagement with company-level cr but this has not prepared the industry for dealing with the consequences of irresponsibility or unethical decisions through initiatives or preventative actions. the analysis shows that in these retail banking cases, icr came about through coalition building by stakeholders. it is evident that proactive or industry-led corporate responsibility was limited to more trivial issues (tashman and raelin 2013) and there was little evidence of any incentive for industry collective action (sternberg 2011) to initiate change. instead, banks have been compelled to act following the mobilisation of power through legal processes and (eventually) the enrolling of governments. overall, the analysis in this paper has illustrated how corporate responsibility at the sector level in retail banking is, first, the product of contextspecific processes of negotiation between the sector, civil society and public authorities, on behalf of customers and other stakeholders; and, second, has only limited momentum in enabling behavioural change beyond the initial catalysing events. in both cases, and particularly so in the spanish case, coalitions are created in highly politically charged contexts. set up in response to widespread bad practice and government inactivity, pah was initially unable to claim legitimacy. nonetheless, the scale of the problem addressed and the public interest created soon established pah as a legitimate civil society actor, able to legally challenge both governments and banks. pah effectively created a political environment which allowed the diffusion of its objectives, in line with the argument of carberry et al. (2017) . this pivoted around the idea that evicting mortgage debtors was morally and politically unacceptable. in the uk case, the issues were clearly less politically charged, yet the sheer scale of the issue-the millions of bank customers sold inappropriate insurance products-created a legitimate political force based on evidence of unethical practices. here, our analysis supports myllykangas et al. (2010) , who argue that legitimacy has to be socially constructed, rather than arising from priorities set by government or industry. the post-2008 campaigns against banks are to this extent reflective of broader movements about capitalism, inequality and climate justice, as well as the specific unethical practices. our examples support the argument that attempts to meaningfully influence icr require stakeholders to possess both power and legitimacy (neville et al. 2011) . civil society has limited direct power but can access it through actions and coalitions: in both examples, civil society stakeholders derived power through collective action. the uk example showed how mis-sold customers were brought together by citizens advice, a civil society organisation with legitimacy based on longstanding efforts on behalf of consumers. in the spanish case, action came about through creation of a pressure group with wider membership to campaign initially for mortgage debtors; subsequently, pah has been the basis of wider campaigning on issues relating to rights to housing. such collectivisation is critical because, although retail banking customers are legitimated stakeholders who should be able to exert pressure on business to act responsibly, it is difficult to articulate individual power for many reasons. first, information and resource asymmetries between banking institutions and customers reduce individual's power despite the ethical legitimacy and magnitude of their demands. customer financial illiteracy and mimetic practices of most retail banks also constrain the ability and opportunities of individual customers to negotiate with banks. even when they are aware of their rights, the costs of pursuing them will be an obstacle to individual remediation. however, our examples show how under specific conditions, the magnitude or scale of unethical practices provides opportunities to collectively organise, create visibility for the issue and accumulate pressures for subsequent-albeit limitedaction by government and other public authorities. the ability of civil society to formalise claims of misbehaviour then creates opportunities to effectively engage in negotiations around remediation, despite resource limitations. as we have seen, the magnitude and urgency of customers claims and demands (e.g. see mitchell et al. 1997 ) have allowed civil society to mobilise additional financial, political, legal or other resources that supplement individual power and compel change through the intermediation of regulatory or other changes. these were the main conditions that allowed effective actions through a process of negotiation and coalition building in our examples. thus, civil society action was central to addressing the massive consequences of mis-selling, by helping to collectively organise the interests of individual customers, represent them in legal processes and in doing so increase the urgency of the problem. it should be noted, however, that even though initiatives led by civil society can lead to changes in the way industries are required to act, this does not imply that government priorities or objectives are necessarily aligned with those of civil society stakeholders. where they do exist then, stakeholder coalitions are temporary and contingent. in understanding how stakeholder pressure works, we can draw a distinction between consumer and social pressures. consumer pressures involve those directly affected by irresponsibility such as mis-selling, whereas social pressures reflect a broader constituency: for example, pah is not simply comprised of those who are or might be evicted but represents a more general discontent about bank behaviour on behalf of affected citizens. this would seem to be a stronger and extendable basis for a coalition of interests as it presents problems as a general failure to meet citizen needs, rather than harms done to individual customers. coalition building here responds to ethical issues which relate to housing in this specific instance but could equally cover access to energy, water and sanitation, transport, legal aid or other essential material and social infrastructures. when the unethical behaviour of banks or other industries impacts on citizens' welfare or even their human rights, corporate responsibility becomes a political issue and legislative, executive and judicial powers can be used to guarantee or at least support these rights. in these instances, it is social pressure through established or new civil society organisations rather than individual pressures, which are effective. here, we can draw another interesting comparison. while pah in spain initially lacked legitimacy as a new organisation seeking power to change bank behaviour, citizens advice in the uk had more immediate credibility, as well as legal and other resources to draw on. yet, citizens advice is also limited in scope by its success in advocating for consumer rights, while pah can develop innovative responses to institutional failures through creating new stakeholder coalitions outside its original ambit. while the specific nature of the civil society demand and the context in which problems arise are likely to be important, the negotiating capacity of the actors is a driving force. as a result, pah was able to make evictions an issue that could mobilise legal and political response even while other contemporaneous civil society demands, such as around public health and education, climate change or tax reforms, did not deliver the same level of success. notwithstanding these distinctions, in each case responses by public bodies have been effectively mobilised through the accretion of pressure, with regulatory or policy action triggered by an event (e.g. the super complaint on ppi misselling). effectiveness here is dependent on the ability of civil society to draw on legal or regulatory processes that governments cannot ignore. but, even where reactions to industry-level problems have been effective, they have taken time to initiate and some have attracted resistance. in this sense their development reflects processes of negotiation that take place outside the sector, and indeed in the ppi compensation case, legally challenged by retail banking interests. in the spanish case, the judicialisation of the process and the role played by the courts have transformed individual claims into societal and political claims with regulatory reforms. as for the banks, the industry response can be characterised as reactive. in both cases, banks fought both civil society and regulators to limit their financial responsibilities until the point where they had to comply and, in the uk example, face unprecedented costs. interestingly, these defeats were followed neither by explicit actions to regain customer trust nor attempts to strategically manage stakeholder coalitions to limit external influence (campbell 2007, p. 955) . in this sense, the sustained failure of uk and spanish banks to improve their treatment of customers (borrowers and savers) has provided an interesting opportunity for social movements to raise public awareness. while both examples discussed in the previous section have had a high political and media profile-and have led to extensive redress-there is no indication that they will solve the underlying problems of unethical behaviour. the limited effectiveness of the initiatives can be partly explained by the reactive processes that deliver them and by the scale of the challenges. to some extent this reflects the underlying effective power of the banking industry in relation to both government and civil society; but it is also a consequence of broader socio-economic issues. what then are the policy implications of this analysis? the calls for changes to retail banking in spain and the uk discussed in this paper reflect significant socio-economic issues central to the functioning of a banking system and requiring coherent action across the sector, rather than company-level discretion. our analysis shows that banking does not necessarily or effectively fulfil its intermediary function to support citizens and the (productive and social) economy (fernández-olit and de la cuesta-gonzález 2014). for example, banks over-lent to households in spain to buy houses, while they have under-lent to smes in the uk. retail banks have also failed to design and market products that meet the needs of customers in transparent ways, especially given many customers' lack of financial literacy, asymmetrical information and inertia. it is possible, of course, that episodes such as those we have analysed in this paper could eventually contribute to the development of industry-led corporate responsibility that recognised stakeholder interests and avoided such unethical practices in the future. such action would obviate the need for regulatory responses by public authorities and would avoid extended, high-profile legal processes aimed at seeking redress for specific customers, resulting in substantial financial penalties. from a self-interest argument, our examples might suggest that retail banks could change behaviour to avoid repeated reputational and financial damage. to this extent, policy implications would be limited perhaps to the importance of safeguarding and promoting opportunities for civic action to support accountability. this would imply that the industry assumes stakeholder interest as a goal itself and not as a means to other ends. our analysis would suggest caution, however, in assuming such an outcome because of the persistence of shareholder value as a corporate objective for most banks (froud et al. 2017) . the spanish and uk examples provide different contexts for the enactment of shareholder value: in spain, rapid changes as the sector has moved towards a less diverse retail banking ecosystem provide an unstable backdrop to high-profile stakeholder initiatives; while in the uk, misselling reflects long-running problems in a retail banking sector where shareholder value-driven business models have dominated for 20 years. though the historical context is different, changing bank behaviour in both countries is made difficult by the imperative for financial returns in business environments that are more challenging. this relates not simply to normative notions of ethical behaviour but to questions of practicality and attainability (raiborn and payne 1990, p. 885 ). there has been recent debate more broadly about the importance of long-term corporate objectives and meeting the needs of stakeholders more broadly, as illustrated by the us business roundtable restatement of the purpose of the corporation (business roundtable 2019), but there is little evidence as yet that this presages significant change in business models. in such an unpromising environment for progressive policy, several possibilities can be highlighted. first, different behaviours may be more likely to come through encouraging new kinds of banks (e.g. mutuals) which offer customers a different model; or through controls on banking which more vigorously protect customers from unethical behaviour, rather than relying on compensation after the event. in the case of retail banking, development of a more relational business model in which the needs of customers can be met with appropriate products and services and delivered with better advice and accurate information may help avoid actions that disadvantage customers (fernández-olit and de la cuesta-gonzález 2014). digitalisation processes in the banking industry could help in principle as banks have access to large amounts of data, which allows them to offer personalised products and services to customers to meet their financial needs and not just business objectives (garcía montalvo 2014). but digitalisation processes will not necessarily improve transparency and the quality of financial advice and marketing. some early scandals involving fintech firms suggest that these new actors have picked up 'some bad old habits' displayed by larger incumbents (ft 2016) . second, government cannot abdicate corporate responsibility to (product or capital) markets, but equally, coalitions with civil society are important in directing government and holding it to account. the examples in this paper illustrate a form of negotiated power with government responding to civil society concerns. government also have their own objectives which may direct bank behaviour in particular ways, such as supporting lending to smes to encourage growth, or promoting residential mortgages to expand home ownership, just as they may have reasons why they avoid tougher legislative and regulatory frameworks. these kinds of mediation and capture are likely when the underlying issues like evictions are fundamentally political and government must be seen to respond to public outrage. the challenge for civil society is to align its interests with government, to create a political environment for the diffusion of its objectives (carberry et al. 2017) and to hold government to account in terms of both legal obligations and societal values. moreover, cr initiatives arising from stakeholder coalitions can only be a first step towards a more ethical banking sector where the underlying causes of the problem are complex. for example, an absence of social housing for rent or a well-regulated private housing sector may encourage high-risk mortgage lending by banks. in this context, there is a limit to what any kind of banking responsibility initiative can deliver if there are endemic problems social such as inadequate housing which requires separate action by government and other public authorities. this underlines the significance of our analysis beyond banking to other sectors where corporate behaviour both directly affects the quality of everyday life for many citizens and may be part of wider institutional limits. in this sense, promotion of ethical 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responsibility: characterising public policies on csr in europe who and what really matters to the firm: moving stakeholder salience beyond managerial perceptions swimming against the tide: ethical banks as countermovement growing social banking through (business) associations extracting rents through foreclosures: the rescue of catalunya banc as a new urban strategy following the burst of the spanish bubble. miscellanera geographica ten years after the financial crisis, two-thirds of british people don't trust banks all authors have been personally and actively involved in substantive work leading to the manuscript, and will hold themselves jointly and individually responsible for its content. conflict of interest the authors are not aware of any conflict of interest in relation to the research reported in this paper.open access this article is licensed under a creative commons attribution 4.0 international license, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the creative commons licence, and indicate if changes were made. the images or other third party material in this article are included in the article's creative commons licence, unless indicated otherwise in a credit line to the material. if material is not included in the article's creative commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. to view a copy of this licence, visit http://creat iveco mmons .org/licen ses/by/4.0/. key: cord-264993-cj75bdm2 authors: rojo marcos, gerardo; cuadros gonzález, juan; arranz caso, alberto title: enfermedades infecciosas importadas en españa date: 2008-10-31 journal: medicina clínica doi: 10.1157/13127586 sha: doc_id: 264993 cord_uid: cj75bdm2 con el crecimiento de los viajes internacionales y la inmigración, en españa ha aumentado el número de pacientes con enfermedades infecciosas importadas, muchas de ellas desde zonas tropicales o subtropicales. paralelamente también se ha multiplicado el número de publicaciones científicas de autores españoles sobre infecciones importadas causadas por parásitos, hongos, micobacterias, bacterias o virus. el riesgo que representan para la salud pública es bajo, aunque para su correcta prevención y su control es importante facilitar el acceso universal a la asistencia sanitaria y a unas condiciones socioeconómicas dignas, así como mantener una formación clínica y epidemiológica actualizada del personal sanitario. estas medidas a escala nacional deben compaginarse con las iniciativas internacionales de control global de estas infecciones. in spain, owing to the rise of international travels and immigration, the number of patients with imported infectious diseases has increased, many of them from tropical or subtropical areas. in parallel, there has been a multiplication in the number of scientific papers with spanish authors about imported infections due to parasites, fungus, mycobacteriae, bacteriae or viruses. the risk for public health is low, althought for their correct prevention and control it is important to ease an universal access to healthcare and fair socioeconomic conditions, along with maintaining an updated clinical and epidemiological training of the health personnel. these nationwide measures must be supplemented with worldwide initiatives of global control of these infections. en los últimos años los profesionales sanitarios hemos visto aumentar el número de pacientes con sospecha clínica o diagnóstico de enfermedades infecciosas que no son propias de nuestro país o que prácticamente habían desaparecido, incluidas las llamadas infecciones tropicales. todas las especialidades médicas y quirúrgicas se ven implicadas, desde los médicos de atención primaria que estudian una eosinofilia en un inmigrante hasta los ginecólogos que controlan a embarazadas con enfermedad de chagas. la mayoría de estas consultas se concentraban en unidades especializadas de grandes centros hospitalarios; sin embargo, actualmente se pueden atender en cualquier hospital o centro de salud de todas las comunidades autónomas. los colectivos de potenciales pacientes con este tipo de infecciones también se han ampliado y diversificado. en enero de 2008 el número de extranjeros empadronados en españa era de 5,2 millones, el 11,3% de la población total, al que habría que añadir un amplio colectivo que no aparece en ningún registro y que se estima en más de 400.000 personas. más de la mitad procede de países de renta baja (prb) de latinoamérica, áfrica y, en menor medida, asia. por otro lado, en 2006 continuó aumentando el número de españoles que viajaron por turismo o negocios a países tropicales o subtropicales hasta superar el millón, lo que ha supuesto una demanda creciente de consultas de consejos al viajero. a esta cifra hay que añadir los extranjeros residentes en españa que visitan a sus familiares y amigos en sus países de origen, un colectivo con un riesgo especial de contraer infecciones, sobre todo los niños, ya que allí viven en las mismas condiciones que la población local y no suelen solicitar consejos al viajero por una baja percepción del riesgo sanitario. por otro lado, en los últimos 5 años se ha adoptado a más de 23.000 niños en el extranjero, la mayoría de prb, a quienes se realizan exámenes de salud al llegar a españa. otros grupos de riesgo son los refugiados, trabajadores estacionales, emigrantes españoles que regresan de vivir y trabajar en países tropicales, expatriados de organizaciones no gubernamentales o militares en misiones internacionales. estas infecciones también pueden transmitirse por transfusiones de hemoderivados, trasplantes, jeringuillas compartidas o por la llegada de alimentos contaminados, animales infectados o insectos vectores, como en la malaria adquirida en la cercanía de aeropuertos por mosquitos anopheles transportados en aviones desde países endémicos (malaria de aeropuerto). la importación de estas enfermedades simplemente refleja la existencia de 3 factores principales: en primer lugar, la gran diferencia de desarrollo económico y sanitario entre los prb y los países más industrializados; en segundo lugar, la diferencia climática, que permite la existencia de vectores eficientes y condiciones ambientales adecuadas para su transmisión, y por último, los grandes movimientos de población, junto a la rapidez y el volumen creciente de los medios de transporte que caracterizan esta época de globalización 1 . las enfermedades tropicales importadas ya fueron motivo de una excelente revisión en esta revista el año 2002 2 , por lo que intentaremos dar una visión actualizada y práctica centrándonos en la experiencia publicada por los profesionales sanitarios españoles. no podemos ser exhaustivos en el repaso de todas las enfermedades, por lo que incidiremos en enfermedades infecciosas importadas que no existen en españa (como la malaria y la histoplasmosis) o son muy raras (p. ej., la lepra y la estrongiloidiasis), infecciones que pueden representar un riesgo actual o potencial para la salud pública (como la tuberculosis multirresistente y las fiebres hemorrágicas) e infecciones cosmopolitas que pueden presentar características especiales al importarse (p. ej., las bacterias enteropatógenas resistentes a quinolonas). para dirigir mejor el proceso diagnóstico resulta básica la formación en enfermedades infecciosas, incluidas las tropicales, el conocimiento de la geografía sanitaria y la actualización permanente sobre los brotes epidémicos o los cambios epidemiológicos que suceden en otras zonas del mundo. en internet hay páginas muy útiles con esta infor-mación (tabla 1). la mayoría de los procesos infecciosos en viajeros e inmigrantes son similares a los que encontramos en nuestro medio, especialmente en las consultas de medicina general de atención primaria o urgencias donde los pacientes no están seleccionados, mientras que las denominadas enfermedades infecciosas tropicales sólo representan un pequeño porcentaje. las enfermedades infecciosas suelen ser las mismas en viajeros e inmigrantes recién llegados, aunque algunas son de más difícil adquisición en viajes de corta estancia o son endémicas sólo de ciertas zonas, como la oncocercosis o la enfermedad de chagas. los inmigrantes pueden presentar cuadros más leves, crónicos o asintomáticos, por lo que en estos pacientes son importantes los estudios de cribado. la probabilidad de presentar determinadas infecciones varía según el origen geográfico de los pacientes 3,4 (tablas 2 y 3), el tiempo de incubación (tabla 4) y el cuadro clínico 5 . otros factores importantes son la edad, los antecedentes médicos, las vacunaciones y la profilaxis, además de las características, las actividades, el recorrido, la época del año y la duración de la estancia en el extranjero. en las consultas especializadas de medicina tropical y del viajero, la mayoría de los pacientes presenta fiebre, diarrea, clínica respiratoria o dermatológica 3 , y un estudio limitado suele ser suficiente para el diagnóstico. hasta en uno de cada 4 pacientes no llega a descubrirse la etiología del cuadro infeccioso, aunque en estos casos el pronóstico suele ser favorable 6 . es importante contar con un servicio de microbiología experimentado y con centros de referencia especializados para realizar técnicas diagnósticas no habituales. respecto a los tratamientos, no hay mucha experiencia en el uso de medicaciones antiparasitarias y pueden presentarse dificultades de suministro por la burocracia y la centralización de los medicamentos extranjeros. es necesario contar con un remanente en las farmacias hospitalarias, como en el caso de la quinina intravenosa para el tratamiento urgente de la malaria grave. malaria la malaria es la parasitosis importada más relevante en españa por su incidencia, morbilidad y potencial mortalidad 7 . desde su erradicación oficial en 1964, la gran mayoría de los casos son infecciones causadas por plasmodium falciparum adquiridas en áfrica central y occidental 7-11 , aunque también se han descrito casos de transmisión parenteral por plasmaféresis 12 e infecciones asociadas a la inyección de heroína con jeringuillas infectadas 13 y, recientemente, a un trasplante de hígado 14 . por otro lado, se han publicado casos de pacientes con malaria de aeropuerto 15 e infecciones autóctonas de origen incierto 16 , aunque la posibilidad de rein-troducción de la enfermedad es baja debido al estado de desarrollo socioeconómico y sanitario de nuestro país 17 . en el período 1999-2002 hubo 2.044 ingresos por malaria en españa (incidencia de 1,3 casos por 100.000/habitantes/año), de los que el 20,6% correspondió a niños menores de 15 años 8 . sin embargo, en la actualidad esta incidencia podría ser muy superior en las zonas donde se concentran inmigrantes procedentes de países endémicos 10 . en un hospital general de un área de madrid con un alto índice de inmigración, los pacientes con malaria eran generalmente de origen africano y acudieron al servicio de urgencias al regresar de una visita a familiares y amigos en sus países de origen, sobre todo en guinea ecuatorial, nigeria y otros países del áfrica occidental y central. la gran mayoría no había realizado profilaxis y el cuadro clínico más habitual consistió en fiebre y cefalea; el índice de complicaciones graves fue bajo (un 7%, por anemia grave e insuficiencia renal) y no hubo ningún caso mortal 7 . no obstante, en los centros especializados donde se atiende a viajeros no inmunes (turistas, cooperantes u hombres y mujeres de negocios de origen europeo) se han descrito índices más altos de complicaciones y cuadros más graves, como malaria cerebral, edema pulmonar y coagulación intravascular diseminada 10 . el pronóstico de la malaria depende sobre todo de la rapidez con que se establece el diagnóstico y se inicia el tratamiento. en los últimos años se han incorporado nuevas técnicas diagnósticas en la práctica clínica. aunque la gota gruesa continúa siendo el test diagnóstico de referencia, es una prueba subjetiva que requiere microscopistas expertos y no está disponible en todos los centros, sobre todo en los hospitales generales sin unidades especializadas. los tests de diagnóstico rápido, particularmente los basados en la detección de proteína rica en histidina (hrp-ii, antígeno específico de p. falciparum) y aldolasa (una enzima común a las 4 especies), son un complemento idóneo de la gota gruesa y permiten descartar o confirmar el diagnóstico por p. falciparum en 15 min sin necesidad de microscopistas expertos ni equipamiento 18 . su sensibilidad puede ser inferior en la detección de otras especies 19 y no son adecuados para controlar la parasitemia ni el resultado del tratamiento, porque pueden continuar siendo positivos hasta 3-4 semanas después de un tratamiento eficaz 18 . en la práctica clínica, las técnicas de reacción en cadena de la polimerasa (pcr) son útiles para confirmar el diagnóstico microscópico de especie y detectar las parasitemias mixtas y las infecciones en pacientes asintomáticos o con parasitemias muy bajas 20 , aunque su complejidad técnica y su coste limitan su uso, por ahora, al diagnóstico retrospectivo en laboratorios de referencia. la quinina asociada a doxiciclina, clindamicina y sulfadoxina-pirimetamina, o la atovacuona-proguanil son los tratamientos que más se utilizan en europa para la malaria no complicada 21 . los tratamientos combinados con artemisinina que recomienda la organización mundial de la salud como tratamiento de primera elección de la malaria no complicada en áfrica todavía no están comercializados en nuestro país. la tripanosomiasis americana o enfermedad de chagas es una protozoosis endémica en américa del sur y centroamérica, producida por trypanosoma cruzi. la infección se transmite habitualmente por la inoculación transcutánea de secreciones infectadas de las chinches triatominas. después de una breve fase aguda, que puede cursar con fiebre e hinchazón en el punto de inoculación, el parásito invade los tejidos y, tras un período asintomático que se prolonga a veces durante décadas, puede provocar una enfermedad grave, con miocardiopatía dilatada, alteraciones de la conducción cardíaca, megacolon, megaesófago y afectación neurológica 22 . la infección se transmite también por vía oral, al consumir bebidas o alimentos contaminados con heces u orina de las chinches; por vía transplacentaria (infección vertical o congénita), y por la transfusión de hemoderivados 23 o el trasplante de médula ósea u órganos sólidos 24 procedentes de pacientes infectados. recientemente se ha descrito en nuestro país el primer caso documentado en europa de enfermedad de chagas congénita 25 en un neonato de madre boliviana. estos casos subrayan la necesidad del cribado de la enfermedad en embarazadas y donantes de sangre u órganos procedentes de áreas endémicas. a las técnicas de diagnóstico serológico habituales se han sumado recientemente pruebas de pcr anidada y en tiempo real 26, 27 , que permiten detectar el parásito en sangre y ayudan a valorar la eficacia del tratamiento con benznidazol 26 . la esquistosomiasis es una parasitosis endémica en áfrica, asia y américa, que se adquiere por contacto con agua dulce contaminada con cercarias de schistosoma haemato28 . la penetración de la cercaria puede provocar una dermatitis pruriginosa transitoria; a las 3-4 semanas, sobre todo en pacientes no inmunes, se produce una reacción febril con cefalea, artromialgias, hepatoesplenomegalia, diarrea y eosinofilia, conocida como síndrome de katayama 29, 30 . el diagnóstico en los viajeros se sospecha en esta fase por la clínica y el antecedente epidemiológico 31 ; los inmigrantes, en cambio, se infectan normalmente en la infancia y la parasitación suele cursar de forma asintomática, por lo que se detecta en fases avanzadas de la enfermedad, con hematuria, calcificaciones abdominales en la radiografía, uropatía obstructiva e hidronefrosis en la esquistosomiasis urinaria (s. haematobium) 32 , o dolor abdominal con fibrosis hepática periportal y hemorragia por varices esofágicas en los casos de esquistosomiasis intestinal (s. man-soni) 33 . se han descrito brotes de esquistosomiasis en viajeros españoles que se bañaron en la región del país dogón de mali 31 , con una proporción elevada de localizaciones dérmicas y genitales ectópicas 34 , y en burkina faso, con una tasa de infección tras la exposición muy elevada (69%) 29 . s. intercalatum produce una esquistosomiasis intestinal generalmente asintomática 35 y su hábitat se encuentra en focos restringidos de áfrica occidental y central, entre los que se encuentra guinea ecuatorial, donde no se han descrito infecciones por otros esquistosomas. la neurocisticercosis es la infección del sistema nervioso central por la larva del cestodo taenia solium y constituye un problema importante en la región andina de américa del sur, brasil y méxico, así como en el áfrica subsahariana y algunas zonas del sudeste asiático. en españa ha aumentado su incidencia general debido a los casos procedentes de latinoamérica, sobre todo de ecuador, donde casi el 4% de los pacientes ingresados en un hospital con procesos neu-rológicos fueron diagnosticados de neurocisticercosis 36, 37 . la enfermedad se presenta habitualmente en forma de convulsiones tónico-clónicas generalizadas o epilepsia parcial 37 y se diagnostica mediante técnicas de imagen y serología. en la prevención son muy importantes el control veterinario de la carne de cerdo y el tratamiento adecuado de las aguas residuales, así como la detección y el tratamiento de los pacientes infectados por t. solium, especialmente de los manipuladores de alimentos 36 . los geohelmintos son una causa muy importante de retraso del crecimiento y el desarrollo psicomotor en los niños de los prb, donde la organización mundial de la salud recomienda realizar campañas de tratamiento masivo para reducir la carga de la enfermedad en los niños 38 . en un estudio realizado en inmigrantes subsaharianos jóvenes (24 años de media) en situación irregular (< 6 meses en canarias), que se hallaban asintomáticos, se determinó una prevalencia del 23,1% de parasitosis intestinales, de las que un 88% correspondió a geohelmintos (uncinarias, ascaris lumbricoides, trichuris trichiura y strongyloides stercoralis) 39 . las uncinarias en inmigrantes con una residencia inferior a 3 años en españa se han asociado a eosinofilia (52%) y anemia ferropénica (28%) 40 . la eosinofilia es un problema frecuente en este colectivo: en un grupo de 788 inmigrantes africanos recientes se detectó eosinofilia en el 27%; las causas más frecuentes fueron filariasis (29%), esquistosomiasis (17%) y uncinariasis (17%) 41 . de todos los geohelmintos, s. stercoralis es el único con un ciclo autoinfectivo que prolonga la infección indefinidamente y puede causar cuadros graves, a veces mortales, de hiperinfestación en pacientes inmunodeprimidos 42 . no obstante, la parasitación suele ser asintomática y presentarse con eosinofilia o síntomas abdominales leves. aunque en españa hay focos endémicos y se han descrito prevalencias elevadas en trabajadores agrícolas de la comarca de la safor (valencia) 42 micosis crónicas difícil debido a la baja sensibilidad de las técnicas habituales de concentración de larvas en heces 42 . además, el diagnóstico serológico es inespecífico en los pacientes procedentes de zonas endémicas. por este motivo se ha recomendado utilizar la eosinofilia como marcador indirecto de la infección 43 , aplicar técnicas diagnósticas más sensibles de cultivo de larvas 42 o administrar un tratamiento empírico erradicador en pacientes procedentes de zonas endémicas que van a recibir fármacos inmunodepresores. la oncocercosis (onchocerca volvulus) es una filariasis endémica en áfrica occidental y central, frecuentemente importada a nuestro país, sobre todo en inmigrantes procedentes de la isla de bioko, de guinea ecuatorial, donde se determinó una prevalencia del 38% de la población general en 1998, al final de un programa de erradicación con administración masiva de ivermectina 44 . los pacientes pueden presentar prurito, eosinofilia y lesiones cutáneas maculopapulares e hipopigmentarias, y la infección se diagnostica habitualmente en unidades de medicina tropical, donde se realiza la técnica del pellizco cutáneo 4 . la lo iasis (loa loa) es también endémica en áfrica central y suele diagnosticarse por la aparición de edema subcutáneo migratorio (edema de calabar) o por el paso del verme por la conjuntiva ocular. no obstante, la mayoría de los casos de loiasis importados son asintomáticos o se presentan en forma de eosinofilia, a veces con prurito, por lo que algunos autores recomiendan el cribado sistemático con estudio de microfilarias en sangre de los inmigrantes procedentes de las zonas endémicas 45 . una lesión cutánea frecuente en viajeros es la larva cutánea migrans, producida por la penetración a través de la piel de larvas de uncinarias de animales domésticos (ancylostoma braziliense, a. caninum), las cuales se encuentran con frecuencia en tierras arenosas o arcillosas embarradas que están contaminadas con las heces de perros y gatos 46 . suele tratarse de una lesión única eritematosa y serpiginosa, que avanza de forma caprichosa 1-2 mm al día y provoca un prurito intenso. otra parasitosis que cursa como un edema eritematoso migratorio e intermitente o un cordón serpiginoso asociados a prurito intenso es la infestación por larvas de gnathostoma 47 , que se ha observado en pacientes a la vuelta de viajes por méxico y tailandia. uno de estos pacientes presentó afectación neurológica medular 48 . la infección se adquiere habitualmente por la ingestión de larvas infectivas con pescado poco cocinado, fermentado o marinado (ceviche), o carne cruda de reptiles, crustáceos o anfibios, entre otros animales 48 . la infección por entamoeba histolytica puede ser asintomática en los portadores intestinales o causar una diarrea hemorrágica o un absceso hepático caracterizado por fiebre, leucocitosis y dolor en el hipocondrio derecho. el diagnóstico de la infección intestinal se realiza habitualmente por microscopia, aunque para distinguir e. histolytica de la especie no patógena (e. dispar) es necesario realizar técnicas de pcr 49 o de detección de antígenos específicos. el absceso hepático se sospecha por la clínica y la aparición de una lesión ocupante de espacio en la ecografía, tomografía computarizada o resonancia magnética, en un paciente con antecedentes de viaje a zonas endémicas o contacto sexual con personas procedentes de zonas endémicas. en los viajeros se confirma mediante la detección de un único título elevado de anticuerpos frente a antígenos amebianos (por técnicas de enzimoinmunoanálisis, hemaglutinación indirecta o inmunofluorescencia indirecta); en los inmigrantes, sin embargo, es necesario demostrar una seroconversión o realizar pcr en líquido del absceso para confirmar definitivamente el diagnóstico 49 . aunque la mayoría de los casos de absceso hepático amebiano descritos en españa son importados 50,51 , se ha publicado una revisión de 10 pacientes con absceso hepático amebiano que no habían viajado a zonas endémicas, aunque en 2 casos hubo un contacto estrecho previo con otras personas infectadas 52 . los altos flujos de población entre españa y latinoamérica obligan a tener en cuenta la importación de varias micosis sistémicas que son endémicas de américa. la más frecuente es la histoplasmosis (histoplasma capsulatum), que también se encuentra en áfrica (variedad h. duboisii) y más raramente en asia. españa es uno de los países de europa donde se han descrito más infecciones importadas por histoplasma. también hay casos autóctonos en alemania, turquía e italia 53 . la histoplasmosis en viajeros recientes se manifiesta como un cuadro agudo e inespecífico con fiebre y tos, que suele ser autolimitado, aunque en algunos casos el tratamiento antifúngico puede ser beneficioso. el contacto con el hongo en viajeros que vuelven de latinoamérica es bastante frecuente, ya que hasta un 20% presenta una intradermorreacción con histoplasmina positiva, y son factores de riesgo el viaje a centroamérica, dormir al aire libre, una duración del viaje mayor de un mes 54 o visitar cuevas 55 . pueden aparecer brotes epidémicos en viajeros o cooperantes procedentes de la misma zona 56 y transmitirse a través de órganos trasplantados 53 . en inmigrantes o antiguos viajeros a áreas endémicas la histoplasmosis puede cursar como una infección pulmonar crónica, mientras que en inmunodeprimidos -pacientes infectados por el virus de la inmunodeficiencia humana (vih) con recuento de linfocitos cd4 < 150 células/ml o trasplantados-puede manifestarse como una infección diseminada 57 y alta mortalidad a pesar del tratamiento. esta última se debe a la reactivación de una infección latente hasta 50 años después del contacto con el hongo 53 . técnicas como la detección de antígenos, los hemocultivos, preferentemente por el procedimiento de lisiscentrifugación, o la pcr pueden ayudar al diagnóstico 58 . con los tratamientos antirretrovirales de gran actividad es previsible una disminución de casos en los pacientes con infección por el vih. en inmunodeprimidos y en ancianos deberían incluirse medidas preventivas frente a la histoplasmosis en los consejos al viajero 54 . los casos descritos de paracoccidiodomicosis (paracoccidioides brasilienses), antes llamada «blastomicois sudamericana», suelen ser importados por pacientes que han vivido en zonas rurales de venezuela, brasil, colombia, perú, ecuador o argentina, muchos de ellos inmigrantes españoles en latinoamérica que regresaron a su tierra, como galicia 59 o canarias 60 . en la forma crónica del adulto suele presentarse con afectación pulmonar o lesiones granulomatosas destructivas en piel y mucosas, sobre todo bucofaciales. más raramente produce adenopatías o diseminación a otros órganos. no suele tenerse en cuenta el antecedente epidemiológico para el diagnóstico diferencial y se confunde con otros procesos más frecuentes como tuberculosis, sarcoidosis o carcinomas epidermoides 59 . la coccidioidomicosis 61 y la blastomicosis son mucho menos frecuentes y de zonas geográficas más localizadas. también conviene considerar la infección sistémica por penicillium marneffei en pacientes inmunodeprimidos por el vih procedentes del sudeste asiático. se han descrito también casos importados de dermatomicosis como la infección por scytalidium dimidiatum 62 o micetomas 63, 64 . el descenso continuado que se venía produciendo en la incidencia anual de enfermedad tuberculosa en españa desde 1995 se está frenando por la incorporación de nuevos casos en inmigrantes 65 que, en algunas comunidades como madrid, representan hasta el 35% del total 66 . sin embargo, el impacto ha sido menor que en otros países desarrollados porque la incidencia previa era mayor en españa. la enfermedad tuberculosa en inmigrantes tiene un mayor índice de afectación extrapulmonar, aunque la mayoría de los casos son pulmonares, y suele tener su origen en reactivaciones de infecciones latentes, especialmente en los primeros años tras su llegada. las resistencias primarias a fármacos antituberculosos son más frecuentes, ya que muchos pacientes proceden de prb donde ya existen altas tasas de resistencias 67 . el índice de multirresistencia es también mayor, y en españa estos casos proceden principalmente de hispanoamérica y áfrica, sin olvidar a las antiguas repúblicas soviéticas 68 . el antecedente de tratamiento antituberculoso previo es el mayor determinante de multirresistencia y debe aumentar la sospecha 67 . las cepas resistentes, sobre todo las extremadamente resistentes, que incluyen quinolonas, complican los tratamientos, aumentan la toxicidad y dificultan la curación, sobre todo en pacientes con infección por el vih. las pautas de tratamiento en estos pacientes deben comenzar siempre con 4 fármacos hasta conocer los resultados de la sensibilidad 69, 70 . otro problema son las cepas importadas que se han asociado a brotes más importantes y a multirresistencia, como las del genotipo beijing, que ya han demostrado su capacidad de diseminación en gran canaria 71 . es necesario facilitar el acceso de los inmigrantes al sistema sanitario 70 para realizar un diagnóstico temprano y completar un tratamiento correcto; incluso se recomienda un cribado sistemático de tuberculosis a todos los inmigrantes que incluya prueba de la tuberculina, radiografía de tórax y el tratamiento de la infección latente 69 . la infección por mycobacterium africanum representa hasta la mitad de los casos de tuberculosis en algunos países de áfrica occidental y se está importando a nuestro país. pertenece al complejo m. tuberculosis y el cuadro clínico, la epidemiología y el tratamiento son similares a los de la infección por m. tuberculosis. en los últimos 10 años la incidencia declarada de lepra en españa se ha mantenido estable entre 6 y 18 pacientes al año. en 2005 hubo 6 casos autóctonos y 8 importados. su baja incidencia, la dificultad diagnóstica y su apariencia polimorfa conducen con frecuencia a diagnósticos erró-neos. se recomienda descartarla en pacientes, especialmente inmigrantes de prb, que presenten lesiones cutáneas crónicas, anestésicas e hipopigmentadas o eritematosas con afectación del sistema nervioso periférico 72 . en nuestro país hay grupos de investigación en técnicas moleculares para el diagnóstico y seguimiento de la infección por m. leprae 73 . en otro tipo de lesiones cutáneas ulcerosas y crónicas, especialmente en niños africanos de zonas rurales húmedas, hay que pensar en la úlcera de buruli, producida por m. ulcerans. se relaciona con ecosistemas acuáticos, afecta sobre todo a los miembros inferiores y precisa tratamiento quirúrgico y antibiótico durante 6 meses. en viajeros que vuelven con fiebre después de realizar safaris o cacerías en países del sur de áfrica (sudáfrica, botsuana o zimbabue) hay que tener en cuenta la fiebre botonosa africa-na, producida por rickettsia africae. es más leve que la fiebre botonosa mediterránea por r. conorii, frecuente en muchas zonas de españa. el diagnóstico se basa en el antecedente epidemiológico, la picadura de garrapatas y las manifestaciones clínicas de fiebre, escara (con frecuencia múltiple) y exantema, con o sin adenopatías. para su confirmación se precisa el cultivo del microorganismo, la amplificación de su adn y/o la presencia de anticuerpos específicos 74 . en los últimos años ha aumentado la incidencia de infecciones de transmisión sexual (its) en españa 75 . entre otros factores influyen el incremento de las conductas sexuales de riesgo y el aumento de la incidencia de sífilis y gonococia en países del este de europa y del áfrica subsahariana, con una importante emigración. el linfogranuloma venéreo, producido por chlamydia trachomatis, y el chancroide o chancro blando, por haemophilus ducreyi, son its ulcerativas frecuentes en países tropicales, aunque muy raras en zonas templadas. en los últimos años se han confirmado varios brotes en europa 76 y españa: el linfogranuloma venéreo entre varones homosexuales con síndrome anorrectal 77 y el chancroide en colectivos de inmigrantes, especialmente de origen africano 78, 79 . al igual que otras its ulcerativas, el linfogranuloma venéreo y el chancroide facilitan la transmisión del vih y la hepatitis b y c. la infección por bartonella bacilliformis es endémica en los valles interandinos de perú, ecuador y colombia entre los 500 y 3.200 m sobre el nivel del mar. produce un cuadro clínico bifásico con fiebre y anemia hemolítica grave (fiebre de oroya) y, posteriormente, lesiones cutáneas crónicas de carácter benigno (verruga peruana). se transmite de persona a persona por la picadura de mosquitos del género lutzomya, como la leishmaniasis en américa. es muy importante el antecedente de haber visitado o ser oriundo de estas zonas, ya que su diagnóstico precisa de técnicas sólo disponibles en laboratorios de referencia 80 . una bacteria común como staphylococcus aureus puede comportarse de forma más agresiva en la piomiositis tropical, que afecta sobre todo a músculos de las piernas en personas jóvenes y sanas que provienen del trópico 81 . en su patogenia podrían tener un papel importante las enfermedades parasitarias, los déficit nutricionales o los traumatismos repetidos. dado el incremento de viajes de turismo al extranjero para hacer deportes de riesgo y aventura, cuando éstos se realizan en contacto con agua dulce, además de la esquistosomiasis hay que tener presente la importación de leptospirosis. en el año 2000 ya hubo un brote epidémico en el rally eco-challenge, donde se infectaron al menos 80 participantes 82 . en pacientes con riesgo de sufrir rickettsiosis o leptospirosis que necesiten profilaxis antimalárica, la doxiciclina sería una buena opción para cubrir las 3 infecciones. 88 , por lo que se recomienda vigilar los patrones de resistencia para mejorar los tratamientos y evitar su extensión. conviene recordar que las vacunas disponibles sólo protegen parcialmente frente a s. typhi y que en asia también se ha detectado una frecuencia mayor de fiebre entérica por s. paratyphi, una especie no cubierta por las vacunas. aunque excepcional, conviene descartar la infección por vibrio cholerae en pacientes con diarrea que regresan de zonas con brotes de cólera. la mayoría de los virus importados precisan vectores y reservorios que no existen en nuestro medio y tienen un período de incubación relativamente corto. por este motivo se diagnostican más viriasis importadas en viajeros que en inmigrantes y no han supuesto hasta ahora un riesgo importante para la salud pública en españa. sin embargo, esta situación puede cambiar con la posibilidad de importar viriasis de transmisión directa persona a persona y por la llegada de los vectores o animales que sirven de reservorio. hay que destacar que algunas de estas viriasis están presentes en europa (hantavirus, virus productores de encefalitis y fiebre de crimea-congo, entre otros) 89,90 y que el mosquito aedes albopictus, vector de varias arbovirosis, continúa expandiéndose en europa 17 . por otro lado, es muy posible que las condiciones sociosanitarias de nuestro entorno supongan un importante freno para la extensión de estas enfermedades 17 . en nuestro país sólo se han descrito algunas de ellas, principalmente el dengue, y el resto plantea un riesgo potencial de importación que requiere una vigilancia permanente. el diagnóstico de la mayoría de estas infecciones puede realizarse mediante determinación de anticuerpos antiinmunoglobulinas m y g, técnicas de pcr en el suero o en la orina del paciente, análisis de seroneutralización y cultivos celulares en centros de referencia como el laboratorio de enfermedades víricas importadas del centro nacional de microbiología (majadahonda, madrid). desde los años ochenta se ha producido una importantísima expansión del dengue a partir del sudeste asiático hacia el océano pacífico, el caribe y latinoamérica, que ha afectado también a otras partes del mundo [91] [92] [93] [94] [95] [96] [97] [98] [99] [100] . además, las modificaciones medioambientales producidas por el cambio climático están posibilitando la llegada de mosquitos del género aedes (vector de la enfermedad) a países fuera de su entorno habitual 17 , como ee.uu. 92 y algunos países europeos, como francia e italia, y más recientemente españa 94, 95 . esto añade un potencial de expansión de incalculables proporciones. en la última década se han descrito numerosos casos de dengue en españa 96,97 , pero no es posible estimar su incidencia al no ser de declaración obligatoria. es una enfermedad típica de viajeros, fundamentalmente turistas, con una estancia media de unas 3 semanas en países endémicos. en inmigrantes adultos es menos frecuente y en estos casos suele coincidir con viajes de visita a familiares y amigos en sus países de origen. en europa el número de casos registrados en la red de vigilancia tropneteurop desde 1999 a 2007 es de 1.117. en los últimos 5 años se han registrado de 100 a 150 cada año, la mayoría de ellos en turistas que visitaron la india, sudeste asiático, centroamérica, sudamérica, áfrica y australia, por este orden 99, 100 . en 2007 se comunicaron 103 casos, con un ligero aumento porcentual de pacientes procedentes de centroamérica. la presentación fue la habitual, es decir, un cuadro febril con cefalea, mialgias y erupción cutánea que apareció en el 38% de los pacientes. cabe destacar la atención de un mayor número de casos con diarrea. aunque la cifra de ingresos fue mayor que en años anteriores, sólo en 6 casos hubo alguna complicación y únicamente en un paciente se observó un síndrome de shock por dengue hemorrágico. esto podría explicarse por una mayor concienciación y la toma de precauciones por parte de los profesionales sanitarios. la confirmación diagnóstica de la infección por dengue habitualmente se realiza con serología específica, ya que la pcr es positiva sólo en los primeros días. los pacientes con plaquetopenia grave (< 100.000 ϫ 10 9 /l), aumento de la hemoconcentración, hemorragia espontánea o signos de encefalopatía deben ingresar bajo estricta vigilancia. no existe vacuna, por lo que debe advertirse a los viajeros a zonas endémicas para que extremen las medidas antivector. la infección por este virus se describió en 1953 en la frontera entre la antigua tanganica y mozambique. en la india, apareció en calcuta en 1963 y desde entonces se han producido pequeños brotes. sin embargo, en los últimos 2 años el aumento de la incidencia y de la extensión geográfica de la enfermedad ha sido muy notable [101] [102] [103] . los brotes epidémicos más importantes de la historia de esta enfermedad se han descrito en la isla de la reunión, en otras islas del océano índico y, más recientemente, en la india y sri lanka. 121, 122 . en 1966 se declaró extinguida la rabia en españa gracias al éxito de la vacunación animal generalizada 123 . sin embargo, se han sucedido brotes de la enfermedad por la introducción en el país de animales enfermos, como el de málaga de 1977 124 . desde ese año también se están detectando casos anuales de rabia en mamíferos terrestres en ceuta y melilla 124,125 , hasta sumar cerca de un centenar, probablemente por la proximidad del reino de marruecos, en el que esta enfermedad sigue presente. a pesar de que persiste el riesgo de reintroducción de la rabia salvaje a través de los pirineos y de la rabia callejera por el estrecho 125 , algunas comunidades (galicia, cataluña y país vasco) han suspendido la obligatoriedad de la vacuna antirrábica canina. además de la rabia transmitida por mamíferos terrestres, está adquiriendo especial importancia la transmitida por murciélagos hematófagos (principalmente del género desmosus) 125 . en españa se han descrito varios casos, pero todos han sido autóctonos 124, 126 . el síndrome respiratorio agudo grave (sars) está producido por un coronavirus previamente desconocido (coronavirus asociado al sars). los casos acumulados desde el brote inicial rondan los 8.400, con unos 800 muertos 127, 128 . su reservorio animal está relativamente localizado (un tipo de murciélago asiático y las civetas, que parecen desempeñar un papel amplificador), y el hecho de que los síntomas prece-dan a la fase más contagiosa del proceso ha posibilitado que las medidas epidemiológicas, sobre todo la cuarentena, fueran útiles para controlar la extensión de la enfermedad 129 . en españa no se ha comunicado ningún caso. el tratamiento es fundamentalmente de soporte. después de la experiencia del sars, una epizootia sin precedentes de gripe aviar altamente patógena del tipo a, subtipo h5n1, está produciendo en los últimos años casos de enfermedad en humanos (369 hasta el 1 de marzo de 2008) con una alta mortalidad (63%), sobre todo en pacientes jóvenes, y plantea la amenaza de una pandemia de graves consecuencias 130 . si el virus llegara a transmitirse con eficacia entre humanos, habría que tener en cuenta 2 variables que diferenciarían esta pandemia del sars: en primer lugar, el reservorio de aves domésticas y silvestres es inmenso, y las segundas están sujetas a constantes migraciones, por lo que el confinamiento de las aves domésticas y el cierre de los mercados de aves en los focos de aparición de la infección serían insuficientes y deberían extenderse a lo largo de todas las rutas migratorias de las aves, de las que españa es un lugar de paso importante. la segunda diferencia radica en que el período de máxima infectividad en cada individuo precedería al de los síntomas, por lo que la eficacia de la cuarentena sería previsiblemente menor que en el sars. hasta ahora en españa sólo se ha detectado el virus en un ave silvestre (un somormujo), localizada muerta en un humedal de álava (http://www. gripeaviar.es/esp/index.html). en los próximos años es previsible que sigan aumentando en españa el número y la variedad de infecciones importadas, en paralelo con el incremento de la inmigración y de los viajes internacionales. la experiencia recogida en la bibliografía de autores españoles representa un importante cuerpo de conocimiento que puede aprovecharse para mejorar nuestra preparación clínica, microbiológica y epidemiológica, adaptándolo a las características de nuestra población local. el riesgo que para la salud pública suponen las infecciones importadas es pequeño 78, 131 . el más reconocido procede de infecciones cosmopolitas, como la tuberculosis, o rarísimas, como algunas fiebres hemorrágicas. la transmisión fecal-oral en nuestro medio está limitada por las buenas infraestructuras de saneamiento. para las infecciones crónicas transmisibles, como la enfermedad de chagas, se necesitan nuevas medidas de cribado y tratamiento como las que existen para el vih, la sífilis o la hepatitis b y c 22, 132 . otras infecciones tropicales no cuentan con vectores eficientes para propagarse, aunque el cambio climático y la introducción de nuevos insectos como a. albopictus pue-den cambiar este panorama. el reciente brote de fiebre de chikungunya importada en italia ha sido un serio aviso en este sentido, aunque nuestros sistemas sanitarios, hasta ahora, parecen capaces de diagnosticar y controlar su extensión. a escala nacional deben incentivarse las medidas preventivas y potenciar las consultas de consejos al viajero, incluidos los extranjeros residentes que visitan sus países de origen. también debemos defender el acceso universal a la asistencia sanitaria y unas condiciones sociosanitarias dignas para toda la población, a fin de mantener unos indicadores de salud adecuados. sin embargo, el control global de estas infecciones es imposible desde instancias locales o nacionales, por lo que son necesarias iniciativas internacionales como la roll back malaria, la campaña para la erradicación de la polio o los objetivos del milenio de naciones unidas. el éxito de estas campañas disminuirá la morbimortalidad global y aumentará la seguridad sanitaria para todos nosotros, al disminuir la posibilidad de importación de estas enfermedades. un paso más supone la entrada en vigor del nuevo reglamento sanitario internacional en julio de 2007, que pretende mejorar los mecanismos de vigilancia epidemiológica y la coordinación de la respuesta sanitaria internacional frente a nuevos riesgos de brotes epidémicos o pandemias. nuestra responsabilidad como profesionales sanitarios es exigir un mayor esfuerzo de inversión y coordinación internacional para el control de las enfermedades infecciosas, incluidas las clasificadas como olvidadas. queremos agradecer la inestimable colaboración de rosa trueba gómez en la obtención de documentos bibliográficos y expresar nuestra gratitud al dr. josé sanz moreno por la revisión del manuscrito. the basic principles of migration health: population mobility and gaps in disease prevalence las enfermedades tropicales en el mundo occidental geosentinel surveillance network. spectrum of disease and relation to place of exposure among ill returned travelers infectious diseases in immigrants from the perspective of a tropical medicine referral unit illness after international travel etiology and outcome of fever after a stay in the tropics arcos-pereda p. paludismo importado en un hospital general de madrid hospitalización por paludismo en españa durante el período 1999-2002 paludismo importado: una enfermedad emergente clinicoepidemiological study of imported malaria in travelers and immigrants to madrid paludismo importado por inmigrantes en cataluña análisis de 149 casos an outbreak of plasmodium vivax malaria among heroin users in spain malaria infection through multiorgan donation: an update from spain plasmodium ovale malaria acquired in central spain cambio climático en españa y riesgo de enfermedades infecciosas y parasitarias transmitidas por artrópodos y roedores malaria diagnosis by now ict and expert microscopy in comparison with multiplex polymerase chain reaction in febrile returned travellers ineffectiveness of the binax now malaria test for diagnosis of plasmodium ovale malaria usefulness of seminested multiplex pcr in surveillance of imported malaria in spain imported falciparum malaria in europe: sentinel surveillance data from the european network on surveillance of imported infectious diseases grupo de trabajo del taller «enfermedad de chagas importada: ¿un nuevo reto de salud pública?». diagnóstico y tratamiento de la enfermedad de chagas importada chagas disease in a recipient of cord blood transplantation acute chagas disease in a recipient of a bone marrow transplant in spain: case report congenital transmission of trypanosoma cruzi in europe (spain): a case report diagnóstico de laboratorio de la enfermedad de chagas importada development of a real-time pcr assay for trypanosoma cruzi detection in blood samples increasing incidence of imported schistosomiasis in mallorca, spain brote de esquistosomiasis en un grupo de viajeros procedentes de burkina fasso fiebre de katayama en turistas españoles: análisis de 25 casos esquistosomiasis importada por viajeros españoles: estudio clínico epidemiolgico de 80 casos castells reizábal i, álvarez castells a, ricart y de mesones a comparative, clínico-epidemiologic study of schistosoma mansoni infections in travellers and immigrants in spain ocho casos de localización ectópica de la esquistosomiasis en viajeros españoles clinical presentation of schistosoma intercalatum infestation growing frequency of neurocysticercosis in madrid (spain) neurocysticercosis and population movements: analysis of 23 imported cases in spain intervention for the control of soil-transmitted helminthiasis in the community parasitosis intestinales en población inmigrante subsahariana asintomática. gran canaria uncinariasis importada por inmigrantes africanos: estudio de 285 casos helminth-related eosinophilia in african immigrants estrongiloidiasis: epidemiología, manifestaciones clínicas y diagnóstico high prevalence of strongyloides stercoralis among farm workers on the mediterranean coast of spain: analysis of the predictive factors of infection in developed countries reduction in the prevalence and intensity of infection in onchocerca volvulus microfilariae according to ethnicity and community after 8 years of ivermectin treatment on the island of bioko, equatorial guinea cribaje de microfilariasis sanguínea (loa loa) en la población inmigrante de zonas endémicas larva migrans cutánea en viajeros two cases of imported gnathostomiasis in spanish women cutaneous and medullar gnathostomiasis in travelers to mexico and thailand absceso hepático amebiano autóctono: diagnóstico microbiológico por pcr. enferm infecc microbiol clin absceso hepático amebiano: revisión de 13 casos absceso hepático amebiano: observaciones sobre siete pacientes absceso hepático amebiano autóctono: caso clínico y revisión de la literatura médica histoplasmosis in europe: report on an epidemiological survey from the european confederation of medical mycology working group histoplasmosis infection in spanish travelers to latin america imported histoplasmosis in spain infección por histoplasma capsulatum en un grupo de cooperantes en guatemala histoplasmosis diseminada en pacientes con sida. estudio de 2 casos y revisión de la bibliografía española evaluación de una técnica de pcr cuantitativa para el diagnóstico clínico de la histoplasmosis importada paracoccidioidomicosis importada. a propósito de dos casos atypical coccidioidomycosis in an aids patient successfully treated with fluconazole dermatomicosis de importación por scytalidium dimidiatum: a propósito de tres casos mujer de origen filipino con tumoración en un pie tumoración subcutánea en pie tras traumatismo con espina de acacia tuberculosis trends in madrid, 1994-2003: impact of immigration and hiv infection inmigración e incidencia de la tuberculosis en la comunidad de madrid. rev esp salud publica risk factors for multidrug resistant tuberculosis in europe: a systematic review vigilancia molecular de la tuberculosis multirresistente en europa. proyecto mr-tb prevención y control de las tuberculosis importadas situación actual de las resistencias de mycobacterium tuberculosis en la población inmigrante de la comunidad de madrid epidemiological evidence of the spread of a mycobacterium tuberculosis strain of the beijing genotype on gran canaria island lepra simulando otras enfermedades comparison of pcr mediated amplification of dna and the classical methods for detection of mycobacterium leprae in different types of clinical samples in leprosy patients and contacts infección por rickettsia africae. tres casos confirmados por reacción en cadena de la polimerasa vigilancia epidemiológica de las infecciones de transmisión sexual lymphogranuloma venereum proctitis: an emerging sexually transmitted disease in hiv-positive men in the netherlands first case of lgv confirmed in barcelona enfermedades importadas en inmigrantes africanos: estudio de 1.321 pacientes chancro blando y haemophilus ducreyi: ¿una enfermedad y un microorganismo en aumento en españa? la enfermedad de carrión, dos siglos después leptospirosis in «eco-challenge» athletes etiology of traveller's diarrhea in spanish travellers to developing countries trends in antimicrobial resistance in campylobacter spp. causing traveler's diarrhea quinolone resistance among shigella spp. isolated from travellers returning from india mechanism of resistance to several antimicrobial agents in salmonella 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health issues key: cord-324635-27q3nxte authors: bouza, emilio; brenes, francisco josé; domingo, javier díez; bouza, josé maría eiros; gonzález, josé; gracia, diego; gonzález, ricardo juárez; muñoz, patricia; torregrossa, roberto petidier; casado, josé manuel ribera; cordero, primitivo ramos; rovira, eduardo rodríguez; torralba, maría eva sáez; rexach, josé antonio serra; garcía, javier tovar; bravo, carlos verdejo; palomo, esteban title: the situation of infection in the elderly in spain: a multidisciplinary opinion document date: 2020-09-08 journal: rev esp quimioter doi: 10.37201/req/057.2020 sha: doc_id: 324635 cord_uid: 27q3nxte infection in the elderly is a huge issue whose treatment usually has partial and specific approaches. it is, moreover, one of the areas where intervention can have the most success in improving the quality of life of older patients. in an attempt to give the widest possible focus to this issue, the health sciences foundation has convened experts from different areas to produce this position paper on infection in the elderly, so as to compare the opinions of expert doctors and nurses, pharmacists, journalists, representatives of elderly associations and concluding with the ethical aspects raised by the issue. the format is that of discussion of a series of pre-formulated questions that were discussed by all those present. we begin by discussing the concept of the elderly, the reasons for their predisposition to infection, the most frequent infections and their causes, and the workload and economic burden they place on society. we also considered whether we had the data to estimate the proportion of these infections that could be reduced by specific programmes, including vaccination programmes. in this context, the limited presence of this issue in the media, the position of scientific societies and patient associations on the issue and the ethical aspects raised by all this were discussed. authors for their corrections and amendments. the final document has been reviewed by all the authors. we will now review the questions posed, the arguments made and the conclusion reached for each one. what do we mean when we talk about the elderly? how many are there in spain? how many will there be in the near future? presentation: the who publishes reports on ageing and health, or old age and its consequences, on a regular basis, at least since the 60's. cited here are a few more. we reproduce a paragraph in full [1, 2] "today, for the first time in history, most people can aspire to live beyond the age of 60. in low and middle-income countries, this is largely due to the significant reduction in mortality in the early stages of life, especially during childbirth and infancy, and in mortality from infectious diseases. in high-income countries, the sustained increase in life expectancy today is mainly due to the decline in mortality among older people". the report focuses on a redefinition of healthy ageing based on the notion of functional capacity: the combination of the individual's intrinsic capacity, relevant environmental characteristics and the interactions between the individual and these characteristics. in spain, according to data from the national institute of statistics [3] , 18 .7% of the population is currently over 65. that's about 8.7 million people. if we focus on those over 85, they currently account for 6% of the total population (about 2.8 million). forecasts for 2031 put the number of people over 65 years old at 12 million (26.2% of the population) and those over 85 at 3.9 million (8.5% of the population). thus, between 1960 and 2031, the number of people over 65 will have increased by a factor of 5 (from 2.5 to 12 million), and the percentage will have increased by a factor of 3 (from 8.2 to 26.2 %), while the number of people over 80 will have increased by a factor of 10 (from 370,000 to 3.9 million) and the percentage will have increased by a factor of 6 (from 1.2 to 8.5 per %). once the figures have been established, it is necessary to clarify that, according to the dictionary of the royal spanish academy of language (drael), "old" is "that person of age, commonly one who has turned 70". however, age is a purely theoretical value to distinguish a person as "old" or "elderly". taking the age of 65 as the threshold for the onset of old age dates back to the late 19th century, when less than 10% of those born reached that age. today, more than 90% of people reach the age of 65, so this age limit is shifting towards older ages. nowadays the concept of "old" is more related to "function" than to age. thus, the drael defines health as "that state in which the organic being normally exercises all its functions". therefore, one of the most relevant aspects in considering a person "old" is that they need help to carry out the activities of daily life (bathing, dressing, feeding, moving, etc.). we can find totally independent people in their 80's and others with a high degree of dependency in their 60's. formato es el de la discusión de una serie de preguntas preformuladas que fueron discutidas entre todos los presentes. empezamos discutiendo el concepto de "anciano", las razones de la predisposición a la infección, las infecciones más frecuentes y sus causas, y la carga laboral y económica que suponen para la sociedad. también preguntamos si teníamos datos para estimar la proporción de estas infecciones que podrían ser reducidas por programas específicos, incluyendo programas de vacunación. en este contexto, se discutió la baja presencia de este problema en los medios de comunicación, la posición de las asociaciones científicas y de pacientes sobre el problema y los aspectos éticos que todo esto plantea. the ageing of the population in more developed societies is an incontrovertible fact. in the face of the indisputable success in achieving a longer life for a large proportion of the population, questions arise as to the viability of social protection systems. by 2030, over 25% of the population will be classed as elderly and their quality of life will depend, to a large extent, on avoiding preventable diseases such as infectious diseases. it is a well-known fact that the elderly constitutes a risk group for distinct types of infectious diseases, whose diagnosis and treatment are hindered by several factors. around this fundamental fact, however, we find a lack of answers to simple questions about the size of the problem, its epidemiology, the capacity of the social response to it and the need to plan useful preventive measures to minimise risk and reduce costs. for this reason, the health sciences foundation, which has prevention as one of its main objectives, has organised a discussion and opinion meeting on the infectious diseases situation in the elderly in spain, aiming to answer a series of questions accepted by all the participants. greater difficulty in eliminating secretions. in the digestive tract it is common to find diverticuli in the mucosa that act as microorganism reservoirs. also, losses in secretory function with a tendency to gastric achlorhydria, but, above all, motor function which at oesophageal level, can favour aspiration phenomena. in the urogenital system there are usually alterations arising from pregnancy, childbirth, previous surgeries and local manipulations that make the free flow of urine difficult. in this vein, it is worth adding the frequency of subjecting the elderly to diagnostic or therapeutic examinations that may favour infections. in addition to the deterioration of mechanical barriers, there are losses in non-specific defence mechanisms. these include limitation to increase blood flow and vascular permeability at the infection entry points. the ability to mobilise polymorphonuclear leukocytes rapidly and the agility of phagocyte function is also impaired. chemotactic capacity decreases from the age of 70, as does the capacity for the intracellular destruction of microorganisms. ageing is associated with a chronic, progressive, nonspecific, low-level pro-inflammatory state, for which the english literature has coined the term "inflammageing", which favours an environment conducive to infection and further limits the possibilities of an effective response to it. the deterioration of adaptive immunity ("immunosenescence") associated with the ageing process has been known for years and affects both innate and acquired immunity [4] [5] [6] . immunosenescence includes qualitative losses in t-lymphocyte subpopulations with decreased activity of cd-4 helpers, cytotoxic cd-8s and a limitation in generating t-cell growth factor. ageing determines a tendency to invert the cd4/cd8 t-cell ratio. the number of dendritic cells decreases with age and the response of nk cells to stimulating cytokines is limited. it also increases the activity of cd-8 suppressors. b-lymphocytes are limited in their ability to produce antibodies and to respond to external antigens. furthermore, there is an increase in the production of autoantibodies and circulating immune complexes. a third group of factors that add to the microorganisms and the individual are environmental and social factors, such as hygiene neglect, poverty, isolation and a sedentary lifestyle. the fact of living in nursing homes and the increase in hospitalisations favours an insufficiently quantified environmental exposure [7] . there are multiple factors that explain the higher incidence of infections in the elderly. the clearest are those that have to do with alterations of the defensive barrier mechanisms. immunosenescence is a complex concept involving various alterations in the immunity of the elderly. what are the main clinical syndromes of infection in the elderly? the frequency and even the aetiology of infections af-therefore, the "elderly" is an enormously heterogeneous group in aspects such as the prevalence of chronic diseases (ischaemic heart disease, hypertension, diabetes, copd, etc), the need for consumption of drugs and the existence or nonexistence of physical, mental (dementia, depression) and social (loneliness, isolation, poverty) problems. conclusion: -the definition of elderly is artificial and refers to any person over a certain age (which can be set at 65, 70 or older) who has serious limitations in the exercise of their physical, mental or social functions. -in our society, currently, almost 20% of the population would meet a definition of elderly based exclusively on the criterion of age, but it is estimated that, with this criterion, the percentage in spain will be greater than 25% by the year 2031. the changes that take place throughout the ageing process favour the existence of infections. the simplest explanation is that with age the numerator of the aggression/defence equation increases (greater arrival of microorganisms that are also more virulent) and the denominator decreases (less defence capacity on the part of the organism). we can therefore divide the causes of the elderly person's predisposition to infection into those that depend on the microorganisms and those that depend on the host's defence mechanisms. there is no evidence that the microbiota of the elderly is quantitatively different from that of younger populations, nor necessarily more aggressive. however, it is an incontestable fact that previous infections, antimicrobial treatments, the greater ease of microorganism acquisition and living in proximity to other elderly people, can predispose the elderly to colonization and subsequent infection by multi-resistant microorganisms, with the presence of "superinfections", with a worse response to antimicrobials and increased resistance to them. in terms of host defence mechanisms, there are many factors that make the elderly more labile. mechanical barriers, for example, are the first element of defence, but they deteriorate progressively throughout the ageing process, facilitating the entry of microorganisms. the skin and mucous membranes experience physiological losses and often also those resulting from local or systemic diseases. the most important changes are: thinning, with loss of epithelial and mucosal cells, worse hydration and vascularization, loss of elasticity, decrease in mucous gland secretions of antimicrobial peptides, worse healing, loss of cellular macrophages in the skin (langerhans cells) and immobility with increased local pressure in certain areas. in the respiratory system, there is a decrease in the number of cilia and a slowing down of their activity, a reduction of alveolar macrophages, a decrease of the cough reflex and pend on their situation. in independent elderly people, the most common infections are respiratory conditions caused by viruses or bacteria prevalent in the community, urinary tract infections and intra-abdominal infections. in contrast, in institutionalised elderly people, bladder catheter-related utis, aspiration pneumonias, skin and soft tissue infections, and infections of the gastrointestinal tract predominate. which microorganisms are most common? how does the problem of multi-resistance impact on the elderly? presentation: it is important to remember that infections in the elderly may be caused by a greater variety of microorganisms than in the younger population, so it is essential to obtain samples for culture before administering empirical antimicrobial treatment [8] . thus, for example, while the vast majority of utis in young patients are caused by e. coli, in the elderly their relative importance is less. in the case of pneumonia, there is a higher incidence of gram-negative bacilli (gnb) and as far as meningitis is concerned, they are rarely of viral aetiology, while we must consider gnb and listeria monocytogenes. in a spanish study, including 333 elderly patients (mean age 81.6 years), with utis, the most frequently isolated microorganisms were e. coli, (67%), enterococcus faecalis (15%), klebsiella pneumoniae (10%) and pseudomonas aeruginosa (9%). in up to 8% of cases, more than one microorganism was isolated in the urine. the frequency of bacteraemia was higher with e. coli and lower with e. faecalis and p. aeruginosa and bacteraemia was not associated with a worse prognosis [22] . the frequency of multi-resistance increases with age and comorbidity. in this spanish study, the proportion of extended-spectrum beta-lactamase (esbl) producing e. coli and k. pneumoniae isolates was 20.1% and 36.3%, respectively. in the previously mentioned study of patients attending the emergency department, the elderly accumulated more risk factors for multi-resistance (p < 0.001) and suffered from septic syndrome more frequently (p < 0.001) [16] . there are few studies that analyse the overall aetiology of respiratory infections in older patients, and most work focuses on describing specific populations or groups of pathogens. the aetiological affiliation rate of respiratory infections in the elderly is very low (<30%), and this is due, among other things, to the difficulty many patients have in producing sputum and to the high frequency of empirical treatment [21] . if we analyse the aetiology of cap, the most frequent pathogen is s. pneumoniae (20-80%), followed by h. influenzae (3-39%), respiratory viruses (3-30%), legionella spp.(1-17%) and gnb (3-14%) . it is also necessary to remember the importance of viral pathogens in this population, since the prescription rate of unnecessary antimicrobials is very high in them (46% of the elderly with viral symptoms) [23] . in a study conducted in china, in 6 sentinel hospitals, it was observed that 31.64% of elderly patients with respiratory infection had a viral aetiology (41.8% among extra-hospital infections and 25.7% among fecting the elderly vary depending on the clinical environment (home, nursing home, hospital) and the functional status of the patient. in older, independent and healthy people, respiratory conditions caused by viruses or bacteria prevalent in the community, urinary tract infections (utis), whether catheter-related or not, and intra-abdominal infections (cholecystitis, diverticulitis) are common. in contrast, in institutionalised elderly people, utis related to the bladder catheter, aspiration pneumonia, skin and soft tissue infections and those of the gastro-intestinal tract (git) predominate. in hospitalised elderly people we have to consider nosocomial pneumonia, intravascular catheter associated infections and c. difficile infections as the most prevalent [8] [9] [10] [11] [12] [13] [14] . there is limited data analysing the comparative overall frequency of the different syndromes. in elderly people living in nursing homes, utis (at least 30-40% of healthcare-associated infections), respiratory infections, skin and soft tissue infections and those of the git predominate [15] . in a recent spanish multicentre descriptive study, conducted in 49 emergency departments, 11,399 patients were included, of whom 4,255 (37.3%) were at least 65 years old. compared to younger adults, older patients (mean 78.8 years) had respiratory, urinary and intra-abdominal infections more often, while there was no difference in the frequency of other syndromes [16] . these data are confirmed in chinese studies that analyse elderly patients attending emergency departments and also show a significantly higher incidence of respiratory and urinary infections [17, 18] . in the case of utis, the relative prevalence is influenced by the gender of the patient. thus, for long-term care facility (ltcf) residents and in hospitalised elderly people, uti is the number one cause of infection and is the second most common in older women living in the community [19] . the incidence in men ranges from 0.05/person year (1/20) in men aged 65-74 and reaches 0.08 (1/12) in men over 85. in women, the incidence of uti increases with menopause (0.07 per person/ year: 1/14), increasing to 0.13 per person-year (1/7.5) after age 85 [20] . in indwelling catheter-wearing patients, the incidence of utis is 3.2 cases per 1,000 catheter days, compared to only 0.57 per 1,000 days for all residents (x18). urinary tract bacteraemia was 3-39 times more common in patients with permanent urinary catheterization [20] and uti is also the most frequent cause of community-acquired bacteraemia in the elderly (40-57%). with respect to respiratory infections, the annual incidence of community acquired pneumonia (cap) ranges from 8-18.2 episodes per 1,000 people over 65 years of age and represents 30-40% of hospitalisations in this age group [21] . in japan, 96% of deaths from pneumonia occur in patients over 65 years of age. the risk of cap is 4 times higher in those over 65 compared to those under 45 and 10.8 times higher in those over 85 compared to adults aged 50-64. viral infections are also common in this age range, as we will see later. the most prevalent infections in the elderly de-is estimated at between 4 and 5 episodes per 1,000 days of stay in the residence [33, 34] . the figures rise to 11 for those with some kind of prosthetic material [35] . we have several european halt studies (healthcare-associated infections and antimicrobial use in long term care facilities), with participation from 24 countries, including spain, with a prevalence of infection of 4.7% and 5% at two different times [36] [37] [38] . a french multi-centre study, conducted in 578 nursing homes with 445,000 beds, shows an infection prevalence of 11.23% [39] . the first data on infection in nursing homes in spain come from the epinger study, conducted in community health centres in catalonia, which reported a prevalence of 6.5%, although it should be pointed out that in catalonia the concept of the community health centre would include medium-long term patients, while in the rest of the spanish autonomous communities this concept would be limited to nursing homes [40] . in another study, conducted by san sebastian's fundación matía, an infection prevalence between 6.44% and 4.80% was reported [41] . data derived from the vincat study in catalonia show a prevalence of healthcare-associated infection in long-term care centres of 10.2%, with a great diversity, depending on the type of care unit (subacute 22.3%, palliative 18.7%, convalescent 11.7%, long stay 8.1%) [42] . home is the most recommendable place for the healthy elderly to live, and even for the elderly patient, with healthcare falling to primary care professionals, although sometimes with the collaboration of some hospital resources. the ministry of health, social services and equality has for the first time published the results of the primary care clinical database (bdcap), a tool that allows for a more precise and systematized knowledge of the main health problems in spain dealt with by the doctors on the healthcare frontline. thanks to this register, a detailed picture of the health problems of the spanish population is available from primary care [43] . in this database, infections appear among those over 64 years old with an elevated frequency of 634.1 cases a year per 1,000 people (569.9‰ men and 682.7‰ women). the most frequent correspond to the respiratory system (317 cases/1000 persons/year), followed by urinary tract infections with (84.4 cases/1000 persons/year) and clear female predominance. finally, nosocomial infections are those that occur in hospitalized patients and are present more than 48 hours after admission. they are acquired by transmission from the environment, from other patients or from healthcare personnel. they are considered to be the most preventable cause of serious adverse events in hospitalised patients [44] . in general, these infections are related to invasive diagnostic or therapeutic procedures (urethral catheterization, surgical procedure, vascular catheter, invasive mechanical ventilation), all of which have in common the disruption of the host's own defences by a device or an incision, allowing the invasion of nosocomial infections) [24] . the most common cause was influenza (14% of all patients studied). rsv is also a significant pathogen in this population [25, 26] . the most important cause of git infection in the elderly is clostridioides difficile. c. difficile (c-diff) infection is currently the most prevalent nosocomial infection, affecting in more than 70% of the episodes patients over 65 years of age [27] . moreover, it is in this population that c-diff causes the highest morbidity and mortality, with an increase in c-diff-related mortality from 5.7 to 23.7 deaths per million population per year from 1999 to 2004 [28] in patients with an average age of 84 years having been described in the usa. it is interesting to note the safety of using the same therapeutic options in elderly patients, including faecal microbiota transplantation [29, 30] . the microorganisms causing infection in the elderly are qualitatively the same as in the population of other age groups, although there are quantitative variations. where do they get these infections? what proportion are acquired in nursing homes? at home? in hospital? in addition to the hospital and home environment, the elderly can acquire infections elsewhere, and in particular in other care units. this is the reason why, almost 20 years ago (2002), the term "health care-associated infection" began to be used, which is not only limited to hospitalized patients, but also extends the concept to patients in contact with the health system (home care of patients with high comorbidity and complexity; day care centres; major outpatient surgery units; outpatient dialysis centres; community health centres for chronic or convalescent patients). to a great extent, it is in nursing homes where patients with more comorbidities, polypharmacy consumption, a high degree of dependency and a high prevalence of invasive devices (bladder catheter, nasogastric tube, percutaneous gastrostomy) will be treated. in addition, the environment can facilitate the transmission of microorganisms between residents and healthcare personnel, as well as between residents. for all these reasons and the excessive or inappropriate use of broad-spectrum antibiotics, either empirically or prophylactically, multi-drug-resistant (mdr) infections can be generated. implementation of effective preventive measures in this population is very difficult to organise. in the united states of america, it is estimated that approximately 1.5 million people live in nursing homes and suffer between 1.6 and 3 million episodes of infection annually [31] . the prevalence of infections in these residences is estimated at 10% of the residents [32] and the incidence of new infections infectious diseases are the second cause of such admissions (16.2%), only surpassed by cardiovascular diseases (28.6%). pneumonia and sepsis are the most common infections causing admission in this population [48] . the elderly population also has longer hospital stays (5.5 days for those over ≥65) than those between 45 and 64 (5.0 days) and those between 15 and 45 (3.7 days) [49] . the elderly are treated by virtually every unit in a hospital but it is worth mentioning that those over 65 years of age represent 40% of those admitted to intensive care units [50] . the other group of interest is that of specialised geriatric units, not available in all hospitals, which have been shown to improve the functional status of patients and reduce the number of discharges to long-term care homes [51] . in a study by saliba et al., conducted in israel [52] , out of a total of 81,077 hospital admissions in the elderly between 2001 and 2010, the proportion of admissions due to infectious diseases rose from 16.9% in 2001 to 19.3% in 2010. globally, the most frequent infections causing admission were: those of the lower respiratory tract (lrt) (41.0%), followed by the utis (21.4%), upper respiratory tract (10.2%) and hepatobiliary (9.8%). in spain we do not have precise answers to the questions asked. the proportion of serious infections in the elderly requiring hospitalisation depends on several factors: type of infection, severity of infection and other factors such as the degree of frailty of the elderly, their place of residence and their ability to receive care at home. the environment and the resources available also influence the hospitalisation decision. however, in our environment, most serious infections in the elderly will require hospitalisation for at least a few hours. in spain, serious infections in the elderly can be treated by different professionals depending on the type and severity of the infection, and the environment in which it occurs. a high percentage are treated by "generalists" hospital specialists, or geriatricians. where infectious disease specialists are available they are of course involved in their management, either in beds in their own departments or as consultants. they can also be treated by specialists of the affected organ such as orthopaedic surgeons in the case of infections of prosthetic material, or vascular surgeons in the case of infections of vascular ulcers. and if, in the end, hospital admission is not decided, the patient is cared for by the primary care team. as an example, we have collated the urinary tract infections treated at the hospital general universitario gregorio marañón between 2015 and 2018. when uti is the main diagnosis that motivates admission (about 700 cases a year) about 90% of cases are cared in the medical departments. when it comes to secondary diagnosis (about 2,000 cases per year), the internal medicine and geriatrics departments take care of about 75% of the cases. preventive programmes, such as flu vaccination programmes, reduce the need for hospitalisation for respiratory infections by nearly 30%, both inside and outside spain [53] [54] [55] . microorganisms that are part of the patient's usual microbiota (endogenous microbiota), or selected by the selective antibiotic pressure (secondary endogenous microbiota), or by one found in the hospital environment (exogenous microbiota). to understand the main epidemiological data on hospital infections, the epine study (estudio de prevalencia de las infecciones nosocomiales en españa (study on the prevalence of nosocomial infections in spain)) was developed. this is a multi-centre system for monitoring nosocomial infections, based on the production of an annual prevalence study, which has been conducted since 1990 in a large group of hospitals in spain and was promoted by the spanish society of preventive medicine, public health and hygiene. its methodology guarantees a homogeneous and systematic collection of information, which allows us to understand the prevalence of healthcare-associated infections (hais) at a national level, by autonomous regions and hospitals. since 2012, every 5 years the epine study has been produced jointly with the european study (in 2012 and 2017) under the coordination of the ecdc [45] . based on the latest data published, in november 2017 (313 hospitals and 61,673 patients), a prevalence of nosocomial infection in patients over 65 years of age of 6.07% (infections acquired during the current admission), 7.45% (infection acquired during the current or previous admission) and 8 .76% (the total, including the centre's own or imported) has been reported. it should also be noted that this register shows that in 22% of patients over 65 years of age admitted for an infection, the infection had been acquired in the community (patient's home). the home, nursing homes and community health centres, healthcare centres other than hospitals and the hospital itself are often the places where the elderly acquire infections. the studies reviewed allow us to estimate a prevalence of infection of between 4 and 10% in nursing homes in spain, depending on their complexity, and between 6 and 9% in hospitalised elderly people. in primary care and in the residential environment, there is no homogeneous epidemiological record of this problem. what proportion of severe infections in the elderly require hospitalisation? by whom are they treated? in the united states of america, patients over 65 years of age account for almost 40% of total adult admissions and the cost of these hospitalisations represents nearly 50% of the total cost for hospitalisation, although those over 65 years of age account for less than 20% of the total adult population [46, 47] . those over 65 years of age are admitted to hospital three times more often than those between 45 and 65 years of age, and those aged 85 or over account for 9.2% of all hospital discharges, although they represent only 1.8% of the population as a whole. moreover, in our opinion, in these departments, emergency assessment should not be focused only on the isolated episode for which the patient consults, but the particulars of the elderly person, their functional, mental and social situation should be taken into account. this is a huge workload for the ed. finally, we should bear in mind that the training of ed physicians on these issues is limited [63] as a direct consequence of the self-training of current professionals, which is not always complete, and the lack of a regulated medical specialty in the ed. in spain, between 15 and 25% of emergency department visits occur in the elderly. elderly people come in 14.5% of the time for infections and one third of the infections seen in the emergency departments occur in the elderly. the population over 65 years of age who attend the emergency department often have multiple pathologies and clinical manifestations of infection that may be atypical. in the spanish national health service, emergency activity accounts for a total of 47.2 million consultations per year, of which 26.5 million are attended to in primary care (pc) (outpatient or home), with an average attendance of 0.6 people/ year [64] one-third of emergency consultations in pc are related to infections [65] . in the older patient, infections are more frequent and serious, associated with greater morbidity and mortality [65] [66] [67] . among the elderly, the rate of infection reaches 634.1 cases per thousand people per year. the most frequent correspond to the respiratory system (317 cases per thousand), particularly those of the upper respiratory tract, followed by acute bronchitis and bronchiolitis and pneumonia [65, [67] [68] [69] . in second place are utis, mainly affecting women (114.8 cases per thousand compared to 44.2 per thousand for men) [67]. these are followed by skin and soft tissue infections [69] . most of these cases are dealt with in primary care and only those more serious situations and of uncertain diagnosis are referred. in 75%-80% of cases, cap is diagnosed in pc [65, 70] and streptococcus pneumoniae is the cause of two-thirds of these cases. invasive forms of pneumococcal disease (ipd) are less common, occur in patients with certain risk factors and have high mortality rates [70] . the vast majority of vaccination programmes in spain are carried out in primary care, but the vaccination schedule for older people is neither complete nor promoted as it should be. what is the workload represented by elderly patients in hospital emergency departments? the number of visits to hospital emergency departments (ed) has been increasing progressively for decades. this increase is greater in the elderly, whose population accounts for 15-25% of all visits to the hospital [56] . the incidence and impact of infection in the ed is estimated quite reliably. in spain it is 14.3%, 21% in the usa and around 30-40% in countries such as nicaragua and mexico [57] . the elderly are characterised by a higher probability of atypical presentation of diseases, of suffering from multiple diseases and of consuming many drugs. with regard to emergency care, this implies a more complex clinical evaluation, which translates into a greater request for additional tests and consultations with other specialists, longer stays in the ed (extended periods under observation and in ssus), as well as a greater probability of admission, discharge with undetected or untreated problems and return visits to the ed [58] . all this entails a high risk of adverse episodes [58] and a significant impact on healthcare pressure, resulting in a negative effect on ed saturation [59, 60] . likewise, the prevalence of the frail elderly in the community varies according to the diagnostic criteria. in a study conducted on elderly people admitted to the observation room of an ed in a spanish tertiary hospital, it was verified that only one of them did not have any fragility criteria and on admission almost half of them suffered significant dependence [61] . the detection of the high-risk or fragile patient is fundamental for these departments, for decision-making and in particular for discharge directly from the emergency department. we could highlight that in the recent work of the in-fur-semes group, in a study conducted in 49 spanish eds, 31.7% of infections occurred in patients over 70 years old. of these, 36% were urinary and 51.2% were lower respiratory. in conclusion, when compared with a similar study, conducted twelve years earlier, an increase in the prevalence of infections is observed, with an older patient profile, comorbidity, risk factors for mdr microorganisms and septic syndrome [62] . the latter almost always presents itself as an acute confusional syndrome, which implies a complex differential diagnosis. to what extent do you think that infection in the elderly is preventable? what proportion could be avoided with proper vaccination? in an article published by umscheid et al. [79] , not specifically addressing to the elderly field, it is estimated that 65%-70% of cases of catheter-related bacteraemia or catheter-associated urinary tract infection and 55% of pneumonias from mechanical ventilation or skin and soft tissue infections could be prevented in the hospital environment using the methodology currently available. an infection control programme for older patients includes methods for surveillance and recording of infections, recording and management of multi-resistant microorganisms, outbreak contingency plans, isolation policy and standard precautions, hand hygiene programmes, ongoing education of employees, resident health plans, audits and plans for reporting incidents to health authorities [80] . this set of resources is not available to most of the world's elderly. a group of experts, gathered in a delphi study on infection prevention measures in patients admitted to institutions for the elderly, agreed on 302 recommendations [81] but unfortunately the level of evidence on the effectiveness of each of them is very limited. data on the reduction of different infections by different measures are extremely scattered and limited. some examples are the reduction by 53% of periprosthetic infections with antibiotic prophylaxis [82] , a 60% reduction in episodes of influenza with the physical separation of the young and the elderly, [83] or a 48% reduction in episodes of pneumococcal pneumonia with the 23-valent vaccine [84] . makris et al. [85] conducted a study to test the effect of an infection control programme in 8 institutions for the elderly in the united states of america. they divided the centres into test centres (4) and control centres (4) and studied the incidence of infections in both groups before and after the programme was introduced. in the year prior to the intervention, test sites experienced 743 infections (incidence density rate, 6.33) and control sites 614 infections (incidence density rate, 3.39). in the intervention year, the test centres reported 621 infections, a decrease of 122 infections (incidence density rate, 4.15), while in the control centres, the number of infections increased slightly to 626 (incidence density rate, 3.15). the greatest reduction in infections at the testing centres was in upper respiratory tract infections (p = 0.06). the intervention programme consisted mainly of implementing environmental cleanliness, hand washing programmes and educational talks. therefore, and speculatively, we dare to estimate that a the infection rate in the elderly exceeds 500 episodes per 1,000 sick people per year. primary care handles the vast majority of these episodes and refers only the most serious cases. primary care is responsible for the vaccination programme for elderly people who attend to request it. the vaccination schedule for older people is neither comprehensive nor proactively promoted. what does infection in the elderly entail in terms of days of hospitalisation, financial expenditure and death? to approximate data/figures for variables such as "days of hospitalisation, economic expenditure and death" in a field as broad as "infection in the elderly" is enormously complicated. it must be taken into account that the infectious pathology is very varied and that it can affect people with different locations (community, community health centre or the hospital itself) and conditions. for example, with reference to nursing homes, lim et al. estimate 4 episodes of infection for every 1,000 cumulative days spent in the home in a small group in australia [71] , while much more extensive north american data report 12% of nursing home residents having an infection at the time of the study [32] . this leads to estimates of between 1.64 and 3.83 million episodes of infection per year [31] with annual costs of no less than us$ 1 billion, prior to 2000. in a study conducted in brazil, the cost of an infection in the elderly requiring admission is estimated at 28,714 brazilian reals (€ 6,305). patients are admitted for a median of 24 days compared to a median of 9 days for elderly people admitted for non-infectious causes [72] . of that cost, only 5% is attributable to the purchase of antibiotics. there is a greater volume of data for community-acquired pneumonia (cap) [73] [74] [75] [76] . the cost of cap varies greatly depending on where the treatment takes place. a spanish study [77] found a cost of only € 196 in the case of an outpatient, compared to €1,153 for pneumonia requiring hospitalisation. the costs were higher for subjects ≥65 years. mortality increases significantly in the older patient (25%) with respect to the general population (10%). it is worth noting a publication in spain with a sample of 2,049 subjects, where mortality due to pneumonia is more clearly related to the age group than to the aetiological agent [78] . we have not found precise data calculating overall clearly no one disputes the usefulness of ongoing education in many aspects of life and particularly in the reduction of nosocomial infections. that said, the literature review on the impact of educational programmes on nosocomial infection is irregular, fragmented and often difficult to assess. published studies generally include education as part of intervention programmes in which other measures are included, making it difficult to assess the role of education in isolation. it is also common to talk about the success or failure of an educational programme without detailing what the programme is, what content it has, how it has been implemented and how many people have accessed it. to complicate matters, in the case of the elderly, we have at least three different areas: home, nursing homes and institutions for the elderly and hospitals. in the first, the educational scope is very general and imprecise and is based on the public health and vaccination campaigns that are usually received not only by the elderly population but by the population in general. in the hospital field, we must assume that the literature produced on the impact of educational measures in the different syndromic entities generally includes the elderly population, but does not specifically differentiate it. most of the limited existing information, which we can consider specific to older people, is that generated in nursing homes and institutions that implement these programmes. a study conducted in the usa on 2,514 randomly selected nursing homes [91] asked the homes for information on 34 points related to infection control programmes. most of those responsible for control programmes, when they responded, claimed to have not only that responsibility but others as well (54%) and also to have no specific training in infection prevention (61%). there was great variability in practices carried out in each residence and 36% acknowledged having received an official citation for deficiencies in such control. those residences cited for deficiencies had a statistically lower proportion of staff trained in infection control. this is therefore an area with clear opportunities for improvement. in a systematic review on non-pharmacological infection prevention in long-term care facilities, only 24 papers were selected, the majority of which were randomised studies (67%) and the most common reason was prevention of pneumonia (66%). 54% showed favourable results for the interventions, but the studies had many potential biases [92] [93] [94] [95] [96] [97] [98] [99] . from these studies the 5 main quality markers in infection control in a nursing home were deduced, namely: percentage of long-term patients with pressure ulcers, urinary tract infection, bladder catheter, and vaccinated against influenza and pneumococcal infection. high quality infection control programme in nursing homes could reduce infection rates by up to 50%. but even if we estimate much lower figures, the impact on morbidity, mortality and the economy of such programmes would be enormous and would certainly outweigh their implementation costs. with reference to the second part of the question, the possibility of reducing the problem with vaccines, the data are again scattered and studied for different vaccines individually. in addition, information on the elderly must often be inferred from data on the general population. we refer readers to a recent review on the subject [86] . below is some data on the impact of vaccines of particular interest to the older population. gross et al. [87] in a meta-analysis of 20 cohort studies estimate the effectiveness of influenza vaccination at 56% in preventing respiratory infections, 53% in preventing pneumonia, 50% in preventing hospitalisations and 68% in preventing deaths. in the case of zoster, the vaccine's efficacy is estimated at more than 90% with minimal adverse effects [88] different pneumococcal vaccines have different impacts on the incidence of invasive pneumococcal disease (ipd) infection. a systematic review shows reductions in ipd incidence ranging from 61% as a combined effect of the use of pcv7, pcv10 and pcv13 in those over 65 in canada [89] to a 21% reduction as an effect of the use of pcv7 and pcv13 in israel [90] . with these data it is possible to imagine the added protection that adequate vaccine coverage would provide. an estimated 50,000 americans die each year from vaccine-preventable diseases, and 99% of those who die are adults [86] . increased provision of medical care in large care homes (e.g. those with more than 200-250 beds) could reduce the referral of many elderly residents to hospital emergency services. this provision of medical care would not necessarily be very complex and would cover both simple diagnostic material and the possibility of establishing and carrying out pharmacological therapeutic courses at the centre itself, the prescription of which in most cases still requires medical staff from outside the centre. it would be a way to reduce costs, lessen the burden on the elderly and reduce the overload on hospital emergency departments. it is impossible to give a precise answer to the questions asked, but it seems reasonable to assume that with appropriate prevention programmes, acquired infections in institutionalised elderly people could be reduced by up to 50%. strict adherence to a vaccination programme for the elderly would have an enormous impact on reducing suffering, death and economic waste. what data exist on the effectiveness of educational measures on the incidence of infection in the elderly? ties specifically dedicated to infection. by way of an example, in spain, this occurs among specialists in microbiology and infectious diseases and intensive care specialists. 9.-specifically promote research aimed at preventing infection in elderly patients. 10 .-introduce much more active involvement of patient associations in their management structures. what we say about societies primarily dedicated to the elderly, can be similarly assumed and applied to societies primarily dedicated to infectious diseases and microbiology. the role of the scientific societies dedicated to geriatrics and infectious diseases is to promote alliances in the common field of infection, in aspects of care, teaching and research. they need to look less to the interests of their members and be more proactive in promoting the interests of the patients they serve and incorporate patient associations more into their structures. capacity, understood as the possibility or potential for influence, is qualified by two variables. firstly, for offering free and truthful scientific information at the service of the community. and secondly, for facilitating the adoption of the best possible political decisions with consistency and realism. the rapprochement between professionals in the scientific and political fields must be adjusted to the interest of citizens, who can act as the third pillar in a transparent relationship model and as guarantor of equity befitting a democratic system of government [110] . while scientific experts advise and inform, it is the responsibility of politicians to make decisions and promote efficient measures to the benefit of the population. a complementary characteristic inherent to the scientific task is to exercise a dissemination action of the activity itself, in understandable terms and through accessible and reliable systems [111] . the configuration of platforms within scientific societies and the growing number of independent agencies advising political power represent a reality that aims to bring the contributions of science closer to the systems of governance [112] . in our country, the main function of the congress of deputies is legislative, which entails the approval of laws. the constitution recognises the legislative initiative of the government, the congress of deputies, the senate, the assemblies of the autonomous communities and the people's legislative initiative on the proposal of no less than 500,000 citizens, subject to the provisions of an organic law. these bills are known in spain as law projects when presented by the government and propositions in other cases. they are always submitted to the congress of deputies, except for the propositions of the senate which have to be considered scientific societies are professional associations that bring together generally specific groups (doctors, nurses, technicians, etc.) that essentially seek to defend the professional interests of their members. until now, it has not been common for groups of patients affected by different diseases under the thematic umbrella of each society to participate in them. in spain their impact and political credit is variable. among the most important objectives of most of these societies are such issues as training programmes for professionals, aspects related to the health education of the population in their particular field of competence, research grants, the preparation -sometimes in collaboration with societies of another related specialty -of specific diagnostic and therapeutic protocols, publications and congresses focussed on these topics, and a wide range of other activities, including health policy recommendations to the corresponding administrations that have a direct bearing on the issues discussed here. membership of societies is also not uniform, and often it is the more "senior" components of the profession that are most highly represented in them. their role, in our opinion, is to continue to improve the teaching, care and research produced in the societies' chosen fields in favour of patients, exercising ever greater mediation between the demands of patients and healthcare administration [100] . all societies must go far beyond issuing guidelines and therapeutic recommendations [81, [101] [102] [103] [104] [105] [106] [107] [108] [109] . in our view, scientific societies dealing with diseases of the elderly should promote, in the field of infectious diseases, among others, the following topics: 1.-encourage a proportionate share of its members to subspecialise in infectious diseases. 2.-coordinate and direct multidisciplinary teams specifically dedicated to the infection in the elderly and its prevention. 3.-participate more actively in specific programmes to reduce infections in the elderly, both at the nursing home level and at home and in hospital. 4.-implement vaccination campaigns in the elderly, taking particular advantage of admission to long-stay centres or hospital as opportunities to vaccinate. 5.-to design and disseminate educational projects on infection prevention practices for the elderly in their different environments. 6.-put pressure on health authorities to carry out a large national programme to reduce infection in older people. 7.-to include in the training programme of residents in geriatrics, a rotation in infectious diseases and microbiology as an essential part of the curriculum. 8.-create scientific and professional alliances with socie-to offer a unique system to access scientific information allowing the recovery of different types of documents such as: journals, books, images, theses, and conference proceedings. revista española de geriatría y gerontología (the spanish journal of geriatrics and gerontology) is the publication channel of the society of the same name, a publication founded in 1966 and the doyenne of the specialty in the spanish language [119] . medes is an initiative of the fundación lilly and its database, open and free, contains bibliographical references published since 2001 in a selection of 98 spanish journals covering 50 subjects in medicine, pharmacy and nursing, published in spanish, with 100,000 articles [120] . finally, pubmed is the widely implemented search engine, with free access to the medline database of citations and abstracts of biomedical research articles, offered by the united states national library of medicine and integrating 5,255 worldwide journals since 1966 [121] . the search was conducted with a double strategy: free text and controlled text using "mesh". in the first strategy, a free text search was conducted in the "science direct" and "clinical key" databases with the term 'infection in geriatrics' resulting in 508 and 1,191 findings respectively. the primo search engine (castilla y león online library) returned a total of 190 results for the same term. secondly, and also in free text, with the term 'infection in the elderly', we proceeded to consult revista española de geriatría (the spanish journal of geriatrics), which generated 195 results and medes (medicine in spanish) with 84 results. the second strategy of controlled text was conducted in the pubmed database, returning the following findings: