Acta Herpetologica 18(1): 23-36, 2023 ISSN 1827-9635 (print) © Firenze University Press ISSN 1827-9643 (online) www.fupress.com/ah DOI: 10.36253/a_h-14050 Patterns of acoustic phenology in an anuran assemblage of the Yungas Andean forests of Argentina Martín Boullhesen1,2,*, Marcos Vaira1, Rubén Marcos Barquez2, Mauricio Sebastián Akmentins1 1 Instituto de Ecorregiones Andinas (INECOA), CONICET – UNJu. San Salvador de Jujuy, Argentina 2 Argentina b Instituto de Investigaciones de Biodiversidad Argentina (PIDBA), Facultad de Ciencias Naturales e Instituto Miguel Lillo, San Miguel de Tucumán, Argentina *Corresponing author. Email: m.boullhesen@conicet.gov.ar Submitted on: 2022, 7th December; revised on: 2023, 21st April; accepted on: 2023, 27th April Editor: Mattia Falaschi Abstract. Breeding seasons in anurans are usually noticed by their advertisement calls, which stand as the main signal emitted by males during their adult life. These calls are species-specific signals with multiple information and can be used to monitor anuran populations over extended time periods. Applying a Passive Acoustic Monitoring method (PAM), we described the acoustic breeding phenology of an anuran assemblage along an altitudinal elevation range in the Yungas Andean forests of Argentina. In addition, we propose a new classification scheme for their acoustic phenological strategies, based on the male’s calling records throughout an entire year. Also, we assessed the temporal and spectral niche overlap by the anuran species recorded. The assemblage was active throughout the entire year, with a higher concentration of calls recorded during the spring-summer season. We describe five distinct Acoustic Breed- ing Strategies based on the calling patterns of the recorded species. Temporal niche overlap was higher in the spring- summer season and in the lowest study site. The use of a PAM as a tool to monitor the advertisement calls in anurans communities could be a reliable technique to obtain different information about the species’ acoustic phenology and the temporal use of the acoustic communication channel. Keywords. Acoustic breeding strategies, acoustic phenology, advertisement calls, anurans, calling guilds, Passive Acoustic Monitoring. INTRODUCTION Advertisement calls are the main signals emitted by anurans during the breeding season (Wells, 2007). These species-specific features are mainly expressed by males, with some exceptions in females (e.g., the bullfrog Litho- bates catesbeianus) of certain species, and voiceless males like Rhinella gallardoi (Emerson and Boyd, 1999; Carrizo, 1992). Advertisement calls are considered key factors for mate selection (Márquez and Verrell, 1991; Gerhardt and Huber, 2002; Wells and Schwartz, 2007) and are used by receivers according to their temporal and spectral char- acteristics, both for identification and location of their potential pairs, as well as to recognize the quality of the emitter (Gerhardt and Schwartz, 2001; Mason, 2007). Thus, these signals are used in mate choice behaviour, transmitting several messages simultaneously (Candolin, 2003). In addition, due to their “species-specific” nature, these are used as a taxonomic character for species description and identification (Köhler et al., 2017). Thus, advertisement calls have been widely used in long-term monitoring programs (Bridges and Dorcas, 2000; Dor- cas et al., 2009; Llusia, 2013; Márquez et al., 2014; Mea- sey et al., 2016). The surveying of advertisement calls has proven to be a useful technique for detection and moni- toring of anuran species at large spatial scales (de Solla et 24 Martín Boullhesen et alii al., 2006), as well as for assessing population changes over time (Buckley and Beebee, 2004; Pieterson et al., 2006). These kinds of surveys can also provide valuable informa- tion about threatened species that breed in narrow time windows or display sporadic calling activity (Williams et al., 2013; Willacy et al., 2015; Akmentins and Boullhesen, 2020). The breeding phenology of anurans, monitored through their advertisement calls, can be explored at dif- ferent time scales, mainly in regions where seasonality shapes the extent, the start, and ending of their breed- ing activity (Weir and Mossman, 2005). Thereby, differ- ent species may have distinct daily and seasonal calling patterns (Cook et al., 2011; Yoo et al., 2012). Studying these calling patterns, can serve as a tool to define the core calling periods of the species recorded (Lemckert and Mahony, 2008), for which it is considered of utmost importance to increase the detection probability in anu- ran survey programs.  The use of automated record- ing devices for passive acoustic monitoring techniques (PAM) can add valuable information such as the acous- tic breeding patterns, as several species of anurans may breed simultaneously in different reproductive sites (Nel- son and Garcia, 2017; Duarte et al., 2019; Ulloa et al., 2019; Pérez-Granados et al., 2020). Amphibians are suffering alterations in their phe- nological patterns because of the increasingly frequent extreme climatic events caused by the global climate cri- sis (Lanno and Stiles, 2020). This is particularly concern- ing for the species distributed throughout the biodiversity hotspot of the tropical Andes of South America (Myers et al., 2000), which are severely affected by the conse- quences of climate change (Burrowes, 2008). In addition, in times of the global diversity crisis, amphibians are con- sidered the most affected groups among terrestrial verte- brates (Stuart et al., 2004; IUCN, 2023). Based on the temporal pattern of their breeding phenology, anurans have been historically classified into two discrete groups, as proposed by Wells (1977): explo- sive breeders and prolonged breeders. Although there is a behavioural continuum between these two extremes (Wells, 1977; 2007). Several works focused on better describing the breeding acoustic strategies that can be found in anuran species (Chen et al., 2023; Donnelly and Guyer, 1994; Forti et al., 2022; Huang et al., 2001; Prado et al., 2005; Prasad et al., 2022; Bertoluci and Rodrigues, 2002) but there is still missing information mainly for Neotropical anurans. Continuous monitoring of anu- ran advertisement calls along different spatial-temporal scales, can provide valuable information about the differ- ent breeding strategies displayed by each species within an assemblage (Moreira et al., 2007). The acoustic niche hypothesis (Krause, 1987) pro- poses that each individual elaborating messages through sound in each environment will present a partition in its spectral and temporal features, to avoid being masked by others (Krause, 1993). In species-rich assemblages from different clades, different strategies are expected to be present to avoid the competition in the acoustic commu- nication channel (Bertolucci and Rodrigues, 2002; Her- rick et al., 2018; Klump and Gerhardt, 1992). One way to minimize competition for the acoustic space is made effectively by segregating the niche in its temporal and spectral dimensions (Both and Grant, 2012; Sinsch et al., 2012; Guerra et al., 2020, Lima et al., 2019). The temporal segregation of the advertisement calls can be fundamental for the constitution of large anuran assemblages, mainly in breeding areas where several species vocalize simultane- ously (Drewry and Rand, 1983; Schwartz and Wells, 1983; Bertolucci and Rodrigues, 2002; Duarte et al., 2019).  The Yungas ecoregion is one of the most biodiverse environments in Argentina (Brown et al., 2006) har- bouring up to 40 species of anurans (modified from Lavilla and Heatwole, 2010). These subtropical montane forests are characterized by a steeped altitudinal gradi- ent described by phytogeographic stratums (Grau and Brown, 2000). The anuran assemblages that inhabit the subtropical montane forest of the Parque Nacional Cali- legua (PNC) within the Yungas ecoregion, was reported to present a wide range of temporal and spatial breed- ing patterns ranging from opportunistic to prolonged breeders (Vaira, 2002). However, these records of breed- ing activity were obtained based on regular monthly sur- veys lasting from 3 to 5 days carried out through active searches by visual and acoustic sampling (Vaira, 2002). The anuran assemblage of the PNC is composed by a few endemic species to the Yungas ecoregion and by numer- ous species with a wide distribution in Argentina and other South American countries (Lavilla, 2001; Vaira et al., 2017). In addition, a low number of studies aimed to describe and understand the complete acoustic breed- ing phenology over an entire year in neotropical anurans (Bertoluci and Rodrigues, 2002; Prado et al., 2005; Saenz et al., 2006). Therefore, there are still wide gaps of infor- mation about the daily and annual patterns of calling activity and the breeding acoustic phenology of the anu- ran species that conforms different assemblages inhabit- ing the Yungas forests.  A recent study suggests the use of PAM as an effec- tive technique to monitor the species of anurans in the Yungas forests (Boullhesen et al., 2021). In addition, with the implementation of a PAM program, researchers were able to discover hidden behavioural insights of pheno- logical activity, such as the nocturnal calling activity of a 25Patterns of acoustic phenology in anurans of the Yungas frog species inhabiting the Yungas forests, that was previ- ously considered as a strictly diurnal species (Pereyra et al., 2016). In this study, we describe the daily and annual pat- terns of calling activity of the anuran assemblages inhab- iting the Yungas Andean Forests using PAM. Further- more, we propose a new classification scheme for the acoustic breeding strategies used by different species of Neotropical anurans. Also, we aim to explore the occupa- tion level of the acoustic communication channel and to determine the  temporal overlap of the acoustic niche of this subtropical anuran assemblage. MATERIALS AND METHODS Study sites and data collection A PAM was carried out for 12 months (from Sep- tember 2017 to August 2018) along an altitudinal gradi- ent in the PNC, being the most representative portion of the Yungas ecoregion in Jujuy province, Argentina. The PNC harbours the phytogeographic strata described for the Yungas forests as well as different environments where anurans breed (Vaira, 2002). The study was car- ried out in the three main forest types described for the ecoregion: Premontane Lowland Forests (400 - 700 m a.s.l.) which is a semideciduous environment with a marked seasonality, the understory consists of dense bushes, herbs, ferns and lianas; Lower Montane Forests (700 - 1300 m a.s.l.) dominated by evergreen trees such as Juglans australis, Cedrella balansae and Enterolobium contortisiliquum; the Upper Temperate Montane For- ests (1500 – 2500 m a.s.l.) which is a primary old for- est dominated by trees from Myrtaceae family (Grau and Brown, 2000). The two upland forest types have marked- ly more moisture than the lower forest. Three automated recording units Song Meter 4 (Wildlife Acoustics Inc., Concord, Massachusetts), one per site were installed and programmed to record 3 minutes per hour (24/7) (Shi- rose et al., 1997; Márquez et al., 2014). Recordings were done in MONO channel using in-built low noise micro- phones and stored in 32GB SDXC Flash Cards in .WAV format. The recorders were placed at 1.5 m above ground in three sites: Premontane Forest (PF) (23°45’16.84”S; 64°50’59.35”W, 650 m a.s.l.), at the edge of a permanent pond with an approximate area of 1114 m2. The Lower Montane Forest (LMF) (23°41’36.84”S; 64°52’5.04”W, 1125 m a.s.l.), at the edge of a permanent stream and in Upper Montane Forest (UMF) (23°40’28.56”S; 64°53’44.15”W, 1750 m a.s.l.), attached to a tree near temporary ponds. Recorders were visited monthly to data download and battery replace. These locations are representative to the breeding areas used by the anuran assemblage of the region (Vaira, 2002). Data Analysis 13,485 recordings were listened corresponding to one day per week (= 224.75 hours) from the three study sites together throughout a year-round monitoring. Recordings were inspected manually by a trained specialist in anu- rans call recognition of Yungas forests (MB) in Raven Pro 1.5 (Bioacoustics Research Program, 2014) using a win- dow type = Hann, DFT size = 512 samples, and overlap = 50%. For the general description of the acoustic phenol- ogy of the anuran species recorded, the monitored year was divided in two seasons (six months each) marked by the regional climate as follows: A) spring-summer sea- son, corresponding to the period from September 2017 to March 2018. B) fall-winter season, corresponding to the period from March 2018 to September 2018. To describe the annual acoustic phenology, we used the classification of core calling periods proposed by Lemckert and Mahony (2008). This considers the core calling period for each species as the time-period con- taining > 90 % of the calling events. For these classifi- cations we considered the species with a total of ≥ 50 calling events records only. With the data of the calling events per-day recorded throughout the year-round study we conducted a bottom-up hierarchical cluster analy- sis using vegan and cluster R packages. For this analysis euclidean distance and complete method were employed after correlation checking of the cophenetic distance obtained with the original data used (>0.90). This analy- sis was implemented in free software R. To describe the daily and annual vocal activity of each species we adapted the classification proposed by Bridges and Dorcas (2000) as follows: 0 = no male vocal- izing; 1 = one male vocalizing; 2 = multiple males vocal- izing with the possibility of occasionally distinguishing single calls; 3 = multiple males vocalizing but unable to distinguish single calls. We considered each advertise- ment call detected from a recording as a “calling event”, since we could not assign a distinct call to an individual. Circular statistics was employed to describe and analyse the daily calling patterns (Jammalamadaka et al., 2001; Pewsey et al., 2013). Rayleigh test was applied to explore whether the population of circular data, from which a sample is drawn, differs from randomness (Wilkie, 1983). To explore temporal niche overlap in calling activity, we computed the Pianka (Pianka, 1973) and Czekanow- ski indices (Feinsinger et al., 1981) using the TimeOver- lap program (Castro-Arellano et al., 2010; Guerra, 2020). The Czekanowski index or Proportional Similarity Index 26 Martín Boullhesen et alii varies between 1 (widest amplitude of the niche where the population exploits the resources in proportion to their availability) and 0 (where the population special- izes in the rarest state of a resource and skip the other items).  Whereas the Pianka index can return values less than zero (allowing for a coexistence between species) or greater than one (promoting a competition between spe- cies). To characterize the use of the acoustic communica- tion channel in anurans recorded, the methodology pro- posed by Emmrich et al. (2020) was used according to their acoustic calls features where: Guild A = unmodulated simple call Guild B = modulated simple call Guild C = unmodulated pulsed call Guild D = modulated pulsed call Guild E = unmodulated pulsed multi-note call Guild F = uniform modulated pulsed multi-note call Guild G = non-modulated different multi-notes call Guild H = modulated different multi-notes call These guilds groups where previously visualized using clean calls from each species recorded with the see- wave package in R using a Hanning type windows, 75 % overlap and 1024 sample size (Fig. S1). RESULTS Annual Calling Periods A total of 3318 calling events of anuran species were recorded in the three study sites within the Cali- legua National Park (Fig. 1). We detected calling activ- ity throughout the entire year (Fig. 1), with a minimum of one species vocalizing in the driest months of July and August and a maximum of 16 species vocalizing simulta- neously during December (Fig. 1).  Most of the calls were recorded during the hottest and rainy period (spring-sum- mer seasons), with peaks of calling activity during Novem- ber, December, and January (Tables 1 and 2). Boana riojana was the only species recorded through- out the year-round monitored and presented high records in the fall-winter period (Fig. 1). Meanwhile, the rest of the species from Hylidae family were recorded calling over the spring-summer period (Fig. 1-2). Most of the species from Leptodactylidae family where recorded call- ing at spring-summer periods, with the summer period having the highest core calling periods. However, Pleu- rodema borellii presented peaks of calling activity in the fall-winter period (Fig. 1). The two toads of the genus Rhinella were registered calling during the early spring- summer period. Meanwhile Melanophryniscus rubrive- ntris was recorded vocalising in the spring-summer, but was also detected in the early dry-cold fall-winter period (Fig. 1). The direct development-frogs from Strabomanti- dae family presented calling records concentrated in the spring-summer period, mainly during the summer season (Fig. 1-2). The only arboreal specie from Phyllomedusidae family (P. boliviana) presented calling records concentrat- ed in the summer season (Fig. 1-2). Acoustic Breeding Strategies The cluster analysis revealed five different acoustic breeding strategies (Fig. 3): continuous breeders, pro- longed non-seasonal breeders, prolonged seasonal breed- ers, prolonged non-regular breeders, and sporadic sea- sonal breeders. A continuous breeding strategy was found in males of Boana riojana, who vocalized during all months of the year. A prolonged non-seasonal breeding pattern was observed in Pleurodema borelli, which started calling in spring-summer and continued through the fall-winter period. Prolonged seasonal breeders were clustered into two subgroups: prolonged-regular breeders called evenly spaced throughout the breeding season (spring - sum- mer period), presenting many calling events records; pro- longed non-regular breeders had a calling activity spaced throughout the summer season. Sporadic seasonal breed- ers were found in nine species belonging to five different families, which called sporadically during the spring- summer period only (Fig. 3). Daily calling patterns Species of the family Bufonidae presented highly contrasting daily calling patterns. Species of the genus Rhinella presented a mainly crepuscular and nocturnal calling pattern; R. arenarum presented a peak of activity at 20:00 h, while R. diptycha vocalised mainly between 20:00 h and 21.00 h (Rayleigh = 0.77; P = 0.0002; Ray- leigh = 0.93; P = 0.0001) (Table 1, Fig. 4). Meanwhile, Melanophryniscus rubriventris was mainly a diurnal spe- cies, with peaks of vocal activity at 06:00 h and 18:00 h (Rayleigh = 0.52; P <0.0001 (Table 1, Fig. 4). The species of the family Hylidae at the PF site recorded a mainly crepuscular-nocturnal vocal activity, although sporadic calling activity was detected during the day. Boana riojana was recorded at PF and at the LMF sites, at the PF site presented a mainly nocturnal calling activity, with peaks of vocal activity at 01:00 h and 03:00 h; meanwhile, at the LMF site, with a higher number of records, presented a mainly nocturnal calling pattern, 27Patterns of acoustic phenology in anurans of the Yungas but also with diurnal vocalizations (Table 1, Rayleigh = 0.8; P < 0.0001). Dendropsophus nanus presented a cre- puscular-nocturnal vocal activity, with separated activity peaks at 20:00 h, 21:00 h, and 05:00 h (Rayleigh = 0.65; P <0.0001). Scinax fuscovarius presented a calling pattern mainly crepuscular and nocturnal, with a peak of records at 22:00 h and 06:00 h, but also presented vocalizations during the day at 14:00 and 17:00 h (Rayleigh = 0.42, P <0. 0001). By the other hand, S. nasicus presented a more sporadic and nocturnal vocal activity, with peaks at 22:00 h and 23:00 h (Rayleigh = 0.8, P = 0.005). Trachycephalus typhonius had a mainly crepuscular activity, with a peak of activity at 20:00 h, and was also recorded calling dur- ing the day at 14:00 h (Rayleigh = 0.59, P = 0.007). Fig. 1. Total number of calling events recorded for anuran species in the Parque Nacional Calilegua spanning the three sites together. Grey squares indicate calling activity. Dark squares indicate core calling periods. Fig. 2. Records of calling activity in the anuran assemblage of the Parque Nacional Calilegua. Black cells = maximum call events registered (3). Grey cells = medium calling events registered (2). Light cells = minimum callings events registered (1). PF = premontane forest; LMF = lower montane forest; UMP = upper montane forest. 28 Martín Boullhesen et alii Fig. 3. Dendrogram showing the bottom-up hierarchical cluster analysis in the species recorded at the Parque Nacional Calilegua. Colours represent the five acoustic breeding strategies obtained. Table 1. Circular statistics for the anuran species recorded in the study sites. Mu = trigonometric moment; rho = length; sd = standard deviation; cos = cosine; sin = sine; p = order; n = number of calling events; Rayleigh = Rayleigh uniformity test; P value = confidence value. Species mu sd rho cos sin P n Rayleigh test p value Boana riojana (PF) 6.08º 0.66º 0.38 0.38 -0.008 2 100 0.8 <0.0001 B. riojana (LMF) 6.25º 0.98º 0.15 0.15 -0.01 2 337 0.6 <0.0001 Dendropsophus nanus 0.51º 0.92º 0.15 0.02 0.15 2 167 0.65 <0.0001 Leptodactylus apepyta 4.13º 0.74º 0.33 0.29 0.15 2 50 0.75 <0.0001 L. macrosternum 5.14º 1.01º 0.17 0.17 0.02 2 127 0.59 <0.0001 L. elenae 6.49º 0.86º 0.14 0.14 -0.01 2 130 0.68 <0.0001 L. fuscus 8.89º 0.89º 0.21 0.15 -0.14 2 59 0.66 <0.0001 L. gracilis 6.9º 0.85º 0.08 0.08 -0.02 2 13 0.69 0.0009 L. latinasus -0.4º 0.77º 0.74 -0.07 0.73 2 115 0.74 <0.0001 Melanophryniscus rubriventris 12.43º 1.13º 0.05 -0.006 -0.05 2 67 0.52 <0.001 Physalaemus cuqui 5.77º 0.98º 0.02 0.02 0.001 2 212 0.61 <0.0001 Phyllomedusa boliviana 5.52º 0.64º 0.4 0.39 0.04 2 107 0.81 <0.0001 Pleurodema borellii 10.6º 1.35º 0.089 0.031 -0.08 2 96 0.39 <0.0001 Oreobates barituensis 13.85º 1.16º 0.18 -0.08 -0.016 2 31 0.5 0.0002 O. berdemenos 15.39º 1.53º 0.07 -0.05 -0.04 2 167 0.3 <0.001 Rhinella arenarum 4.22º 0.71º 0.43 0.39 0.19 2 12 0.77 0.0002 R. diptycha 5.93º 0.35º 0.77 0.77 0.01 2 6 0.93 0.001 Scinax fuscovarius 1.13º 1.3º 0.2 0.06 0.19 2 77 0.42 <0.0001 S. nasicus 4.23º 0.65º 0.6 0.54 0.27 2 7 0.8 0.005 Trachycephalus typhonius 5.38º 1.01º 0.079 0.078 0.012 2 13 0.59 0.007 29Patterns of acoustic phenology in anurans of the Yungas Fig. 4. Rose diagrams showing daily calling activity of recorded species in the study sites. Dotted lines = Kernel data distribution. Strabomantidae 30 Martín Boullhesen et alii The species of the family Strabomantidae presented a daily vocal pattern but was mainly crepuscular-nocturnal. Oreobates barituensis presented a sporadic pattern dur- ing the day with records of calls from 17:00 h to 20:00 h, with a peak of vocal activity at 05:00 h (Rayleigh = 0.5; P <0.0002) (Table 1, Fig. 4). Oreobates berdemenos present- ed markedly crepuscular-nocturnal vocal activity with a peak of vocal activity between 05:00 h and 06:00 h but was recorded vocalizing continuously during the 24 hs of the day (Rayleigh = 0.3; P <0.0001). Species of the family Leptodactylidae presented a mostly crepuscular-nocturnal daily vocal pattern, but records of calling activity were also detected during the day for some species. Leptodactylus apepyta began to vocalize at 19:00 h in the evening and peaked at 20:00 h and at 21:00 h (Rayleigh = 0.75; P <0.0001). Leptodactylus macrosternum presented a mainly nocturnal calling activ- ity with a peak between 24:00 and 01:00 h but also was recorded calling during the daytime, frequently between 06:00 h and 08:00 h (Rayleigh = 0.59; P <0. 0001). Lep- todactylus elenae called mainly at night, presenting peaks of calling activity at 22:00 h and at 01:00 h (Rayleigh = 0.68; P <0.0001). Leptodatylus fuscus presented a mainly nocturnal vocal activity, with sporadic peaks at 21:00 h and between 05:00 h and 06:00 h, with sporadic records during the daytime (Rayleigh = 0.66, P <0.0001). Lepto- dactylus gracilis was recorded even more sporadically, mainly at twilight, with a peak at 20:00 h (Rayleigh = 0.69; P = 0.0009). Leptodactylus latinasus presented a twilight-nocturnal vocal activity, beginning to call at 19:00 h, with extensive records during the last hours of the night and a peak of calling activity at 20:00 h (Ray- leigh = 0.74; P <0.0001) (Table 1, Fig. 4). Phyllomedusa boliviana, an arboreal species, presented a strictly noctur- nal vocal activity, with records of calls at 21:00 h and at 02:00 h, and a peak of calling at 22:00 h (Rayleigh = 0.81; P <0.0001) (Table 1, Fig. 4). Temporal niche overlap The annual temporal niche overlap, and the spring- summer season overlap of the recorded species, was moderately high at PF site according to Pianka’s index. According to the Czekanowski’s index, the use of the temporal acoustic space was equitable (Czekanowski ~ 0.5) in the species assemblage recorded at the same site, both for the entire year and during the highest records of vocal activity in spring-summer season (Table 2). Mean- while, the temporal niche overlap was lower in the LMF and UMF sites (Table 2), according to the Pianka’s index (Table 2). In addition, the time niche overlap during the fall-winter season was moderate at LMF, according to the Pianka’s index (Table 2). According to the Czekanowski’s index, a temporal niche overlap was found to be greater than that expected by chance (coincident activity) in the spring-summer period in the species that vocalize at the LMF site (Table 2). Calling guilds Six different calling guilds were recorded based on their advertisement calls features (Table 3; Fig. S1). Lep- todactylus apepyta, was the only representative of the call- ing guild “A”; L. elenae, L. fuscus, L. latinasus, Physalae- mus cuqui and Trachycephalus typhonius, were framed within the calling guild “B”. Rhinella arenarum and R. dypticha were part of the guild “D”. Oreobates barituensis Table 2. Temporal acoustic niche overlap recorded in the study sites. Czekanowski index (0-1); Pianka index (0-1). Site Period Czekanowski p-value Pianka p-value PF Annual 0.51 < 0.001 0.62 < 0.001 LMF Annual 0.26 0.003 0.37 0.005 UMF Annual 0.38 1.12 0.42 0.041 PF Spring-Summer 0.51 < 0.001 0.61 < 0.001 LMF Spring-Summer 0.31 0.003 0.4 0.007 UMF Spring-Summer 0.38 1.12 0.42 0.041 PF Fall-Winter 0.12 0.13 0.21 0.1 LMF Fall-Winter 0.42 0.051 0.59 0.054 UMF Fall-Winter - - - - Table 3. Calling guilds recorded along an altitude gradient within the Parque Nacional Calilegua, Argentina: permanent pond in the premontane forest (PF, 650 m a.s.l.), permanent stream in lower montane Forest (LMF, 1125 m a.s.l.), and upper montane for- est (UMF, 1750 m a.s.l.). Total number of species recorded n = 19. Guild A = unmodulated simple call; Guild B = modulated simple call; Guild C = unmodulated pulsed call; Guild D = modulated pulsed call; Guild E = unmodulated pulsed multi-note call; Guild F = uniform modulated pulsed multi-note call; Guild G = non- modulated different multi-notes call; Guild H = modulated different multi-notes call. Guilds N° of recorded species Percent PF LMF UMF A 1 5.26 % 1 - - B 5 26.31 % 5 - - C - - - - - D 2 10.52 % 2 - - E 1 5.26 % 1 1 - F 8 42.10 % 7 2 1 G 2 10.52 % 1 - 1 H - - - - - 31Patterns of acoustic phenology in anurans of the Yungas was the only representative of the calling guild “E”. Boa- na riojana, Dendropsophus nanus, L. gracilis, Oreobates berdemenos, Phyllomedusa boliviana, Pleurodema borel- lii, Scinax fuscovarius, S. nasicus were part of the largest recorded group, the calling guild “F”. Leptodactylus mac- rosternum and Melanophryniscus rubriventris formed the calling guild “G”. DISCUSSION In this study, the calling phenology of anuran species was described at a fine timescale (hourly and daily) and quantitatively assessed along an altitudinal gradient in three Andean Montane Forest ecosystems of the Yungas ecoregion, within the PNC. This level of detail enabled us to propose a new classification scheme of acoustic breed- ing strategies according to the time spent by each species calling throughout a year. Previous breeding strategies classification schemes were used to describe the breeding patterns of anu- ran species in the Parque Nacional Calilegua, follow- ing Duellman and Trueb (1986). Following this previous classification scheme only two breeding strategies were recorded for the entire species assemblage in this pro- tected area (Vaira, 2002). Prado et al. (2005) described three reproductive activity patterns for a diverse anu- ran assemblage in a floodplain in the Pantanal region of Brazil. With the use of automatic recorders Saenz et al. (2006) were able to classify the anuran breeding activity patterns in: explosive breeders, winter breeders, summer breeders and continuous breeders depending on the core calling period recorded. Kopp et al. (2010) identified up to four distinct anuran reproductive patterns recorded by 13 visual encounter surveys in the Cerrado of Brazil. In this study, with the implementation of a PAM over an entire year we were able to identify five distinct breeding acoustic patterns and provide a novel, standardized clas- sification framework, so that it can be tested in other eco- systems. The great majority of the species recorded in this study showed a markedly seasonal breeding acoustic pat- tern, with their core calling periods centred during the spring-summer season in agreement with the warm and rainy season. These records were also reported by a pre- vious study conducted on the same assemblage 20 years ago (Vaira, 2002). However, we now provide a detailed acoustic breeding phenology of the anuran species inhab- iting three phytogeographical strata of the Yungas Ande- an Forest. The marked seasonal acoustic pattern might be related to the breeding behaviour present in these species that mainly use lentic waterbodies for their reproduction, with free-living tadpoles (Vaira et al., 2002; Pereyra et al., 2018; Boullhesen et al., 2019). Strictly sporadic seasonal breeders were found in the families Bufonidae, Leptodactylidae, and Strabomanti- dae, with one to four calling events per month. The call- ing activity recorded for sporadic-breeding species in a tropical forest of Guyana lasted between one and three consecutive nights (Gottsberger and Gruber, 2004). The records of calls from explosive breeders were in coin- cidence with the warm and rainy period of the study. The calling activity of explosive breeders has been docu- mented to correlate positively with temperature and rain- fall cues in tropical anuran assemblages that use ephem- eral ponds (Ulloa et al., 2019). Similarly, another study described the explosive breeders to call in the rainy sea- son in the Pantanal of Brazil (Prado et al., 2005). Prolonged seasonal breeders were the most repre- sentative groups in the study area. In another study along an altitudinal gradient of Brazil this reproductive pattern was also predominant among anuran species whose call- ing activity was recorded for 6 months (Arzabe, 1999). These temporal reproductive patterns agreed with oth- ers already reported for the Yungas forests (Vaira, 2002; Akmentins et al., 2015; Pereyra et al., 2018). The spe- cies of the family Leptodactylidae are mainly prolonged breeders, calling throughout the night and with sporadic calling activity during the day in representatives of the genus: Leptodactylus, Physalaemus, and Pleurodema (Vai- ra, 2002; Camurugi et al., 2017; Boullhesen et al., 2019). However, it should be noted that certain species of the family such as Leptodactylus fuscus were characterized as mainly nocturnal in other ecoregions (Lucas et al., 2008; Guerra et al., 2020), although they showed an extended pattern of calling activity in daylight time recorded by a PAM in the Yungas ecoregion (Boullhesen et al., 2019). Our work provides novel information about the acous- tic phenology patterns of a recently described species, L. apepyta, calling in the summer season showing a cre- puscular-nocturnal activity where males vocalize outside subterranean nests that they built near the edge of tem- porary ponds (Schneider et al., 2019). The tree frog Boana riojana was the only continu- ous breeder recorded in the study area calling through- out  every month of the year. Duellman (1970) suggested that the hylids of Central America reproduce continuous- ly throughout the year if the environmental conditions are favourable. In addition, these records may, in turn, be linked to the characteristics of the monitored site. For example, the site LMF is characterized by abundant vegetation (evergreen forest) and a permanent mountain stream, providing optimal conditions for B. riojana to vocalise and breed throughout the entire year. In other 32 Martín Boullhesen et alii species of this genus, a continuous breeding strategy has been suggested to correlate with adult male gravid and post metamorphic females’ abundance recorded through- out a year of survey (Hiert and Moura, 2010). Previous research suggested that the members of the family Hyli- dae have a crepuscular-nocturnal vocal activity (Guerra et al., 2020). However, our PAM study showed that B. riojana also calls during daylight, thus suggesting a more plastic calling behaviour in this species. There are reports of diurnal movement in species of the genus Boana in temperate forests of Brazil (de Oliveira et al., 2016). Therefore, it is interesting to explore the vocal repertoire of B. riojana, to determine if these daytime vocaliza- tions correspond to advertisements calls or other types of vocalizations, such as territorial interactions or rain calls (Toledo et al., 2015).  The anuran assemblage recorded in this study pre- sented a slight temporal acoustic niche overlap (time spent calling), mainly in the site with the highest diver- sity of species (PF). In addition, the temporal overlap of advertisement calls detected during the spring-summer period in the LMF site is remarkable. These results are in contrast with those reported for congeneric syntopic species that reproduce in permanent water bodies in the Cerrado savanna of Brazil (Guerra et al., 2020). The high diversity of species that compose the assemblages of the Yungas forests (Lavilla and Heatwole, 2010; Vaira et al., 2017), suggests that in places where several spe- cies reproduce simultaneously, the greatest diversity of calling patterns should be found to avoid being masked by others (Bertoluci and Rodrigues, 2002; Herrick et al., 2018; Klump and Gerhardt, 1992). The classification of advertisement calls of anurans, according to their spectral parameters in guilds, enables the comparison between groups of species to be faster and easier (Emmrich et al., 2020). This variety of acoustic strategies can be seen reflected in the calling guilds diversity detected in this study, mainly in the assemblage belonging to the PF site, with a total of five calling guilds recorded. Nevertheless, the calling guild with modulated pulsed multi-note calls was the most representative of the study, and unlike other guilds detected where there is a strong phylogenetic sig- nal, this guild is made up of species from five different families. This observed pattern may conform with the Public Information Theory where anuran species with different phylogenetic relatedness elaborate advertisement calls with similar acoustics features (Danchin et al, 2004; Goodale et al., 2010; Sugai et al., 2021). In this sense, the anuran species belonging to different lineages could be using the same venue for information to determine the optimal conditions to breed. Thus, enabling an inadvert- ent social information resource available and driving the species to use similar acoustic traits (Danching et al., 2004; Goodale et al., 2010).  The PAM employed in this study allowed us to describe in detail the acoustic reproductive patterns in an anuran assemblage in the mountain forests of the south- ern Yungas of north-western Argentina. This informa- tion made it possible to extend the previous knowledge regarding the calling activity of the species, contributing quantitatively to a better knowledge of a key aspect in the life history for each species recorded (calling activity), and to add new data for several secretive species. In addition, it was possible to better character- ize the variety of calling breeding strategies of the spe- cies recorded and, describe a standardized classification scheme to be tested in other ecosystems employing PAM method. In addition, we were able to access precise infor- mation on the temporal daily and seasonal acoustic dis- tribution of the recorded anuran assemblage. This data is valuable and may be of great importance for imple- menting monitoring programs of anuran diversity in the Andean regions of South America in the current context of climate crisis. ACKNOWLEDGMENTS We thank Dirección Regional Noroeste of the Administración de Parques Nacionales (APN DRNOA) for providing MB with the research permits in the Cali- legua National Park (118/2017 Rnv. 1). We thank The Rufford Foundation for awarding MB a Rufford Small Grant (Project ID- 22246-1). We thank CONICET for a full scholarship awarded to MB. The present work was partially supported by PIO CONICET 094 and PUE INE- COA 22920170100027CO. SUPPLEMENTARY MATERIAL Supplementary material associated with this article can be found at manuscript number 14050. REFERENCES Akmentins, M.S., Pereyra, L.C., Sanabria, E.A., Vaira, M. 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