id sid tid token lemma pos iassist-647 1 1 iassist iassist VERB iassist-647 1 2 quarterly quarterly ADJ iassist-647 1 3 spring spring NOUN iassist-647 1 4 summer summer NOUN iassist-647 1 5 2009 2009 NUM iassist-647 1 6 23 23 NUM iassist-647 1 7 by by ADP iassist-647 1 8 metadata metadata NOUN iassist-647 1 9 creation creation NOUN iassist-647 1 10 , , PUNCT iassist-647 1 11 transformation transformation NOUN iassist-647 1 12 and and CCONJ iassist-647 1 13 discovery discovery NOUN iassist-647 1 14 for for ADP iassist-647 1 15 social social ADJ iassist-647 1 16 science science NOUN iassist-647 1 17 data datum NOUN iassist-647 1 18 management management NOUN iassist-647 1 19 : : PUNCT iassist-647 1 20 the the DET iassist-647 1 21 dames dame NOUN iassist-647 1 22 project project NOUN iassist-647 1 23 infrastructure infrastructure NOUN iassist-647 1 24 abstract abstract NOUN iassist-647 1 25 this this DET iassist-647 1 26 paper paper NOUN iassist-647 1 27 discusses discuss VERB iassist-647 1 28 the the DET iassist-647 1 29 use use NOUN iassist-647 1 30 of of ADP iassist-647 1 31 metadata metadata NOUN iassist-647 1 32 , , PUNCT iassist-647 1 33 underpinned underpin VERB iassist-647 1 34 by by ADP iassist-647 1 35 ddi ddi PROPN iassist-647 1 36 ( ( PUNCT iassist-647 1 37 data datum NOUN iassist-647 1 38 documentation documentation NOUN iassist-647 1 39 initiative initiative NOUN iassist-647 1 40 ) ) PUNCT iassist-647 1 41 , , PUNCT iassist-647 1 42 to to PART iassist-647 1 43 support support VERB iassist-647 1 44 social social ADJ iassist-647 1 45 science science NOUN iassist-647 1 46 data datum NOUN iassist-647 1 47 management management NOUN iassist-647 1 48 . . PUNCT iassist-647 2 1 social social ADJ iassist-647 2 2 science science PROPN iassist-647 2 3 data datum NOUN iassist-647 2 4 management management NOUN iassist-647 2 5 refers refer VERB iassist-647 2 6 broadly broadly ADV iassist-647 2 7 to to ADP iassist-647 2 8 the the DET iassist-647 2 9 discovery discovery NOUN iassist-647 2 10 , , PUNCT iassist-647 2 11 preparation preparation NOUN iassist-647 2 12 , , PUNCT iassist-647 2 13 and and CCONJ iassist-647 2 14 manipulation manipulation NOUN iassist-647 2 15 of of ADP iassist-647 2 16 social social ADJ iassist-647 2 17 science science NOUN iassist-647 2 18 data datum NOUN iassist-647 2 19 for for ADP iassist-647 2 20 the the DET iassist-647 2 21 purposes purpose NOUN iassist-647 2 22 of of ADP iassist-647 2 23 research research NOUN iassist-647 2 24 and and CCONJ iassist-647 2 25 analysis analysis NOUN iassist-647 2 26 . . PUNCT iassist-647 3 1 typical typical ADJ iassist-647 3 2 tasks task NOUN iassist-647 3 3 include include VERB iassist-647 3 4 recoding recode VERB iassist-647 3 5 variables variable NOUN iassist-647 3 6 within within ADP iassist-647 3 7 a a DET iassist-647 3 8 dataset dataset NOUN iassist-647 3 9 , , PUNCT iassist-647 3 10 and and CCONJ iassist-647 3 11 linking link VERB iassist-647 3 12 data datum NOUN iassist-647 3 13 from from ADP iassist-647 3 14 different different ADJ iassist-647 3 15 sources source NOUN iassist-647 3 16 . . PUNCT iassist-647 4 1 a a DET iassist-647 4 2 description description NOUN iassist-647 4 3 is be AUX iassist-647 4 4 given give VERB iassist-647 4 5 of of ADP iassist-647 4 6 the the DET iassist-647 4 7 dames dame NOUN iassist-647 4 8 project project NOUN iassist-647 4 9 ( ( PUNCT iassist-647 4 10 data datum NOUN iassist-647 4 11 management management NOUN iassist-647 4 12 through through ADP iassist-647 4 13 e e NOUN iassist-647 4 14 - - ADJ iassist-647 4 15 social social ADJ iassist-647 4 16 science science NOUN iassist-647 4 17 ) ) PUNCT iassist-647 4 18 , , PUNCT iassist-647 4 19 a a DET iassist-647 4 20 uk uk PROPN iassist-647 4 21 project project NOUN iassist-647 4 22 which which PRON iassist-647 4 23 is be AUX iassist-647 4 24 building build VERB iassist-647 4 25 resources resource NOUN iassist-647 4 26 and and CCONJ iassist-647 4 27 services service NOUN iassist-647 4 28 to to PART iassist-647 4 29 support support VERB iassist-647 4 30 quantitative quantitative ADJ iassist-647 4 31 social social ADJ iassist-647 4 32 science science NOUN iassist-647 4 33 data datum NOUN iassist-647 4 34 management management NOUN iassist-647 4 35 activities activity NOUN iassist-647 4 36 . . PUNCT iassist-647 5 1 dames dame NOUN iassist-647 5 2 provides provide VERB iassist-647 5 3 generic generic ADJ iassist-647 5 4 facilities facility NOUN iassist-647 5 5 for for ADP iassist-647 5 6 performing perform VERB iassist-647 5 7 ( ( PUNCT iassist-647 5 8 and and CCONJ iassist-647 5 9 recording recording NOUN iassist-647 5 10 ) ) PUNCT iassist-647 5 11 operations operation NOUN iassist-647 5 12 on on ADP iassist-647 5 13 data datum NOUN iassist-647 5 14 . . PUNCT iassist-647 6 1 specific specific ADJ iassist-647 6 2 resources resource NOUN iassist-647 6 3 include include VERB iassist-647 6 4 support support NOUN iassist-647 6 5 for for ADP iassist-647 6 6 analysis analysis NOUN iassist-647 6 7 through through ADP iassist-647 6 8 micro micro NOUN iassist-647 6 9 - - NOUN iassist-647 6 10 simulation simulation NOUN iassist-647 6 11 , , PUNCT iassist-647 6 12 and and CCONJ iassist-647 6 13 support support NOUN iassist-647 6 14 for for ADP iassist-647 6 15 access access NOUN iassist-647 6 16 to to ADP iassist-647 6 17 specialist specialist ADJ iassist-647 6 18 data datum NOUN iassist-647 6 19 on on ADP iassist-647 6 20 occupations occupation NOUN iassist-647 6 21 , , PUNCT iassist-647 6 22 educational educational ADJ iassist-647 6 23 qualifications qualification NOUN iassist-647 6 24 , , PUNCT iassist-647 6 25 measures measure NOUN iassist-647 6 26 of of ADP iassist-647 6 27 ethnicity ethnicity NOUN iassist-647 6 28 and and CCONJ iassist-647 6 29 immigration immigration NOUN iassist-647 6 30 , , PUNCT iassist-647 6 31 social social ADJ iassist-647 6 32 care care NOUN iassist-647 6 33 , , PUNCT iassist-647 6 34 and and CCONJ iassist-647 6 35 mental mental ADJ iassist-647 6 36 health health NOUN iassist-647 6 37 . . PUNCT iassist-647 7 1 the the DET iassist-647 7 2 dames dame NOUN iassist-647 7 3 project project NOUN iassist-647 7 4 tools tool NOUN iassist-647 7 5 and and CCONJ iassist-647 7 6 services service NOUN iassist-647 7 7 can can AUX iassist-647 7 8 generate generate VERB iassist-647 7 9 , , PUNCT iassist-647 7 10 use use NOUN iassist-647 7 11 , , PUNCT iassist-647 7 12 transform transform NOUN iassist-647 7 13 , , PUNCT iassist-647 7 14 and and CCONJ iassist-647 7 15 search search NOUN iassist-647 7 16 metadata metadata NOUN iassist-647 7 17 that that PRON iassist-647 7 18 describe describe VERB iassist-647 7 19 social social ADJ iassist-647 7 20 science science NOUN iassist-647 7 21 datasets dataset NOUN iassist-647 7 22 ( ( PUNCT iassist-647 7 23 including include VERB iassist-647 7 24 microdata microdata NOUN iassist-647 7 25 from from ADP iassist-647 7 26 social social ADJ iassist-647 7 27 survey survey NOUN iassist-647 7 28 datasets dataset NOUN iassist-647 7 29 and and CCONJ iassist-647 7 30 aggregate aggregate ADJ iassist-647 7 31 - - PUNCT iassist-647 7 32 level level NOUN iassist-647 7 33 macrodata macrodata NOUN iassist-647 7 34 ) ) PUNCT iassist-647 7 35 . . PUNCT iassist-647 8 1 on on ADP iassist-647 8 2 dames dame NOUN iassist-647 8 3 , , PUNCT iassist-647 8 4 these these DET iassist-647 8 5 metadata metadata NOUN iassist-647 8 6 are be AUX iassist-647 8 7 described describe VERB iassist-647 8 8 by by ADP iassist-647 8 9 various various ADJ iassist-647 8 10 standards standard NOUN iassist-647 8 11 including include VERB iassist-647 8 12 ddi ddi PROPN iassist-647 8 13 version version NOUN iassist-647 8 14 2 2 NUM iassist-647 8 15 , , PUNCT iassist-647 8 16 ddi ddi PROPN iassist-647 8 17 version version NOUN iassist-647 8 18 3 3 NUM iassist-647 8 19 , , PUNCT iassist-647 8 20 jsdl jsdl NOUN iassist-647 8 21 ( ( PUNCT iassist-647 8 22 job job NOUN iassist-647 8 23 submission submission NOUN iassist-647 8 24 definition definition NOUN iassist-647 8 25 language language NOUN iassist-647 8 26 ) ) PUNCT iassist-647 8 27 , , PUNCT iassist-647 8 28 and and CCONJ iassist-647 8 29 the the DET iassist-647 8 30 purpose purpose NOUN iassist-647 8 31 - - PUNCT iassist-647 8 32 designed design VERB iassist-647 8 33 jfdl jfdl NOUN iassist-647 8 34 ( ( PUNCT iassist-647 8 35 job job NOUN iassist-647 8 36 flow flow NOUN iassist-647 8 37 definition definition NOUN iassist-647 8 38 language language NOUN iassist-647 8 39 ) ) PUNCT iassist-647 8 40 . . PUNCT iassist-647 9 1 the the DET iassist-647 9 2 paper paper NOUN iassist-647 9 3 describes describe VERB iassist-647 9 4 how how SCONJ iassist-647 9 5 dames dame NOUN iassist-647 9 6 uses use VERB iassist-647 9 7 metadata metadata NOUN iassist-647 9 8 with with ADP iassist-647 9 9 a a DET iassist-647 9 10 range range NOUN iassist-647 9 11 of of ADP iassist-647 9 12 resources resource NOUN iassist-647 9 13 that that PRON iassist-647 9 14 are be AUX iassist-647 9 15 integrated integrate VERB iassist-647 9 16 with with ADP iassist-647 9 17 a a DET iassist-647 9 18 job job NOUN iassist-647 9 19 execution execution NOUN iassist-647 9 20 infrastructure infrastructure NOUN iassist-647 9 21 , , PUNCT iassist-647 9 22 a a DET iassist-647 9 23 web web NOUN iassist-647 9 24 portal portal NOUN iassist-647 9 25 , , PUNCT iassist-647 9 26 and and CCONJ iassist-647 9 27 a a DET iassist-647 9 28 tool tool NOUN iassist-647 9 29 for for ADP iassist-647 9 30 data datum NOUN iassist-647 9 31 fusion fusion NOUN iassist-647 9 32 . . PUNCT iassist-647 10 1 1 1 X iassist-647 10 2 . . X iassist-647 10 3 introduction introduction NOUN iassist-647 10 4 this this DET iassist-647 10 5 paper paper NOUN iassist-647 10 6 discusses discuss VERB iassist-647 10 7 the the DET iassist-647 10 8 use use NOUN iassist-647 10 9 of of ADP iassist-647 10 10 metadata metadata NOUN iassist-647 10 11 within within ADP iassist-647 10 12 the the DET iassist-647 10 13 infrastructural infrastructural ADJ iassist-647 10 14 provisions provision NOUN iassist-647 10 15 of of ADP iassist-647 10 16 the the DET iassist-647 10 17 uk uk PROPN iassist-647 10 18 - - PUNCT iassist-647 10 19 based base VERB iassist-647 10 20 dames dame NOUN iassist-647 10 21 project project NOUN iassist-647 10 22 ( ( PUNCT iassist-647 10 23 data datum NOUN iassist-647 10 24 management management NOUN iassist-647 10 25 through through ADP iassist-647 10 26 e e ADJ iassist-647 10 27 - - ADJ iassist-647 10 28 social social ADJ iassist-647 10 29 science science NOUN iassist-647 10 30 , , PUNCT iassist-647 10 31 www.dames www.dames PROPN iassist-647 10 32 . . PUNCT iassist-647 10 33 org.uk org.uk NUM iassist-647 10 34 ) ) PUNCT iassist-647 10 35 . . PUNCT iassist-647 11 1 the the DET iassist-647 11 2 remit remit NOUN iassist-647 11 3 of of ADP iassist-647 11 4 this this DET iassist-647 11 5 project project NOUN iassist-647 11 6 is be AUX iassist-647 11 7 described describe VERB iassist-647 11 8 , , PUNCT iassist-647 11 9 along along ADP iassist-647 11 10 with with ADP iassist-647 11 11 the the DET iassist-647 11 12 requirements requirement NOUN iassist-647 11 13 for for ADP iassist-647 11 14 data data NOUN iassist-647 11 15 services service NOUN iassist-647 11 16 and and CCONJ iassist-647 11 17 the the DET iassist-647 11 18 role role NOUN iassist-647 11 19 of of ADP iassist-647 11 20 metadata metadata NOUN iassist-647 11 21 in in ADP iassist-647 11 22 this this DET iassist-647 11 23 work work NOUN iassist-647 11 24 . . PUNCT iassist-647 12 1 a a DET iassist-647 12 2 review review NOUN iassist-647 12 3 [ [ X iassist-647 12 4 1 1 X iassist-647 12 5 ] ] PUNCT iassist-647 12 6 has have AUX iassist-647 12 7 been be AUX iassist-647 12 8 conducted conduct VERB iassist-647 12 9 of of ADP iassist-647 12 10 existing exist VERB iassist-647 12 11 social social ADJ iassist-647 12 12 science science NOUN iassist-647 12 13 metadata metadata NOUN iassist-647 12 14 standards standard NOUN iassist-647 12 15 of of ADP iassist-647 12 16 relevance relevance NOUN iassist-647 12 17 to to ADP iassist-647 12 18 the the DET iassist-647 12 19 dames dame NOUN iassist-647 12 20 project project NOUN iassist-647 12 21 . . PUNCT iassist-647 13 1 this this PRON iassist-647 13 2 concludes conclude VERB iassist-647 13 3 that that SCONJ iassist-647 13 4 ddi ddi PROPN iassist-647 13 5 ( ( PUNCT iassist-647 13 6 data data NOUN iassist-647 13 7 documentation documentation NOUN iassist-647 13 8 initiative initiative NOUN iassist-647 13 9 [ [ X iassist-647 13 10 12 12 NUM iassist-647 13 11 ] ] PUNCT iassist-647 13 12 ) ) PUNCT iassist-647 13 13 is be AUX iassist-647 13 14 the the DET iassist-647 13 15 obvious obvious ADJ iassist-647 13 16 standard standard NOUN iassist-647 13 17 with with ADP iassist-647 13 18 which which PRON iassist-647 13 19 to to PART iassist-647 13 20 coordinate coordinate VERB iassist-647 13 21 the the DET iassist-647 13 22 use use NOUN iassist-647 13 23 of of ADP iassist-647 13 24 social social ADJ iassist-647 13 25 science science NOUN iassist-647 13 26 metadata metadata NOUN iassist-647 13 27 . . PUNCT iassist-647 14 1 the the DET iassist-647 14 2 authors author NOUN iassist-647 14 3 also also ADV iassist-647 14 4 observed observe VERB iassist-647 14 5 that that SCONJ iassist-647 14 6 the the DET iassist-647 14 7 transition transition NOUN iassist-647 14 8 from from ADP iassist-647 14 9 ddi ddi PROPN iassist-647 14 10 version version NOUN iassist-647 14 11 2 2 NUM iassist-647 14 12 to to PART iassist-647 14 13 ddi ddi VERB iassist-647 14 14 version version NOUN iassist-647 14 15 3 3 NUM iassist-647 14 16 supported support VERB iassist-647 14 17 many many ADJ iassist-647 14 18 additional additional ADJ iassist-647 14 19 metadata metadata NOUN iassist-647 14 20 structures structure NOUN iassist-647 14 21 which which PRON iassist-647 14 22 in in ADP iassist-647 14 23 principle principle NOUN iassist-647 14 24 would would AUX iassist-647 14 25 assist assist VERB iassist-647 14 26 in in ADP iassist-647 14 27 the the DET iassist-647 14 28 documentation documentation NOUN iassist-647 14 29 of of ADP iassist-647 14 30 social social ADJ iassist-647 14 31 science science NOUN iassist-647 14 32 datasets dataset NOUN iassist-647 14 33 relevant relevant ADJ iassist-647 14 34 to to ADP iassist-647 14 35 dames dame NOUN iassist-647 14 36 . . PUNCT iassist-647 15 1 this this DET iassist-647 15 2 paper paper NOUN iassist-647 15 3 reports report VERB iassist-647 15 4 on on ADP iassist-647 15 5 progress progress NOUN iassist-647 15 6 in in ADP iassist-647 15 7 implementing implement VERB iassist-647 15 8 metadata metadata NOUN iassist-647 15 9 tools tool NOUN iassist-647 15 10 within within ADP iassist-647 15 11 dames dame NOUN iassist-647 15 12 , , PUNCT iassist-647 15 13 outlining outline VERB iassist-647 15 14 prototype prototype NOUN iassist-647 15 15 services service NOUN iassist-647 15 16 and and CCONJ iassist-647 15 17 the the DET iassist-647 15 18 means mean NOUN iassist-647 15 19 by by ADP iassist-647 15 20 which which PRON iassist-647 15 21 they they PRON iassist-647 15 22 exploit exploit VERB iassist-647 15 23 ddi ddi PROPN iassist-647 15 24 and and CCONJ iassist-647 15 25 other other ADJ iassist-647 15 26 metadata metadata NOUN iassist-647 15 27 formats format NOUN iassist-647 15 28 . . PUNCT iassist-647 16 1 1.1 1.1 NUM iassist-647 16 2 the the DET iassist-647 16 3 dames dame NOUN iassist-647 16 4 project project NOUN iassist-647 16 5 approach approach NOUN iassist-647 16 6 to to ADP iassist-647 16 7 data datum NOUN iassist-647 16 8 management management NOUN iassist-647 16 9 in in ADP iassist-647 16 10 social social ADJ iassist-647 16 11 science science NOUN iassist-647 16 12 data datum NOUN iassist-647 16 13 management management NOUN iassist-647 16 14 is be AUX iassist-647 16 15 taken take VERB iassist-647 16 16 to to PART iassist-647 16 17 mean mean VERB iassist-647 16 18 the the DET iassist-647 16 19 discovery discovery NOUN iassist-647 16 20 , , PUNCT iassist-647 16 21 preparation preparation NOUN iassist-647 16 22 , , PUNCT iassist-647 16 23 and and CCONJ iassist-647 16 24 manipulation manipulation NOUN iassist-647 16 25 of of ADP iassist-647 16 26 social social ADJ iassist-647 16 27 science science NOUN iassist-647 16 28 data datum NOUN iassist-647 16 29 for for ADP iassist-647 16 30 the the DET iassist-647 16 31 purposes purpose NOUN iassist-647 16 32 of of ADP iassist-647 16 33 research research NOUN iassist-647 16 34 and and CCONJ iassist-647 16 35 analysis analysis NOUN iassist-647 16 36 . . PUNCT iassist-647 17 1 more more ADV iassist-647 17 2 particularly particularly ADV iassist-647 17 3 , , PUNCT iassist-647 17 4 this this PRON iassist-647 17 5 refers refer VERB iassist-647 17 6 to to ADP iassist-647 17 7 social social ADJ iassist-647 17 8 survey survey NOUN iassist-647 17 9 research research NOUN iassist-647 17 10 . . PUNCT iassist-647 18 1 here here ADV iassist-647 18 2 , , PUNCT iassist-647 18 3 data datum NOUN iassist-647 18 4 management management NOUN iassist-647 18 5 is be AUX iassist-647 18 6 typically typically ADV iassist-647 18 7 undertaken undertake VERB iassist-647 18 8 by by ADP iassist-647 18 9 applied applied ADJ iassist-647 18 10 researchers researcher NOUN iassist-647 18 11 themselves themselves PRON iassist-647 18 12 ( ( PUNCT iassist-647 18 13 e.g. e.g. ADV iassist-647 18 14 , , PUNCT iassist-647 18 15 a a DET iassist-647 18 16 secondary secondary ADJ iassist-647 18 17 survey survey NOUN iassist-647 18 18 data datum NOUN iassist-647 18 19 analyst analyst NOUN iassist-647 18 20 ) ) PUNCT iassist-647 18 21 , , PUNCT iassist-647 18 22 and/or and/or CCONJ iassist-647 18 23 by by ADP iassist-647 18 24 a a DET iassist-647 18 25 data data NOUN iassist-647 18 26 distributor distributor NOUN iassist-647 18 27 ( ( PUNCT iassist-647 18 28 e.g. e.g. ADV iassist-647 18 29 , , PUNCT iassist-647 18 30 a a DET iassist-647 18 31 survey survey NOUN iassist-647 18 32 collection collection NOUN iassist-647 18 33 agency agency NOUN iassist-647 18 34 ) ) PUNCT iassist-647 18 35 . . PUNCT iassist-647 19 1 typical typical ADJ iassist-647 19 2 data datum NOUN iassist-647 19 3 management management NOUN iassist-647 19 4 tasks task NOUN iassist-647 19 5 include include VERB iassist-647 19 6 recoding recode VERB iassist-647 19 7 variables variable NOUN iassist-647 19 8 within within ADP iassist-647 19 9 a a DET iassist-647 19 10 dataset dataset NOUN iassist-647 19 11 , , PUNCT iassist-647 19 12 harmonising harmonise VERB iassist-647 19 13 and and CCONJ iassist-647 19 14 standardising standardise VERB iassist-647 19 15 variables variable NOUN iassist-647 19 16 , , PUNCT iassist-647 19 17 and and CCONJ iassist-647 19 18 linking link VERB iassist-647 19 19 data datum NOUN iassist-647 19 20 from from ADP iassist-647 19 21 different different ADJ iassist-647 19 22 sources source NOUN iassist-647 19 23 in in ADP iassist-647 19 24 order order NOUN iassist-647 19 25 to to PART iassist-647 19 26 enhance enhance VERB iassist-647 19 27 analysis analysis NOUN iassist-647 19 28 . . PUNCT iassist-647 20 1 data datum NOUN iassist-647 20 2 management management NOUN iassist-647 20 3 tasks task NOUN iassist-647 20 4 are be AUX iassist-647 20 5 highly highly ADV iassist-647 20 6 significant significant ADJ iassist-647 20 7 in in ADP iassist-647 20 8 social social ADJ iassist-647 20 9 science science NOUN iassist-647 20 10 research research NOUN iassist-647 20 11 . . PUNCT iassist-647 21 1 they they PRON iassist-647 21 2 account account VERB iassist-647 21 3 for for ADP iassist-647 21 4 a a DET iassist-647 21 5 very very ADV iassist-647 21 6 substantial substantial ADJ iassist-647 21 7 proportion proportion NOUN iassist-647 21 8 of of ADP iassist-647 21 9 the the DET iassist-647 21 10 time time NOUN iassist-647 21 11 spent spend VERB iassist-647 21 12 undertaking undertake VERB iassist-647 21 13 research research NOUN iassist-647 21 14 . . PUNCT iassist-647 22 1 they they PRON iassist-647 22 2 have have VERB iassist-647 22 3 the the DET iassist-647 22 4 potential potential NOUN iassist-647 22 5 to to PART iassist-647 22 6 fundamentally fundamentally ADV iassist-647 22 7 change change VERB iassist-647 22 8 the the DET iassist-647 22 9 conclusions conclusion NOUN iassist-647 22 10 from from ADP iassist-647 22 11 an an DET iassist-647 22 12 analysis analysis NOUN iassist-647 22 13 . . PUNCT iassist-647 23 1 they they PRON iassist-647 23 2 are be AUX iassist-647 23 3 also also ADV iassist-647 23 4 critical critical ADJ iassist-647 23 5 to to ADP iassist-647 23 6 the the DET iassist-647 23 7 replicability replicability NOUN iassist-647 23 8 ( ( PUNCT iassist-647 23 9 or or CCONJ iassist-647 23 10 otherwise otherwise ADV iassist-647 23 11 ) ) PUNCT iassist-647 23 12 of of ADP iassist-647 23 13 the the DET iassist-647 23 14 research research NOUN iassist-647 23 15 workflow workflow NOUN iassist-647 23 16 ( ( PUNCT iassist-647 23 17 e.g. e.g. ADV iassist-647 23 18 , , PUNCT iassist-647 23 19 [ [ X iassist-647 23 20 6 6 NUM iassist-647 23 21 ] ] PUNCT iassist-647 23 22 ) ) PUNCT iassist-647 23 23 . . PUNCT iassist-647 24 1 there there PRON iassist-647 24 2 is be VERB iassist-647 24 3 nevertheless nevertheless ADV iassist-647 24 4 relatively relatively ADV iassist-647 24 5 little little ADJ iassist-647 24 6 methodological methodological ADJ iassist-647 24 7 literature literature NOUN iassist-647 24 8 on on ADP iassist-647 24 9 the the DET iassist-647 24 10 topic topic NOUN iassist-647 24 11 of of ADP iassist-647 24 12 data data NOUN iassist-647 24 13 management management NOUN iassist-647 24 14 ( ( PUNCT iassist-647 24 15 at at ADP iassist-647 24 16 least least ADJ iassist-647 24 17 , , PUNCT iassist-647 24 18 compared compare VERB iassist-647 24 19 to to ADP iassist-647 24 20 more more ADV iassist-647 24 21 voluminous voluminous ADJ iassist-647 24 22 methodological methodological ADJ iassist-647 24 23 material material NOUN iassist-647 24 24 on on ADP iassist-647 24 25 collection collection NOUN iassist-647 24 26 and and CCONJ iassist-647 24 27 analysis analysis NOUN iassist-647 24 28 of of ADP iassist-647 24 29 social social ADJ iassist-647 24 30 science science NOUN iassist-647 24 31 data datum NOUN iassist-647 24 32 ) ) PUNCT iassist-647 24 33 . . PUNCT iassist-647 25 1 existing exist VERB iassist-647 25 2 resources resource NOUN iassist-647 25 3 include include VERB iassist-647 25 4 instruction instruction NOUN iassist-647 25 5 materials material NOUN iassist-647 25 6 on on ADP iassist-647 25 7 good good ADJ iassist-647 25 8 practices practice NOUN iassist-647 25 9 for for ADP iassist-647 25 10 data datum NOUN iassist-647 25 11 management management NOUN iassist-647 25 12 in in ADP iassist-647 25 13 the the DET iassist-647 25 14 context context NOUN iassist-647 25 15 of of ADP iassist-647 25 16 specific specific ADJ iassist-647 25 17 relevant relevant ADJ iassist-647 25 18 software software NOUN iassist-647 25 19 packages package NOUN iassist-647 25 20 ( ( PUNCT iassist-647 25 21 e.g. e.g. ADV iassist-647 25 22 , , PUNCT iassist-647 25 23 [ [ X iassist-647 25 24 9 9 NUM iassist-647 25 25 , , PUNCT iassist-647 25 26 10 10 NUM iassist-647 25 27 ] ] NUM iassist-647 25 28 ) ) PUNCT iassist-647 25 29 . . PUNCT iassist-647 26 1 some some DET iassist-647 26 2 internet internet NOUN iassist-647 26 3 sites site NOUN iassist-647 26 4 and and CCONJ iassist-647 26 5 publications publication NOUN iassist-647 26 6 offer offer VERB iassist-647 26 7 advice advice NOUN iassist-647 26 8 on on ADP iassist-647 26 9 dealing deal VERB iassist-647 26 10 with with ADP iassist-647 26 11 specific specific ADJ iassist-647 26 12 data datum NOUN iassist-647 26 13 resources resource NOUN iassist-647 26 14 , , PUNCT iassist-647 26 15 variables variable NOUN iassist-647 26 16 , , PUNCT iassist-647 26 17 and and CCONJ iassist-647 26 18 measures measure NOUN iassist-647 26 19 ( ( PUNCT iassist-647 26 20 e.g. e.g. ADV iassist-647 26 21 , , PUNCT iassist-647 26 22 the the DET iassist-647 26 23 uk uk PROPN iassist-647 26 24 survey survey NOUN iassist-647 26 25 resources resource NOUN iassist-647 26 26 network network NOUN iassist-647 26 27 , , PUNCT iassist-647 26 28 surveynet.ac.uk surveynet.ac.uk PROPN iassist-647 26 29 ) ) PUNCT iassist-647 26 30 . . PUNCT iassist-647 27 1 capacity capacity NOUN iassist-647 27 2 - - PUNCT iassist-647 27 3 building building NOUN iassist-647 27 4 activities activity NOUN iassist-647 27 5 also also ADV iassist-647 27 6 offer offer VERB iassist-647 27 7 training training NOUN iassist-647 27 8 and and CCONJ iassist-647 27 9 advice advice NOUN iassist-647 27 10 ( ( PUNCT iassist-647 27 11 e.g. e.g. ADV iassist-647 27 12 , , PUNCT iassist-647 27 13 [ [ X iassist-647 27 14 11 11 NUM iassist-647 27 15 ] ] NUM iassist-647 27 16 ) ) PUNCT iassist-647 27 17 . . PUNCT iassist-647 28 1 our our PRON iassist-647 28 2 observation observation NOUN iassist-647 28 3 is be AUX iassist-647 28 4 that that SCONJ iassist-647 28 5 most most ADJ iassist-647 28 6 such such ADJ iassist-647 28 7 materials material NOUN iassist-647 28 8 are be AUX iassist-647 28 9 ad ad X iassist-647 28 10 hoc hoc X iassist-647 28 11 , , PUNCT iassist-647 28 12 in in ADP iassist-647 28 13 the the DET iassist-647 28 14 sense sense NOUN iassist-647 28 15 that that SCONJ iassist-647 28 16 they they PRON iassist-647 28 17 deal deal VERB iassist-647 28 18 with with ADP iassist-647 28 19 specific specific ADJ iassist-647 28 20 problems problem NOUN iassist-647 28 21 and and CCONJ iassist-647 28 22 requirements requirement NOUN iassist-647 28 23 , , PUNCT iassist-647 28 24 and and CCONJ iassist-647 28 25 are be AUX iassist-647 28 26 difficult difficult ADJ iassist-647 28 27 for for SCONJ iassist-647 28 28 non non ADJ iassist-647 28 29 - - ADJ iassist-647 28 30 specialist specialist ADJ iassist-647 28 31 researchers researcher NOUN iassist-647 28 32 to to PART iassist-647 28 33 engage engage VERB iassist-647 28 34 with with ADP iassist-647 28 35 . . PUNCT iassist-647 29 1 the the DET iassist-647 29 2 dames dame NOUN iassist-647 29 3 philosophy philosophy NOUN iassist-647 29 4 is be AUX iassist-647 29 5 that that DET iassist-647 29 6 progress progress NOUN iassist-647 29 7 would would AUX iassist-647 29 8 be be AUX iassist-647 29 9 made make VERB iassist-647 29 10 in in ADP iassist-647 29 11 social social ADJ iassist-647 29 12 science science NOUN iassist-647 29 13 research research NOUN iassist-647 29 14 if if SCONJ iassist-647 29 15 jesse jesse PROPN iassist-647 29 16 m. m. PROPN iassist-647 29 17 blum blum PROPN iassist-647 29 18 , , PUNCT iassist-647 29 19 guy guy PROPN iassist-647 29 20 c. c. PROPN iassist-647 29 21 warner warner PROPN iassist-647 29 22 , , PUNCT iassist-647 29 23 simon simon PROPN iassist-647 29 24 b. b. PROPN iassist-647 29 25 jones jones PROPN iassist-647 29 26 , , PUNCT iassist-647 29 27 paul paul PROPN iassist-647 29 28 s. s. PROPN iassist-647 29 29 lambert lambert PROPN iassist-647 29 30 , , PUNCT iassist-647 29 31 alison alison PROPN iassist-647 29 32 s. s. PROPN iassist-647 29 33 f. f. PROPN iassist-647 29 34 dawson dawson PROPN iassist-647 29 35 , , PUNCT iassist-647 29 36 koon koon PROPN iassist-647 29 37 leai leai PROPN iassist-647 29 38 larry larry PROPN iassist-647 29 39 tan tan PROPN iassist-647 29 40 , , PUNCT iassist-647 29 41 kenneth kenneth PROPN iassist-647 29 42 j. j. PROPN iassist-647 29 43 turner1 turner1 PROPN iassist-647 29 44 24 24 NUM iassist-647 29 45 iassist iassist ADJ iassist-647 29 46 quarterly quarterly ADJ iassist-647 29 47 spring spring NOUN iassist-647 29 48 summer summer NOUN iassist-647 29 49 2009 2009 NUM iassist-647 29 50 data datum NOUN iassist-647 29 51 management management NOUN iassist-647 29 52 aspects aspect NOUN iassist-647 29 53 of of ADP iassist-647 29 54 the the DET iassist-647 29 55 research research NOUN iassist-647 29 56 process process NOUN iassist-647 29 57 could could AUX iassist-647 29 58 be be AUX iassist-647 29 59 followed follow VERB iassist-647 29 60 more more ADV iassist-647 29 61 systematically systematically ADV iassist-647 29 62 by by ADP iassist-647 29 63 applied applied ADJ iassist-647 29 64 researchers researcher NOUN iassist-647 29 65 . . PUNCT iassist-647 30 1 dames dame NOUN iassist-647 30 2 is be AUX iassist-647 30 3 working work VERB iassist-647 30 4 to to PART iassist-647 30 5 make make VERB iassist-647 30 6 this this DET iassist-647 30 7 engagement engagement NOUN iassist-647 30 8 much much ADV iassist-647 30 9 easier easy ADJ iassist-647 30 10 than than SCONJ iassist-647 30 11 is be AUX iassist-647 30 12 presently presently ADV iassist-647 30 13 common common ADJ iassist-647 30 14 . . PUNCT iassist-647 31 1 dames dame NOUN iassist-647 31 2 is be AUX iassist-647 31 3 therefore therefore ADV iassist-647 31 4 creating create VERB iassist-647 31 5 tools tool NOUN iassist-647 31 6 and and CCONJ iassist-647 31 7 services service NOUN iassist-647 31 8 for for ADP iassist-647 31 9 management management NOUN iassist-647 31 10 of of ADP iassist-647 31 11 social social ADJ iassist-647 31 12 survey survey NOUN iassist-647 31 13 data datum NOUN iassist-647 31 14 . . PUNCT iassist-647 32 1 the the DET iassist-647 32 2 facilities facility NOUN iassist-647 32 3 should should AUX iassist-647 32 4 be be AUX iassist-647 32 5 available available ADJ iassist-647 32 6 for for ADP iassist-647 32 7 general general ADJ iassist-647 32 8 use use NOUN iassist-647 32 9 by by ADP iassist-647 32 10 applied applied ADJ iassist-647 32 11 researchers researcher NOUN iassist-647 32 12 , , PUNCT iassist-647 32 13 and and CCONJ iassist-647 32 14 they they PRON iassist-647 32 15 should should AUX iassist-647 32 16 support support VERB iassist-647 32 17 and and CCONJ iassist-647 32 18 promote promote VERB iassist-647 32 19 good good ADJ iassist-647 32 20 practice practice NOUN iassist-647 32 21 in in ADP iassist-647 32 22 data data NOUN iassist-647 32 23 management management NOUN iassist-647 32 24 operations operation NOUN iassist-647 32 25 . . PUNCT iassist-647 33 1 good good ADJ iassist-647 33 2 practice practice NOUN iassist-647 33 3 includes include VERB iassist-647 33 4 providing provide VERB iassist-647 33 5 clear clear ADJ iassist-647 33 6 documentation documentation NOUN iassist-647 33 7 for for ADP iassist-647 33 8 data data NOUN iassist-647 33 9 management management NOUN iassist-647 33 10 tasks task NOUN iassist-647 33 11 . . PUNCT iassist-647 34 1 for for ADP iassist-647 34 2 example example NOUN iassist-647 34 3 , , PUNCT iassist-647 34 4 reusable reusable ADJ iassist-647 34 5 traces trace NOUN iassist-647 34 6 should should AUX iassist-647 34 7 be be AUX iassist-647 34 8 defined define VERB iassist-647 34 9 for for ADP iassist-647 34 10 the the DET iassist-647 34 11 data data NOUN iassist-647 34 12 preparation preparation NOUN iassist-647 34 13 commands command NOUN iassist-647 34 14 used use VERB iassist-647 34 15 in in ADP iassist-647 34 16 a a DET iassist-647 34 17 mainstream mainstream NOUN iassist-647 34 18 software software NOUN iassist-647 34 19 package package NOUN iassist-647 34 20 ( ( PUNCT iassist-647 34 21 e.g. e.g. ADV iassist-647 34 22 , , PUNCT iassist-647 34 23 [ [ X iassist-647 34 24 10 10 NUM iassist-647 34 25 ] ] NUM iassist-647 34 26 ) ) PUNCT iassist-647 34 27 . . PUNCT iassist-647 35 1 good good ADJ iassist-647 35 2 practice practice NOUN iassist-647 35 3 also also ADV iassist-647 35 4 includes include VERB iassist-647 35 5 making make VERB iassist-647 35 6 use use NOUN iassist-647 35 7 of of ADP iassist-647 35 8 previous previous ADJ iassist-647 35 9 research research NOUN iassist-647 35 10 efforts effort NOUN iassist-647 35 11 in in ADP iassist-647 35 12 the the DET iassist-647 35 13 field field NOUN iassist-647 35 14 . . PUNCT iassist-647 36 1 for for ADP iassist-647 36 2 example example NOUN iassist-647 36 3 , , PUNCT iassist-647 36 4 there there PRON iassist-647 36 5 should should AUX iassist-647 36 6 be be AUX iassist-647 36 7 consideration consideration NOUN iassist-647 36 8 of of ADP iassist-647 36 9 the the DET iassist-647 36 10 ways way NOUN iassist-647 36 11 in in ADP iassist-647 36 12 which which PRON iassist-647 36 13 outcome outcome NOUN iassist-647 36 14 measures measure NOUN iassist-647 36 15 have have AUX iassist-647 36 16 been be AUX iassist-647 36 17 operationalised operationalise VERB iassist-647 36 18 in in ADP iassist-647 36 19 previous previous ADJ iassist-647 36 20 studies study NOUN iassist-647 36 21 , , PUNCT iassist-647 36 22 e.g. e.g. ADV iassist-647 36 23 , , PUNCT iassist-647 36 24 recoding recode VERB iassist-647 36 25 or or CCONJ iassist-647 36 26 numeric numeric ADJ iassist-647 36 27 standardisation standardisation NOUN iassist-647 36 28 , , PUNCT iassist-647 36 29 and and CCONJ iassist-647 36 30 implementing implement VERB iassist-647 36 31 those those DET iassist-647 36 32 existing exist VERB iassist-647 36 33 operationalisations operationalisation NOUN iassist-647 36 34 within within ADP iassist-647 36 35 new new ADJ iassist-647 36 36 studies study NOUN iassist-647 36 37 . . PUNCT iassist-647 37 1 the the DET iassist-647 37 2 work work NOUN iassist-647 37 3 on on ADP iassist-647 37 4 dames dame NOUN iassist-647 37 5 is be AUX iassist-647 37 6 contributing contribute VERB iassist-647 37 7 online online ADJ iassist-647 37 8 infrastructural infrastructural ADJ iassist-647 37 9 services service NOUN iassist-647 37 10 that that PRON iassist-647 37 11 are be AUX iassist-647 37 12 accessible accessible ADJ iassist-647 37 13 to to ADP iassist-647 37 14 most most ADJ iassist-647 37 15 social social ADJ iassist-647 37 16 science science NOUN iassist-647 37 17 researchers researcher NOUN iassist-647 37 18 , , PUNCT iassist-647 37 19 and and CCONJ iassist-647 37 20 that that PRON iassist-647 37 21 address address VERB iassist-647 37 22 the the DET iassist-647 37 23 challenges challenge NOUN iassist-647 37 24 of of ADP iassist-647 37 25 documentation documentation NOUN iassist-647 37 26 and and CCONJ iassist-647 37 27 engagement engagement NOUN iassist-647 37 28 with with ADP iassist-647 37 29 data datum NOUN iassist-647 37 30 management management NOUN iassist-647 37 31 in in ADP iassist-647 37 32 previous previous ADJ iassist-647 37 33 research research NOUN iassist-647 37 34 . . PUNCT iassist-647 38 1 these these DET iassist-647 38 2 goals goal NOUN iassist-647 38 3 are be AUX iassist-647 38 4 being be AUX iassist-647 38 5 pursued pursue VERB iassist-647 38 6 through through ADP iassist-647 38 7 three three NUM iassist-647 38 8 strategies strategy NOUN iassist-647 38 9 : : PUNCT iassist-647 38 10 1 1 X iassist-647 38 11 . . X iassist-647 38 12 developing develop VERB iassist-647 38 13 web web NOUN iassist-647 38 14 sites site NOUN iassist-647 38 15 and and CCONJ iassist-647 38 16 portal portal ADJ iassist-647 38 17 systems system NOUN iassist-647 38 18 ( ( PUNCT iassist-647 38 19 using use VERB iassist-647 38 20 liferay liferay NOUN iassist-647 39 1 [ [ X iassist-647 39 2 13 13 NUM iassist-647 39 3 ] ] PUNCT iassist-647 39 4 ) ) PUNCT iassist-647 39 5 that that PRON iassist-647 39 6 offer offer VERB iassist-647 39 7 easy easy ADJ iassist-647 39 8 - - PUNCT iassist-647 39 9 to to ADP iassist-647 39 10 - - PUNCT iassist-647 39 11 use use VERB iassist-647 39 12 points point NOUN iassist-647 39 13 of of ADP iassist-647 39 14 entry entry NOUN iassist-647 39 15 into into ADP iassist-647 39 16 dames dame NOUN iassist-647 39 17 services service NOUN iassist-647 39 18 2 2 NUM iassist-647 39 19 . . PUNCT iassist-647 39 20 developing develop VERB iassist-647 39 21 online online ADJ iassist-647 39 22 services service NOUN iassist-647 39 23 for for ADP iassist-647 39 24 researchers researcher NOUN iassist-647 39 25 to to AUX iassist-647 39 26 deposit deposit VERB iassist-647 39 27 and and CCONJ iassist-647 39 28 search search VERB iassist-647 39 29 heterogeneous heterogeneous ADJ iassist-647 39 30 data datum NOUN iassist-647 39 31 management management NOUN iassist-647 39 32 information information NOUN iassist-647 39 33 resources resource NOUN iassist-647 39 34 ( ( PUNCT iassist-647 39 35 dmirs dmir NOUN iassist-647 39 36 ) ) PUNCT iassist-647 39 37 3 3 NUM iassist-647 39 38 . . X iassist-647 39 39 developing develop VERB iassist-647 39 40 online online ADJ iassist-647 39 41 services service NOUN iassist-647 39 42 that that PRON iassist-647 39 43 allow allow VERB iassist-647 39 44 researchers researcher NOUN iassist-647 39 45 to to PART iassist-647 39 46 undertake undertake VERB iassist-647 39 47 relatively relatively ADV iassist-647 39 48 challenging challenging ADJ iassist-647 39 49 data datum NOUN iassist-647 39 50 management management NOUN iassist-647 39 51 tasks task NOUN iassist-647 39 52 ( ( PUNCT iassist-647 39 53 such such ADJ iassist-647 39 54 as as ADP iassist-647 39 55 matching match VERB iassist-647 39 56 complex complex ADJ iassist-647 39 57 data datum NOUN iassist-647 39 58 files file NOUN iassist-647 39 59 ) ) PUNCT iassist-647 39 60 and and CCONJ iassist-647 39 61 to to PART iassist-647 39 62 document document VERB iassist-647 39 63 these these DET iassist-647 39 64 structured structure VERB iassist-647 39 65 metadata metadata NOUN iassist-647 39 66 records record NOUN iassist-647 39 67 are be AUX iassist-647 39 68 central central ADJ iassist-647 39 69 to to ADP iassist-647 39 70 delivering deliver VERB iassist-647 39 71 these these DET iassist-647 39 72 strategies strategy NOUN iassist-647 39 73 for for ADP iassist-647 39 74 two two NUM iassist-647 39 75 reasons reason NOUN iassist-647 39 76 . . PUNCT iassist-647 40 1 first first ADV iassist-647 40 2 , , PUNCT iassist-647 40 3 they they PRON iassist-647 40 4 are be AUX iassist-647 40 5 essential essential ADJ iassist-647 40 6 to to ADP iassist-647 40 7 providing provide VERB iassist-647 40 8 adequate adequate ADJ iassist-647 40 9 , , PUNCT iassist-647 40 10 searchable searchable ADJ iassist-647 40 11 records record NOUN iassist-647 40 12 for for ADP iassist-647 40 13 the the DET iassist-647 40 14 complex complex ADJ iassist-647 40 15 , , PUNCT iassist-647 40 16 heterogeneous heterogeneous ADJ iassist-647 40 17 data datum NOUN iassist-647 40 18 management management NOUN iassist-647 40 19 information information NOUN iassist-647 40 20 resources resource VERB iassist-647 40 21 relevant relevant ADJ iassist-647 40 22 to to ADP iassist-647 40 23 ( ( PUNCT iassist-647 40 24 2 2 NUM iassist-647 40 25 ) ) PUNCT iassist-647 40 26 . . PUNCT iassist-647 41 1 dmirs dmir NOUN iassist-647 41 2 can can AUX iassist-647 41 3 take take VERB iassist-647 41 4 many many ADJ iassist-647 41 5 forms form NOUN iassist-647 41 6 such such ADJ iassist-647 41 7 as as ADP iassist-647 41 8 quantitative quantitative ADJ iassist-647 41 9 data data NOUN iassist-647 41 10 tables table NOUN iassist-647 41 11 ( ( PUNCT iassist-647 41 12 e.g. e.g. ADV iassist-647 41 13 , , PUNCT iassist-647 41 14 aggregate aggregate ADJ iassist-647 41 15 statistics statistic NOUN iassist-647 41 16 on on ADP iassist-647 41 17 occupational occupational ADJ iassist-647 41 18 titles title NOUN iassist-647 41 19 ) ) PUNCT iassist-647 41 20 , , PUNCT iassist-647 41 21 command command VERB iassist-647 41 22 files file NOUN iassist-647 41 23 for for ADP iassist-647 41 24 specific specific ADJ iassist-647 41 25 statistical statistical ADJ iassist-647 41 26 packages package NOUN iassist-647 41 27 , , PUNCT iassist-647 41 28 and and CCONJ iassist-647 41 29 unformatted unformatted ADJ iassist-647 41 30 notes note NOUN iassist-647 41 31 and and CCONJ iassist-647 41 32 documentation documentation NOUN iassist-647 41 33 . . PUNCT iassist-647 42 1 second second ADJ iassist-647 42 2 , , PUNCT iassist-647 42 3 structured structured ADJ iassist-647 42 4 metadata metadata NOUN iassist-647 42 5 records record NOUN iassist-647 42 6 can can AUX iassist-647 42 7 provide provide VERB iassist-647 42 8 the the DET iassist-647 42 9 point point NOUN iassist-647 42 10 of of ADP iassist-647 42 11 connection connection NOUN iassist-647 42 12 between between ADP iassist-647 42 13 the the DET iassist-647 42 14 dmirs dmir NOUN iassist-647 42 15 in in ADP iassist-647 42 16 ( ( PUNCT iassist-647 42 17 2 2 NUM iassist-647 42 18 ) ) PUNCT iassist-647 42 19 and and CCONJ iassist-647 42 20 the the DET iassist-647 42 21 services service NOUN iassist-647 42 22 needed need VERB iassist-647 42 23 for for ADP iassist-647 42 24 ( ( PUNCT iassist-647 42 25 1 1 NUM iassist-647 42 26 ) ) PUNCT iassist-647 42 27 and and CCONJ iassist-647 42 28 ( ( PUNCT iassist-647 42 29 3 3 NUM iassist-647 42 30 ) ) PUNCT iassist-647 42 31 . . PUNCT iassist-647 43 1 the the DET iassist-647 43 2 web web NOUN iassist-647 43 3 site site NOUN iassist-647 43 4 and and CCONJ iassist-647 43 5 portal portal ADJ iassist-647 43 6 framework framework NOUN iassist-647 43 7 can can AUX iassist-647 43 8 use use VERB iassist-647 43 9 structured structured ADJ iassist-647 43 10 metadata metadata NOUN iassist-647 43 11 to to PART iassist-647 43 12 selectively selectively ADV iassist-647 43 13 display display VERB iassist-647 43 14 suitable suitable ADJ iassist-647 43 15 information information NOUN iassist-647 43 16 about about ADP iassist-647 43 17 data datum NOUN iassist-647 43 18 resources resource NOUN iassist-647 43 19 . . PUNCT iassist-647 44 1 the the DET iassist-647 44 2 documentation documentation NOUN iassist-647 44 3 of of ADP iassist-647 44 4 a a DET iassist-647 44 5 data data NOUN iassist-647 44 6 management management NOUN iassist-647 44 7 task task NOUN iassist-647 44 8 itself itself PRON iassist-647 44 9 requires require VERB iassist-647 44 10 metadata metadata NOUN iassist-647 44 11 about about ADP iassist-647 44 12 the the DET iassist-647 44 13 component component NOUN iassist-647 44 14 datasets dataset NOUN iassist-647 44 15 used use VERB iassist-647 44 16 . . PUNCT iassist-647 45 1 the the DET iassist-647 45 2 challenge challenge NOUN iassist-647 45 3 of of ADP iassist-647 45 4 generating generate VERB iassist-647 45 5 effective effective ADJ iassist-647 45 6 online online ADJ iassist-647 45 7 services service NOUN iassist-647 45 8 in in ADP iassist-647 45 9 dames dame NOUN iassist-647 45 10 is be AUX iassist-647 45 11 increased increase VERB iassist-647 45 12 by by ADP iassist-647 45 13 the the DET iassist-647 45 14 very very ADV iassist-647 45 15 large large ADJ iassist-647 45 16 volume volume NOUN iassist-647 45 17 of of ADP iassist-647 45 18 data data NOUN iassist-647 45 19 management management NOUN iassist-647 45 20 information information NOUN iassist-647 45 21 resources resource NOUN iassist-647 45 22 that that PRON iassist-647 45 23 are be AUX iassist-647 45 24 relevant relevant ADJ iassist-647 45 25 and and CCONJ iassist-647 45 26 interesting interesting ADJ iassist-647 45 27 in in ADP iassist-647 45 28 social social ADJ iassist-647 45 29 science science NOUN iassist-647 45 30 research research NOUN iassist-647 45 31 . . PUNCT iassist-647 46 1 as as ADP iassist-647 46 2 examples example NOUN iassist-647 46 3 , , PUNCT iassist-647 46 4 dames dame NOUN iassist-647 46 5 is be AUX iassist-647 46 6 supporting support VERB iassist-647 46 7 specialist specialist ADJ iassist-647 46 8 research research NOUN iassist-647 46 9 domains domain NOUN iassist-647 46 10 including include VERB iassist-647 46 11 the the DET iassist-647 46 12 study study NOUN iassist-647 46 13 of of ADP iassist-647 46 14 occupations occupation NOUN iassist-647 46 15 , , PUNCT iassist-647 46 16 educational educational ADJ iassist-647 46 17 qualifications qualification NOUN iassist-647 46 18 , , PUNCT iassist-647 46 19 ethnicity ethnicity NOUN iassist-647 46 20 and and CCONJ iassist-647 46 21 immigration immigration NOUN iassist-647 46 22 , , PUNCT iassist-647 46 23 social social ADJ iassist-647 46 24 care care NOUN iassist-647 46 25 , , PUNCT iassist-647 46 26 and and CCONJ iassist-647 46 27 mental mental ADJ iassist-647 46 28 health health NOUN iassist-647 46 29 inequalities inequality NOUN iassist-647 46 30 ( ( PUNCT iassist-647 46 31 www.dames.org.uk/themes www.dames.org.uk/themes PROPN iassist-647 46 32 . . PUNCT iassist-647 46 33 html html PROPN iassist-647 46 34 ) ) PUNCT iassist-647 46 35 . . PUNCT iassist-647 47 1 the the DET iassist-647 47 2 dames dames PROPN iassist-647 47 3 infrastructure infrastructure NOUN iassist-647 47 4 thus thus ADV iassist-647 47 5 provides provide VERB iassist-647 47 6 access access NOUN iassist-647 47 7 to to ADP iassist-647 47 8 a a DET iassist-647 47 9 selected select VERB iassist-647 47 10 range range NOUN iassist-647 47 11 of of ADP iassist-647 47 12 data datum NOUN iassist-647 47 13 management management NOUN iassist-647 47 14 information information NOUN iassist-647 47 15 resources resource NOUN iassist-647 47 16 . . PUNCT iassist-647 48 1 the the DET iassist-647 48 2 principal principal ADJ iassist-647 48 3 challenges challenge NOUN iassist-647 48 4 are be AUX iassist-647 48 5 : : PUNCT iassist-647 48 6 • • ADP iassist-647 48 7 to to PART iassist-647 48 8 provide provide VERB iassist-647 48 9 ( ( PUNCT iassist-647 48 10 and and CCONJ iassist-647 48 11 document document NOUN iassist-647 48 12 ) ) PUNCT iassist-647 48 13 repeatable repeatable ADJ iassist-647 48 14 data datum NOUN iassist-647 48 15 management management NOUN iassist-647 48 16 activities activity NOUN iassist-647 48 17 • • ADP iassist-647 48 18 to to PART iassist-647 48 19 provide provide VERB iassist-647 48 20 accessible accessible ADJ iassist-647 48 21 guidance guidance NOUN iassist-647 48 22 for for ADP iassist-647 48 23 using use VERB iassist-647 48 24 complex complex ADJ iassist-647 48 25 , , PUNCT iassist-647 48 26 heterogeneous heterogeneous ADJ iassist-647 48 27 data datum NOUN iassist-647 48 28 resources resource NOUN iassist-647 48 29 • • ADP iassist-647 48 30 to to PART iassist-647 48 31 provide provide VERB iassist-647 48 32 accessible accessible ADJ iassist-647 48 33 guidance guidance NOUN iassist-647 48 34 for for ADP iassist-647 48 35 otherwise otherwise ADV iassist-647 48 36 neglected neglect VERB iassist-647 48 37 data datum NOUN iassist-647 48 38 management management NOUN iassist-647 48 39 techniques technique NOUN iassist-647 48 40 ( ( PUNCT iassist-647 48 41 e.g. e.g. ADV iassist-647 48 42 , , PUNCT iassist-647 48 43 standardisation standardisation NOUN iassist-647 48 44 of of ADP iassist-647 48 45 variables variable NOUN iassist-647 48 46 , , PUNCT iassist-647 48 47 matching match VERB iassist-647 48 48 data data NOUN iassist-647 48 49 files file NOUN iassist-647 48 50 ) ) PUNCT iassist-647 48 51 • • ADP iassist-647 48 52 to to PART iassist-647 48 53 facilitate facilitate VERB iassist-647 48 54 and and CCONJ iassist-647 48 55 encourage encourage VERB iassist-647 48 56 data datum NOUN iassist-647 48 57 management management NOUN iassist-647 48 58 activities activity NOUN iassist-647 48 59 of of ADP iassist-647 48 60 a a DET iassist-647 48 61 higher high ADJ iassist-647 48 62 standard standard NOUN iassist-647 48 63 than than SCONJ iassist-647 48 64 is be AUX iassist-647 48 65 currently currently ADV iassist-647 48 66 common common ADJ iassist-647 48 67 a a DET iassist-647 48 68 data data NOUN iassist-647 48 69 curation curation NOUN iassist-647 48 70 tool tool NOUN iassist-647 48 71 has have AUX iassist-647 48 72 been be AUX iassist-647 48 73 developed develop VERB iassist-647 48 74 to to PART iassist-647 48 75 collect collect VERB iassist-647 48 76 and and CCONJ iassist-647 48 77 maintain maintain VERB iassist-647 48 78 metadata metadata NOUN iassist-647 48 79 about about ADP iassist-647 48 80 information information NOUN iassist-647 48 81 resources resource NOUN iassist-647 48 82 . . PUNCT iassist-647 49 1 a a DET iassist-647 49 2 data data NOUN iassist-647 49 3 fusion fusion NOUN iassist-647 49 4 tool tool NOUN iassist-647 49 5 has have AUX iassist-647 49 6 been be AUX iassist-647 49 7 developed develop VERB iassist-647 49 8 to to PART iassist-647 49 9 support support VERB iassist-647 49 10 data datum NOUN iassist-647 49 11 management management NOUN iassist-647 49 12 tasks task NOUN iassist-647 49 13 such such ADJ iassist-647 49 14 as as ADP iassist-647 49 15 linking link VERB iassist-647 49 16 data datum NOUN iassist-647 49 17 files file NOUN iassist-647 49 18 by by ADP iassist-647 49 19 exploiting exploit VERB iassist-647 49 20 relevant relevant ADJ iassist-647 49 21 metadata metadata NOUN iassist-647 49 22 . . PUNCT iassist-647 50 1 these these PRON iassist-647 50 2 are be AUX iassist-647 50 3 discussed discuss VERB iassist-647 50 4 later later ADV iassist-647 50 5 , , PUNCT iassist-647 50 6 focusing focus VERB iassist-647 50 7 on on ADP iassist-647 50 8 the the DET iassist-647 50 9 use use NOUN iassist-647 50 10 of of ADP iassist-647 50 11 structured structured ADJ iassist-647 50 12 metadata metadata NOUN iassist-647 50 13 . . PUNCT iassist-647 51 1 1.2 1.2 NUM iassist-647 51 2 the the DET iassist-647 51 3 geode geode NOUN iassist-647 51 4 project project NOUN iassist-647 51 5 approach approach NOUN iassist-647 51 6 to to PART iassist-647 51 7 metadata metadata VERB iassist-647 51 8 the the DET iassist-647 51 9 geode geode NOUN iassist-647 51 10 project project NOUN iassist-647 51 11 ( ( PUNCT iassist-647 51 12 grid grid NOUN iassist-647 51 13 - - PUNCT iassist-647 51 14 enabled enable VERB iassist-647 51 15 occupational occupational ADJ iassist-647 51 16 data datum NOUN iassist-647 51 17 environment environment NOUN iassist-647 51 18 , , PUNCT iassist-647 51 19 www.geode.stir.ac.uk www.geode.stir.ac.uk PROPN iassist-647 51 20 ) ) PUNCT iassist-647 51 21 was be AUX iassist-647 51 22 a a DET iassist-647 51 23 precursor precursor NOUN iassist-647 51 24 to to ADP iassist-647 51 25 dames dame NOUN iassist-647 51 26 , , PUNCT iassist-647 51 27 focusing focus VERB iassist-647 51 28 exclusively exclusively ADV iassist-647 51 29 on on ADP iassist-647 51 30 helping help VERB iassist-647 51 31 social social ADJ iassist-647 51 32 science science NOUN iassist-647 51 33 researchers researcher NOUN iassist-647 51 34 obtain obtain VERB iassist-647 51 35 better well ADJ iassist-647 51 36 access access NOUN iassist-647 51 37 to to ADP iassist-647 51 38 occupational occupational ADJ iassist-647 51 39 information information NOUN iassist-647 51 40 resources resource NOUN iassist-647 51 41 . . PUNCT iassist-647 52 1 the the DET iassist-647 52 2 dames dames PROPN iassist-647 52 3 project project NOUN iassist-647 52 4 is be AUX iassist-647 52 5 continuing continue VERB iassist-647 52 6 this this DET iassist-647 52 7 service service NOUN iassist-647 52 8 , , PUNCT iassist-647 52 9 whilst whilst SCONJ iassist-647 52 10 generalising generalise VERB iassist-647 52 11 it it PRON iassist-647 52 12 to to PART iassist-647 52 13 support support VERB iassist-647 52 14 other other ADJ iassist-647 52 15 forms form NOUN iassist-647 52 16 of of ADP iassist-647 52 17 data datum NOUN iassist-647 52 18 management management NOUN iassist-647 52 19 information information NOUN iassist-647 52 20 resources resource NOUN iassist-647 52 21 . . PUNCT iassist-647 53 1 geode geode NOUN iassist-647 53 2 collected collect VERB iassist-647 53 3 a a DET iassist-647 53 4 diverse diverse ADJ iassist-647 53 5 range range NOUN iassist-647 53 6 of of ADP iassist-647 53 7 occupational occupational ADJ iassist-647 53 8 information information NOUN iassist-647 53 9 resources resource NOUN iassist-647 53 10 , , PUNCT iassist-647 53 11 and and CCONJ iassist-647 53 12 created create VERB iassist-647 53 13 metadata metadata ADJ iassist-647 53 14 descriptions description NOUN iassist-647 53 15 for for ADP iassist-647 53 16 them they PRON iassist-647 53 17 . . PUNCT iassist-647 54 1 this this PRON iassist-647 54 2 was be AUX iassist-647 54 3 done do VERB iassist-647 54 4 by by ADP iassist-647 54 5 first first ADV iassist-647 54 6 asking ask VERB iassist-647 54 7 a a DET iassist-647 54 8 data data NOUN iassist-647 54 9 depositor depositor NOUN iassist-647 54 10 to to PART iassist-647 54 11 complete complete VERB iassist-647 54 12 a a DET iassist-647 54 13 small small ADJ iassist-647 54 14 online online ADJ iassist-647 54 15 form form NOUN iassist-647 54 16 describing describe VERB iassist-647 54 17 the the DET iassist-647 54 18 data datum NOUN iassist-647 54 19 . . PUNCT iassist-647 55 1 this this DET iassist-647 55 2 information information NOUN iassist-647 55 3 was be AUX iassist-647 55 4 stored store VERB iassist-647 55 5 in in ADP iassist-647 55 6 a a DET iassist-647 55 7 simple simple ADJ iassist-647 55 8 xml xml NOUN iassist-647 55 9 metadata metadata NOUN iassist-647 55 10 format format NOUN iassist-647 55 11 . . PUNCT iassist-647 56 1 the the DET iassist-647 56 2 information information NOUN iassist-647 56 3 could could AUX iassist-647 56 4 then then ADV iassist-647 56 5 be be AUX iassist-647 56 6 supplemented supplement VERB iassist-647 56 7 by by ADP iassist-647 56 8 a a DET iassist-647 56 9 much much ADV iassist-647 56 10 more more ADV iassist-647 56 11 substantial substantial ADJ iassist-647 56 12 set set NOUN iassist-647 56 13 of of ADP iassist-647 56 14 metadata metadata NOUN iassist-647 56 15 , , PUNCT iassist-647 56 16 in in ADP iassist-647 56 17 ddi ddi PROPN iassist-647 56 18 2.1 2.1 NUM iassist-647 56 19 format format NOUN iassist-647 56 20 , , PUNCT iassist-647 56 21 which which PRON iassist-647 56 22 was be AUX iassist-647 56 23 added add VERB iassist-647 56 24 manually manually ADV iassist-647 56 25 to to ADP iassist-647 56 26 the the DET iassist-647 56 27 pool pool NOUN iassist-647 56 28 of of ADP iassist-647 56 29 occupational occupational ADJ iassist-647 56 30 metadata metadata NOUN iassist-647 56 31 . . PUNCT iassist-647 57 1 a a DET iassist-647 57 2 subset subset NOUN iassist-647 57 3 of of ADP iassist-647 57 4 the the DET iassist-647 57 5 ddi ddi PROPN iassist-647 57 6 2.1 2.1 NUM iassist-647 57 7 tags tag NOUN iassist-647 57 8 was be AUX iassist-647 57 9 used use VERB iassist-647 57 10 to to PART iassist-647 57 11 document document VERB iassist-647 57 12 these these DET iassist-647 57 13 records record NOUN iassist-647 57 14 , , PUNCT iassist-647 57 15 though though SCONJ iassist-647 57 16 more more ADJ iassist-647 57 17 tags tag NOUN iassist-647 57 18 could could AUX iassist-647 57 19 be be AUX iassist-647 57 20 accommodated accommodate VERB iassist-647 57 21 . . PUNCT iassist-647 58 1 the the DET iassist-647 58 2 tags tag NOUN iassist-647 58 3 are be AUX iassist-647 58 4 defined define VERB iassist-647 58 5 by by ADP iassist-647 58 6 the the DET iassist-647 58 7 geode geode NOUN iassist-647 58 8 - - PUNCT iassist-647 58 9 m m NOUN iassist-647 58 10 schema schema NOUN iassist-647 58 11 ( ( PUNCT iassist-647 58 12 www.geode www.geode NOUN iassist-647 58 13 . . PUNCT iassist-647 58 14 stir.ac.uk/geode_m_curation.html stir.ac.uk/geode_m_curation.html PROPN iassist-647 58 15 ) ) PUNCT iassist-647 58 16 . . PUNCT iassist-647 59 1 the the DET iassist-647 59 2 principal principal ADJ iassist-647 59 3 structural structural ADJ iassist-647 59 4 ddi ddi PROPN iassist-647 59 5 2.1 2.1 NUM iassist-647 59 6 tags tag NOUN iassist-647 59 7 are be AUX iassist-647 59 8 all all PRON iassist-647 59 9 used used ADJ iassist-647 59 10 ( ( PUNCT iassist-647 59 11 < < X iassist-647 59 12 codebook codebook NOUN iassist-647 59 13 > > X iassist-647 59 14 , , PUNCT iassist-647 59 15 < < X iassist-647 59 16 docdscr docdscr X iassist-647 59 17 > > X iassist-647 59 18 , , PUNCT iassist-647 59 19 < < X iassist-647 59 20 stdydscr stdydscr NOUN iassist-647 59 21 > > X iassist-647 59 22 , , PUNCT iassist-647 59 23 < < X iassist-647 59 24 filedscr filedscr ADJ iassist-647 59 25 > > X iassist-647 59 26 , , PUNCT iassist-647 59 27 < < X iassist-647 59 28 datadscr datadscr X iassist-647 59 29 > > X iassist-647 59 30 and and CCONJ iassist-647 59 31 < < X iassist-647 59 32 othermat othermat NOUN iassist-647 59 33 > > X iassist-647 59 34 ) ) PUNCT iassist-647 59 35 , , PUNCT iassist-647 59 36 as as ADV iassist-647 59 37 well well ADV iassist-647 59 38 as as ADP iassist-647 59 39 most most ADJ iassist-647 59 40 of of ADP iassist-647 59 41 their their PRON iassist-647 59 42 immediate immediate ADJ iassist-647 59 43 sub sub NOUN iassist-647 59 44 - - NOUN iassist-647 59 45 elements element NOUN iassist-647 59 46 ( ( PUNCT iassist-647 59 47 such such ADJ iassist-647 59 48 as as ADP iassist-647 59 49 iassist iassist ADJ iassist-647 59 50 quarterly quarterly ADJ iassist-647 59 51 spring spring NOUN iassist-647 59 52 summer summer NOUN iassist-647 59 53 2009 2009 NUM iassist-647 59 54 25 25 NUM iassist-647 59 55 < < X iassist-647 59 56 citation citation NOUN iassist-647 59 57 > > PUNCT iassist-647 59 58 , , PUNCT iassist-647 59 59 < < X iassist-647 59 60 docsrc docsrc NOUN iassist-647 59 61 > > X iassist-647 59 62 , , PUNCT iassist-647 59 63 < < X iassist-647 59 64 stdyinfo stdyinfo X iassist-647 59 65 > > X iassist-647 59 66 , , PUNCT iassist-647 59 67 < < X iassist-647 59 68 vargrp vargrp X iassist-647 59 69 > > X iassist-647 59 70 and and CCONJ iassist-647 59 71 so so ADV iassist-647 59 72 on on ADV iassist-647 59 73 ) ) PUNCT iassist-647 59 74 . . PUNCT iassist-647 60 1 however however ADV iassist-647 60 2 , , PUNCT iassist-647 60 3 many many ADJ iassist-647 60 4 of of ADP iassist-647 60 5 the the PRON iassist-647 60 6 more more ADV iassist-647 60 7 detailed detailed ADJ iassist-647 60 8 or or CCONJ iassist-647 60 9 application application NOUN iassist-647 60 10 - - PUNCT iassist-647 60 11 specific specific ADJ iassist-647 60 12 sub sub NOUN iassist-647 60 13 - - ADJ iassist-647 60 14 elements element NOUN iassist-647 60 15 were be AUX iassist-647 60 16 not not PART iassist-647 60 17 needed need VERB iassist-647 60 18 in in ADP iassist-647 60 19 geode geode NOUN iassist-647 60 20 - > X iassist-647 60 22 , , PUNCT iassist-647 60 23 < < X iassist-647 60 24 westbl westbl X iassist-647 60 25 > > X iassist-647 60 26 and and CCONJ iassist-647 60 27 < < X iassist-647 60 28 qstn qstn NOUN iassist-647 60 29 > > X iassist-647 60 30 to to PART iassist-647 60 31 name name VERB iassist-647 60 32 a a DET iassist-647 60 33 few few ADJ iassist-647 60 34 . . PUNCT iassist-647 61 1 geode geode NOUN iassist-647 61 2 - - PUNCT iassist-647 61 3 m m PROPN iassist-647 61 4 was be AUX iassist-647 61 5 used use VERB iassist-647 61 6 to to PART iassist-647 61 7 perform perform VERB iassist-647 61 8 occupational occupational ADJ iassist-647 61 9 matching matching NOUN iassist-647 61 10 on on ADP iassist-647 61 11 micro micro NOUN iassist-647 61 12 - - NOUN iassist-647 61 13 datasets dataset NOUN iassist-647 61 14 . . PUNCT iassist-647 62 1 this this DET iassist-647 62 2 links link NOUN iassist-647 62 3 values value NOUN iassist-647 62 4 of of ADP iassist-647 62 5 semantically semantically ADV iassist-647 62 6 equivalent equivalent ADJ iassist-647 62 7 variables variable NOUN iassist-647 62 8 with with ADP iassist-647 62 9 the the DET iassist-647 62 10 associated associated ADJ iassist-647 62 11 occupational occupational ADJ iassist-647 62 12 information information NOUN iassist-647 62 13 resource resource NOUN iassist-647 62 14 resulting result VERB iassist-647 62 15 in in ADP iassist-647 62 16 new new ADJ iassist-647 62 17 classification classification NOUN iassist-647 62 18 variable variable ADJ iassist-647 62 19 values value NOUN iassist-647 62 20 ( ( PUNCT iassist-647 62 21 e.g. e.g. ADV iassist-647 62 22 , , PUNCT iassist-647 62 23 for for ADP iassist-647 62 24 another another DET iassist-647 62 25 occupational occupational ADJ iassist-647 62 26 scheme scheme NOUN iassist-647 62 27 ) ) PUNCT iassist-647 62 28 , , PUNCT iassist-647 62 29 thereby thereby ADV iassist-647 62 30 helping help VERB iassist-647 62 31 researchers researcher NOUN iassist-647 62 32 to to PART iassist-647 62 33 prepare prepare VERB iassist-647 62 34 their their PRON iassist-647 62 35 analyses analysis NOUN iassist-647 62 36 . . PUNCT iassist-647 63 1 references reference NOUN iassist-647 63 2 [ [ X iassist-647 63 3 7 7 NUM iassist-647 63 4 ] ] PUNCT iassist-647 63 5 and and CCONJ iassist-647 63 6 [ [ X iassist-647 63 7 8 8 NUM iassist-647 63 8 ] ] PUNCT iassist-647 63 9 describe describe VERB iassist-647 63 10 the the DET iassist-647 63 11 process process NOUN iassist-647 63 12 of of ADP iassist-647 63 13 adding add VERB iassist-647 63 14 metadata metadata NOUN iassist-647 63 15 to to ADP iassist-647 63 16 occupational occupational ADJ iassist-647 63 17 resources resource NOUN iassist-647 63 18 and and CCONJ iassist-647 63 19 the the DET iassist-647 63 20 use use NOUN iassist-647 63 21 of of ADP iassist-647 63 22 metadata metadata NOUN iassist-647 63 23 within within ADP iassist-647 63 24 geode geode NOUN iassist-647 63 25 services service NOUN iassist-647 63 26 . . PUNCT iassist-647 64 1 dames dame NOUN iassist-647 64 2 is be AUX iassist-647 64 3 extending extend VERB iassist-647 64 4 the the DET iassist-647 64 5 work work NOUN iassist-647 64 6 of of ADP iassist-647 64 7 geode geode NOUN iassist-647 64 8 by by ADP iassist-647 64 9 generating generate VERB iassist-647 64 10 services service NOUN iassist-647 64 11 for for ADP iassist-647 64 12 several several ADJ iassist-647 64 13 new new ADJ iassist-647 64 14 specialist specialist NOUN iassist-647 64 15 information information NOUN iassist-647 64 16 resources resource NOUN iassist-647 64 17 [ [ X iassist-647 64 18 14 14 NUM iassist-647 64 19 ] ] PUNCT iassist-647 64 20 . . PUNCT iassist-647 65 1 dames dame NOUN iassist-647 65 2 is be AUX iassist-647 65 3 also also ADV iassist-647 65 4 developing develop VERB iassist-647 65 5 a a DET iassist-647 65 6 number number NOUN iassist-647 65 7 of of ADP iassist-647 65 8 new new ADJ iassist-647 65 9 resources resource NOUN iassist-647 65 10 that that PRON iassist-647 65 11 feature feature VERB iassist-647 65 12 significant significant ADJ iassist-647 65 13 data datum NOUN iassist-647 65 14 management management NOUN iassist-647 65 15 requirements requirement NOUN iassist-647 65 16 . . PUNCT iassist-647 66 1 reference reference NOUN iassist-647 66 2 [ [ X iassist-647 66 3 1 1 NUM iassist-647 66 4 ] ] PUNCT iassist-647 66 5 observed observe VERB iassist-647 66 6 that that SCONJ iassist-647 66 7 the the DET iassist-647 66 8 geode geode NOUN iassist-647 66 9 metadata metadata PROPN iassist-647 66 10 model model NOUN iassist-647 66 11 is be AUX iassist-647 66 12 likely likely ADJ iassist-647 66 13 to to PART iassist-647 66 14 be be AUX iassist-647 66 15 too too ADV iassist-647 66 16 restrictive restrictive ADJ iassist-647 66 17 to to PART iassist-647 66 18 apply apply VERB iassist-647 66 19 readily readily ADV iassist-647 66 20 to to ADP iassist-647 66 21 other other ADJ iassist-647 66 22 domains domain NOUN iassist-647 66 23 . . PUNCT iassist-647 67 1 a a DET iassist-647 67 2 more more ADV iassist-647 67 3 generalised generalised ADJ iassist-647 67 4 approach approach NOUN iassist-647 67 5 is be AUX iassist-647 67 6 needed need VERB iassist-647 67 7 to to PART iassist-647 67 8 support support VERB iassist-647 67 9 the the DET iassist-647 67 10 multiple multiple ADJ iassist-647 67 11 and and CCONJ iassist-647 67 12 highly highly ADV iassist-647 67 13 varied varied ADJ iassist-647 67 14 domains domain NOUN iassist-647 67 15 in in ADP iassist-647 67 16 dames dame NOUN iassist-647 67 17 that that PRON iassist-647 67 18 require require VERB iassist-647 67 19 a a DET iassist-647 67 20 wider wide ADJ iassist-647 67 21 range range NOUN iassist-647 67 22 of of ADP iassist-647 67 23 data datum NOUN iassist-647 67 24 management management NOUN iassist-647 67 25 tasks task NOUN iassist-647 67 26 . . PUNCT iassist-647 68 1 automated automate VERB iassist-647 68 2 metadata metadata NOUN iassist-647 68 3 construction construction NOUN iassist-647 68 4 is be AUX iassist-647 68 5 desirable desirable ADJ iassist-647 68 6 given give VERB iassist-647 68 7 the the DET iassist-647 68 8 large large ADJ iassist-647 68 9 volume volume NOUN iassist-647 68 10 of of ADP iassist-647 68 11 datasets dataset NOUN iassist-647 68 12 . . PUNCT iassist-647 69 1 it it PRON iassist-647 69 2 is be AUX iassist-647 69 3 also also ADV iassist-647 69 4 desirable desirable ADJ iassist-647 69 5 to to PART iassist-647 69 6 support support VERB iassist-647 69 7 the the DET iassist-647 69 8 curation curation NOUN iassist-647 69 9 of of ADP iassist-647 69 10 more more ADJ iassist-647 69 11 complex complex ADJ iassist-647 69 12 data datum NOUN iassist-647 69 13 formats format NOUN iassist-647 69 14 , , PUNCT iassist-647 69 15 given give VERB iassist-647 69 16 the the DET iassist-647 69 17 wide wide ADJ iassist-647 69 18 range range NOUN iassist-647 69 19 of of ADP iassist-647 69 20 data datum NOUN iassist-647 69 21 management management NOUN iassist-647 69 22 information information NOUN iassist-647 69 23 resources resource NOUN iassist-647 69 24 . . PUNCT iassist-647 70 1 2 2 X iassist-647 70 2 . . X iassist-647 70 3 infrastructure infrastructure NOUN iassist-647 70 4 overview overview NOUN iassist-647 70 5 as as ADV iassist-647 70 6 motivated motivated ADJ iassist-647 70 7 in in ADP iassist-647 70 8 the the DET iassist-647 70 9 preceding precede VERB iassist-647 70 10 section section NOUN iassist-647 70 11 , , PUNCT iassist-647 70 12 the the DET iassist-647 70 13 dames dame NOUN iassist-647 70 14 infrastructure infrastructure NOUN iassist-647 70 15 centres centre NOUN iassist-647 70 16 upon upon SCONJ iassist-647 70 17 supporting support VERB iassist-647 70 18 access access NOUN iassist-647 70 19 to to ADP iassist-647 70 20 a a DET iassist-647 70 21 selected select VERB iassist-647 70 22 range range NOUN iassist-647 70 23 of of ADP iassist-647 70 24 data datum NOUN iassist-647 70 25 management management NOUN iassist-647 70 26 information information NOUN iassist-647 70 27 and and CCONJ iassist-647 70 28 data datum NOUN iassist-647 70 29 manipulation manipulation NOUN iassist-647 70 30 resources resource NOUN iassist-647 70 31 . . PUNCT iassist-647 71 1 each each PRON iassist-647 71 2 of of ADP iassist-647 71 3 these these DET iassist-647 71 4 resources resource NOUN iassist-647 71 5 is be AUX iassist-647 71 6 described describe VERB iassist-647 71 7 using use VERB iassist-647 71 8 searchable searchable ADJ iassist-647 71 9 metadata metadata NOUN iassist-647 71 10 for for ADP iassist-647 71 11 improving improve VERB iassist-647 71 12 resource resource NOUN iassist-647 71 13 discovery discovery NOUN iassist-647 71 14 by by ADP iassist-647 71 15 social social ADJ iassist-647 71 16 scientists scientist NOUN iassist-647 71 17 . . PUNCT iassist-647 72 1 this this DET iassist-647 72 2 section section NOUN iassist-647 72 3 outlines outline VERB iassist-647 72 4 the the DET iassist-647 72 5 architecture architecture NOUN iassist-647 72 6 and and CCONJ iassist-647 72 7 operation operation NOUN iassist-647 72 8 of of ADP iassist-647 72 9 the the DET iassist-647 72 10 dames dame NOUN iassist-647 72 11 infrastructure infrastructure NOUN iassist-647 72 12 . . PUNCT iassist-647 73 1 to to PART iassist-647 73 2 facilitate facilitate VERB iassist-647 73 3 accessibility accessibility NOUN iassist-647 73 4 to to ADP iassist-647 73 5 social social ADJ iassist-647 73 6 science science NOUN iassist-647 73 7 researchers researcher NOUN iassist-647 73 8 , , PUNCT iassist-647 73 9 dames dame NOUN iassist-647 73 10 provides provide VERB iassist-647 73 11 a a DET iassist-647 73 12 grid grid NOUN iassist-647 73 13 - - PUNCT iassist-647 73 14 based base VERB iassist-647 73 15 infrastructure infrastructure NOUN iassist-647 73 16 accessed access VERB iassist-647 73 17 through through ADP iassist-647 73 18 an an DET iassist-647 73 19 online online ADJ iassist-647 73 20 portal portal NOUN iassist-647 73 21 , , PUNCT iassist-647 73 22 with with ADP iassist-647 73 23 a a DET iassist-647 73 24 familiar familiar ADJ iassist-647 73 25 and and CCONJ iassist-647 73 26 comfortable comfortable ADJ iassist-647 73 27 mode mode NOUN iassist-647 73 28 of of ADP iassist-647 73 29 working work VERB iassist-647 73 30 for for ADP iassist-647 73 31 the the DET iassist-647 73 32 researcher researcher NOUN iassist-647 73 33 . . PUNCT iassist-647 74 1 through through ADP iassist-647 74 2 the the DET iassist-647 74 3 portal portal NOUN iassist-647 74 4 , , PUNCT iassist-647 74 5 the the DET iassist-647 74 6 researcher researcher NOUN iassist-647 74 7 is be AUX iassist-647 74 8 able able ADJ iassist-647 74 9 to to PART iassist-647 74 10 use use VERB iassist-647 74 11 portlets portlet NOUN iassist-647 74 12 customised customise VERB iassist-647 74 13 for for ADP iassist-647 74 14 discovering discover VERB iassist-647 74 15 and and CCONJ iassist-647 74 16 accessing access VERB iassist-647 74 17 specialised specialised ADJ iassist-647 74 18 information information NOUN iassist-647 74 19 resources resource NOUN iassist-647 74 20 [ [ X iassist-647 74 21 14 14 NUM iassist-647 74 22 ] ] PUNCT iassist-647 74 23 , , PUNCT iassist-647 74 24 and and CCONJ iassist-647 74 25 for for ADP iassist-647 74 26 carrying carry VERB iassist-647 74 27 out out ADP iassist-647 74 28 data data NOUN iassist-647 74 29 management management NOUN iassist-647 74 30 activities activity NOUN iassist-647 74 31 such such ADJ iassist-647 74 32 as as ADP iassist-647 74 33 data data NOUN iassist-647 74 34 curation curation NOUN iassist-647 74 35 and and CCONJ iassist-647 74 36 data datum NOUN iassist-647 74 37 fusion fusion NOUN iassist-647 74 38 . . PUNCT iassist-647 75 1 figure figure NOUN iassist-647 75 2 1 1 NUM iassist-647 75 3 shows show VERB iassist-647 75 4 an an DET iassist-647 75 5 overview overview NOUN iassist-647 75 6 of of ADP iassist-647 75 7 the the DET iassist-647 75 8 dames dame NOUN iassist-647 75 9 infrastructure infrastructure NOUN iassist-647 75 10 . . PUNCT iassist-647 76 1 the the DET iassist-647 76 2 infrastructure infrastructure NOUN iassist-647 76 3 provides provide VERB iassist-647 76 4 the the DET iassist-647 76 5 user user NOUN iassist-647 76 6 - - PUNCT iassist-647 76 7 facing face VERB iassist-647 76 8 portlets portlet NOUN iassist-647 76 9 with with ADP iassist-647 76 10 service service NOUN iassist-647 76 11 - - PUNCT iassist-647 76 12 oriented orient VERB iassist-647 76 13 access access NOUN iassist-647 76 14 to to ADP iassist-647 76 15 resources resource NOUN iassist-647 76 16 stored store VERB iassist-647 76 17 at at ADP iassist-647 76 18 ( ( PUNCT iassist-647 76 19 potentially potentially ADV iassist-647 76 20 ) ) PUNCT iassist-647 76 21 physically physically ADV iassist-647 76 22 distributed distribute VERB iassist-647 76 23 locations location NOUN iassist-647 76 24 : : PUNCT iassist-647 76 25 • • NUM iassist-647 76 26 datasets dataset NOUN iassist-647 76 27 may may AUX iassist-647 76 28 be be AUX iassist-647 76 29 held hold VERB iassist-647 76 30 in in ADP iassist-647 76 31 external external ADJ iassist-647 76 32 repositories repository NOUN iassist-647 76 33 or or CCONJ iassist-647 76 34 uploaded upload VERB iassist-647 76 35 to to ADP iassist-647 76 36 the the DET iassist-647 76 37 dames dame NOUN iassist-647 76 38 file file NOUN iassist-647 76 39 store store NOUN iassist-647 76 40 , , PUNCT iassist-647 76 41 with with SCONJ iassist-647 76 42 curation curation NOUN iassist-647 76 43 information information NOUN iassist-647 76 44 entered enter VERB iassist-647 76 45 into into ADP iassist-647 76 46 the the DET iassist-647 76 47 metadata metadata NOUN iassist-647 76 48 store store NOUN iassist-647 76 49 . . PUNCT iassist-647 77 1 • • NUM iassist-647 77 2 the the DET iassist-647 77 3 metadata metadata NOUN iassist-647 77 4 store store NOUN iassist-647 77 5 is be AUX iassist-647 77 6 provided provide VERB iassist-647 77 7 by by ADP iassist-647 77 8 an an DET iassist-647 77 9 exist exist ADJ iassist-647 77 10 xml xml NOUN iassist-647 77 11 database database NOUN iassist-647 78 1 [ [ X iassist-647 78 2 15 15 NUM iassist-647 78 3 ] ] PUNCT iassist-647 78 4 . . PUNCT iassist-647 79 1 this this PRON iassist-647 79 2 is be AUX iassist-647 79 3 populated populate VERB iassist-647 79 4 with with ADP iassist-647 79 5 curation curation NOUN iassist-647 79 6 information information NOUN iassist-647 79 7 concerning concern VERB iassist-647 79 8 explicitly explicitly ADV iassist-647 79 9 uploaded upload VERB iassist-647 79 10 datasets dataset NOUN iassist-647 79 11 and and CCONJ iassist-647 79 12 remote remote ADJ iassist-647 79 13 datasets dataset NOUN iassist-647 79 14 . . PUNCT iassist-647 80 1 more more ADV iassist-647 80 2 importantly importantly ADV iassist-647 80 3 , , PUNCT iassist-647 80 4 in in ADP iassist-647 80 5 the the DET iassist-647 80 6 context context NOUN iassist-647 80 7 of of ADP iassist-647 80 8 this this DET iassist-647 80 9 paper paper NOUN iassist-647 80 10 , , PUNCT iassist-647 80 11 the the DET iassist-647 80 12 metadata metadata NOUN iassist-647 80 13 store store NOUN iassist-647 80 14 holds hold VERB iassist-647 80 15 details detail NOUN iassist-647 80 16 of of ADP iassist-647 80 17 datasets dataset NOUN iassist-647 80 18 resulting result VERB iassist-647 80 19 from from ADP iassist-647 80 20 data data NOUN iassist-647 80 21 management management NOUN iassist-647 80 22 activities activity NOUN iassist-647 80 23 ( ( PUNCT iassist-647 80 24 identities identity NOUN iassist-647 80 25 of of ADP iassist-647 80 26 input input NOUN iassist-647 80 27 datasets dataset NOUN iassist-647 80 28 , , PUNCT iassist-647 80 29 processing processing NOUN iassist-647 80 30 activities activity NOUN iassist-647 80 31 carried carry VERB iassist-647 80 32 out out ADP iassist-647 80 33 , , PUNCT iassist-647 80 34 the the DET iassist-647 80 35 rationale rationale NOUN iassist-647 80 36 for for ADP iassist-647 80 37 the the DET iassist-647 80 38 activity activity NOUN iassist-647 80 39 ) ) PUNCT iassist-647 80 40 . . PUNCT iassist-647 81 1 this this DET iassist-647 81 2 use use NOUN iassist-647 81 3 of of ADP iassist-647 81 4 metadata metadata NOUN iassist-647 81 5 is be AUX iassist-647 81 6 discussed discuss VERB iassist-647 81 7 in in ADP iassist-647 81 8 more more ADJ iassist-647 81 9 detail detail NOUN iassist-647 81 10 in in ADP iassist-647 81 11 the the DET iassist-647 81 12 following follow VERB iassist-647 81 13 sections section NOUN iassist-647 81 14 . . PUNCT iassist-647 82 1 • • NUM iassist-647 82 2 the the DET iassist-647 82 3 file file NOUN iassist-647 82 4 store store NOUN iassist-647 82 5 is be AUX iassist-647 82 6 supported support VERB iassist-647 82 7 by by ADP iassist-647 82 8 irods irod NOUN iassist-647 82 9 [ [ X iassist-647 82 10 16 16 NUM iassist-647 82 11 ] ] PUNCT iassist-647 82 12 . . PUNCT iassist-647 83 1 this this PRON iassist-647 83 2 provides provide VERB iassist-647 83 3 transparent transparent ADJ iassist-647 83 4 access access NOUN iassist-647 83 5 to to ADP iassist-647 83 6 distributed distribute VERB iassist-647 83 7 file file NOUN iassist-647 83 8 store store NOUN iassist-647 83 9 through through ADP iassist-647 83 10 an an DET iassist-647 83 11 advanced advanced ADJ iassist-647 83 12 network network NOUN iassist-647 83 13 and and CCONJ iassist-647 83 14 server server NOUN iassist-647 83 15 . . PUNCT iassist-647 84 1 the the DET iassist-647 84 2 file file NOUN iassist-647 84 3 store store NOUN iassist-647 84 4 is be AUX iassist-647 84 5 populated populate VERB iassist-647 84 6 with with ADP iassist-647 84 7 uploaded uploaded ADJ iassist-647 84 8 datasets dataset NOUN iassist-647 84 9 , , PUNCT iassist-647 84 10 and and CCONJ iassist-647 84 11 also also ADV iassist-647 84 12 the the DET iassist-647 84 13 results result NOUN iassist-647 84 14 of of ADP iassist-647 84 15 data datum NOUN iassist-647 84 16 management management NOUN iassist-647 84 17 activities activity NOUN iassist-647 84 18 such such ADJ iassist-647 84 19 as as ADP iassist-647 84 20 data data NOUN iassist-647 84 21 fusion fusion NOUN iassist-647 84 22 and and CCONJ iassist-647 84 23 standardisation standardisation NOUN iassist-647 84 24 of of ADP iassist-647 84 25 variables variable NOUN iassist-647 84 26 . . PUNCT iassist-647 85 1 • • NUM iassist-647 85 2 the the DET iassist-647 85 3 search search NOUN iassist-647 85 4 services service NOUN iassist-647 85 5 allow allow VERB iassist-647 85 6 discovery discovery NOUN iassist-647 85 7 of of ADP iassist-647 85 8 curated curate VERB iassist-647 85 9 datasets dataset NOUN iassist-647 85 10 in in ADP iassist-647 85 11 both both CCONJ iassist-647 85 12 the the DET iassist-647 85 13 file file NOUN iassist-647 85 14 store store NOUN iassist-647 85 15 and and CCONJ iassist-647 85 16 external external ADJ iassist-647 85 17 locations location NOUN iassist-647 85 18 , , PUNCT iassist-647 85 19 through through ADP iassist-647 85 20 access access NOUN iassist-647 85 21 to to ADP iassist-647 85 22 the the DET iassist-647 85 23 metadata metadata NOUN iassist-647 85 24 store store NOUN iassist-647 85 25 . . PUNCT iassist-647 86 1 this this DET iassist-647 86 2 aspect aspect NOUN iassist-647 86 3 of of ADP iassist-647 86 4 the the DET iassist-647 86 5 dames dame NOUN iassist-647 86 6 infrastructure infrastructure NOUN iassist-647 86 7 is be AUX iassist-647 86 8 not not PART iassist-647 86 9 yet yet ADV iassist-647 86 10 fully fully ADV iassist-647 86 11 developed develop VERB iassist-647 86 12 ; ; PUNCT iassist-647 86 13 it it PRON iassist-647 86 14 is be AUX iassist-647 86 15 planned plan VERB iassist-647 86 16 to to PART iassist-647 86 17 offer offer VERB iassist-647 86 18 advanced advanced ADJ iassist-647 86 19 searches search NOUN iassist-647 86 20 based base VERB iassist-647 86 21 on on ADP iassist-647 86 22 semantic semantic ADJ iassist-647 86 23 web web NOUN iassist-647 86 24 concepts concept NOUN iassist-647 86 25 . . PUNCT iassist-647 87 1 • • NUM iassist-647 87 2 the the DET iassist-647 87 3 compute compute NOUN iassist-647 87 4 resources resource NOUN iassist-647 87 5 would would AUX iassist-647 87 6 typically typically ADV iassist-647 87 7 be be AUX iassist-647 87 8 in in ADP iassist-647 87 9 a a DET iassist-647 87 10 condor condor NOUN iassist-647 87 11 pool pool NOUN iassist-647 87 12 [ [ X iassist-647 87 13 17 17 NUM iassist-647 87 14 ] ] PUNCT iassist-647 87 15 to to PART iassist-647 87 16 which which PRON iassist-647 87 17 tasks task NOUN iassist-647 87 18 are be AUX iassist-647 87 19 submitted submit VERB iassist-647 87 20 for for ADP iassist-647 87 21 carrying carry VERB iassist-647 87 22 out out ADP iassist-647 87 23 requested request VERB iassist-647 87 24 data datum NOUN iassist-647 87 25 management management NOUN iassist-647 87 26 activities activity NOUN iassist-647 87 27 . . PUNCT iassist-647 88 1 these these DET iassist-647 88 2 requests request NOUN iassist-647 88 3 are be AUX iassist-647 88 4 expressed express VERB iassist-647 88 5 in in ADP iassist-647 88 6 jfdl jfdl NOUN iassist-647 88 7 ( ( PUNCT iassist-647 88 8 job job NOUN iassist-647 88 9 flow flow NOUN iassist-647 88 10 definition definition NOUN iassist-647 88 11 language language NOUN iassist-647 88 12 [ [ X iassist-647 88 13 5 5 NUM iassist-647 88 14 ] ] NUM iassist-647 88 15 ) ) PUNCT iassist-647 88 16 , , PUNCT iassist-647 88 17 an an DET iassist-647 88 18 extended extended ADJ iassist-647 88 19 version version NOUN iassist-647 88 20 of of ADP iassist-647 88 21 jsdl jsdl PROPN iassist-647 88 22 ( ( PUNCT iassist-647 88 23 job job NOUN iassist-647 88 24 submission submission NOUN iassist-647 88 25 definition definition NOUN iassist-647 88 26 language language NOUN iassist-647 88 27 [ [ X iassist-647 88 28 3 3 NUM iassist-647 88 29 ] ] PUNCT iassist-647 88 30 ) ) PUNCT iassist-647 88 31 described describe VERB iassist-647 88 32 in in ADP iassist-647 88 33 the the DET iassist-647 88 34 following follow VERB iassist-647 88 35 sections section NOUN iassist-647 88 36 . . PUNCT iassist-647 89 1 the the DET iassist-647 89 2 job job NOUN iassist-647 89 3 flows flow VERB iassist-647 89 4 themselves themselves PRON iassist-647 89 5 become become VERB iassist-647 89 6 part part NOUN iassist-647 89 7 of of ADP iassist-647 89 8 the the DET iassist-647 89 9 metadata metadata NOUN iassist-647 89 10 documenting document VERB iassist-647 89 11 the the DET iassist-647 89 12 resultant resultant NOUN iassist-647 89 13 datasets dataset NOUN iassist-647 89 14 . . PUNCT iassist-647 90 1 • • ADJ iassist-647 90 2 enact enact NOUN iassist-647 90 3 fusion fusion NOUN iassist-647 90 4 is be AUX iassist-647 90 5 one one NUM iassist-647 90 6 example example NOUN iassist-647 90 7 of of ADP iassist-647 90 8 the the DET iassist-647 90 9 data datum NOUN iassist-647 90 10 manipulation manipulation NOUN iassist-647 90 11 services service NOUN iassist-647 90 12 in in ADP iassist-647 90 13 the the DET iassist-647 90 14 dames dame NOUN iassist-647 90 15 infrastructure infrastructure NOUN iassist-647 90 16 . . PUNCT iassist-647 91 1 these these DET iassist-647 91 2 services service NOUN iassist-647 91 3 receive receive VERB iassist-647 91 4 task task NOUN iassist-647 91 5 descriptions description NOUN iassist-647 91 6 created create VERB iassist-647 91 7 by by ADP iassist-647 91 8 the the DET iassist-647 91 9 researcher researcher NOUN iassist-647 91 10 through through ADP iassist-647 91 11 the the DET iassist-647 91 12 portal portal NOUN iassist-647 91 13 for for ADP iassist-647 91 14 searching searching NOUN iassist-647 91 15 and and CCONJ iassist-647 91 16 task task NOUN iassist-647 91 17 customisation customisation NOUN iassist-647 91 18 . . PUNCT iassist-647 92 1 this this DET iassist-647 92 2 results result NOUN iassist-647 92 3 in in ADP iassist-647 92 4 fetching fetch VERB iassist-647 92 5 relevant relevant ADJ iassist-647 92 6 datasets dataset NOUN iassist-647 92 7 from from ADP iassist-647 92 8 local local ADJ iassist-647 92 9 and/or and/or CCONJ iassist-647 92 10 external external ADJ iassist-647 92 11 resources resource NOUN iassist-647 92 12 through through ADP iassist-647 92 13 the the DET iassist-647 92 14 file file NOUN iassist-647 92 15 access access NOUN iassist-647 92 16 service service NOUN iassist-647 92 17 , , PUNCT iassist-647 92 18 submitting submit VERB iassist-647 92 19 jobs job NOUN iassist-647 92 20 to to PART iassist-647 92 21 compute compute VERB iassist-647 92 22 resources resource NOUN iassist-647 92 23 for for ADP iassist-647 92 24 execution execution NOUN iassist-647 92 25 , , PUNCT iassist-647 92 26 returning return VERB iassist-647 92 27 result result NOUN iassist-647 92 28 datasets dataset NOUN iassist-647 92 29 to to ADP iassist-647 92 30 the the DET iassist-647 92 31 file file NOUN iassist-647 92 32 store store NOUN iassist-647 92 33 , , PUNCT iassist-647 92 34 and and CCONJ iassist-647 92 35 curating curate VERB iassist-647 92 36 information information NOUN iassist-647 92 37 in in ADP iassist-647 92 38 the the DET iassist-647 92 39 metadata metadata NOUN iassist-647 92 40 store store NOUN iassist-647 92 41 as as ADP iassist-647 92 42 appropriate appropriate ADJ iassist-647 92 43 . . PUNCT iassist-647 93 1 the the DET iassist-647 93 2 following follow VERB iassist-647 93 3 scenario scenario NOUN iassist-647 93 4 illustrates illustrate VERB iassist-647 93 5 common common ADJ iassist-647 93 6 usages usage NOUN iassist-647 93 7 of of ADP iassist-647 93 8 the the DET iassist-647 93 9 dames dame NOUN iassist-647 93 10 infrastructure infrastructure NOUN iassist-647 93 11 . . PUNCT iassist-647 94 1 a a DET iassist-647 94 2 social social ADJ iassist-647 94 3 science science NOUN iassist-647 94 4 researcher researcher NOUN iassist-647 94 5 wishes wish VERB iassist-647 94 6 to to PART iassist-647 94 7 fuse fuse VERB iassist-647 94 8 scottish scottish ADJ iassist-647 94 9 household household NOUN iassist-647 94 10 survey survey NOUN iassist-647 94 11 data datum NOUN iassist-647 94 12 with with ADP iassist-647 94 13 privately privately ADV iassist-647 94 14 collected collect VERB iassist-647 94 15 study study NOUN iassist-647 94 16 data datum NOUN iassist-647 94 17 on on ADP iassist-647 94 18 internet internet NOUN iassist-647 94 19 usage usage NOUN iassist-647 94 20 . . PUNCT iassist-647 95 1 having having AUX iassist-647 95 2 registered register VERB iassist-647 95 3 with with ADP iassist-647 95 4 the the DET iassist-647 95 5 uk uk PROPN iassist-647 95 6 data data VERB iassist-647 95 7 archive archive NOUN iassist-647 95 8 and and CCONJ iassist-647 95 9 obtained obtain VERB iassist-647 95 10 the the DET iassist-647 95 11 appropriate appropriate ADJ iassist-647 95 12 end end NOUN iassist-647 95 13 user user NOUN iassist-647 95 14 license license NOUN iassist-647 95 15 from from ADP iassist-647 95 16 them they PRON iassist-647 95 17 , , PUNCT iassist-647 95 18 the the DET iassist-647 95 19 researcher researcher NOUN iassist-647 95 20 uses use VERB iassist-647 95 21 the the DET iassist-647 95 22 data data NOUN iassist-647 95 23 curation curation NOUN iassist-647 95 24 and and CCONJ iassist-647 95 25 data datum NOUN iassist-647 95 26 fusion fusion NOUN iassist-647 95 27 tools tool NOUN iassist-647 95 28 available available ADJ iassist-647 95 29 via via ADP iassist-647 95 30 the the DET iassist-647 95 31 dames dame NOUN iassist-647 95 32 portal portal NOUN iassist-647 95 33 to to PART iassist-647 95 34 upload upload VERB iassist-647 95 35 the the DET iassist-647 95 36 data datum NOUN iassist-647 95 37 and and CCONJ iassist-647 95 38 generate generate VERB iassist-647 95 39 a a DET iassist-647 95 40 derived derive VERB iassist-647 95 41 dataset dataset NOUN iassist-647 95 42 . . PUNCT iassist-647 96 1 the the DET iassist-647 96 2 metadata metadata NOUN iassist-647 96 3 about about ADP iassist-647 96 4 this this DET iassist-647 96 5 derived derive VERB iassist-647 96 6 dataset dataset NOUN iassist-647 96 7 is be AUX iassist-647 96 8 then then ADV iassist-647 96 9 made make VERB iassist-647 96 10 public public ADJ iassist-647 96 11 through through ADP iassist-647 96 12 the the DET iassist-647 96 13 portal portal NOUN iassist-647 96 14 . . PUNCT iassist-647 97 1 another another DET iassist-647 97 2 researcher researcher NOUN iassist-647 97 3 now now ADV iassist-647 97 4 searches search VERB iassist-647 97 5 the the DET iassist-647 97 6 portal portal NOUN iassist-647 97 7 for for ADP iassist-647 97 8 data datum NOUN iassist-647 97 9 related relate VERB iassist-647 97 10 to to ADP iassist-647 97 11 the the DET iassist-647 97 12 scottish scottish ADJ iassist-647 97 13 household household NOUN iassist-647 97 14 survey survey NOUN iassist-647 97 15 , , PUNCT iassist-647 97 16 26 26 NUM iassist-647 97 17 iassist iassist ADJ iassist-647 97 18 quarterly quarterly ADJ iassist-647 97 19 spring spring NOUN iassist-647 97 20 summer summer NOUN iassist-647 97 21 2009 2009 NUM iassist-647 97 22 and and CCONJ iassist-647 97 23 finds find VERB iassist-647 97 24 the the DET iassist-647 97 25 metadata metadata NOUN iassist-647 97 26 file file NOUN iassist-647 97 27 related relate VERB iassist-647 97 28 to to ADP iassist-647 97 29 this this DET iassist-647 97 30 derived derive VERB iassist-647 97 31 dataset dataset NOUN iassist-647 97 32 . . PUNCT iassist-647 98 1 realising realise VERB iassist-647 98 2 that that SCONJ iassist-647 98 3 this this PRON iassist-647 98 4 would would AUX iassist-647 98 5 be be AUX iassist-647 98 6 suitable suitable ADJ iassist-647 98 7 , , PUNCT iassist-647 98 8 the the DET iassist-647 98 9 researcher researcher NOUN iassist-647 98 10 obtains obtain VERB iassist-647 98 11 a a DET iassist-647 98 12 licence licence NOUN iassist-647 98 13 and and CCONJ iassist-647 98 14 is be AUX iassist-647 98 15 then then ADV iassist-647 98 16 able able ADJ iassist-647 98 17 to to PART iassist-647 98 18 access access VERB iassist-647 98 19 the the DET iassist-647 98 20 derived derive VERB iassist-647 98 21 dataset dataset NOUN iassist-647 98 22 . . PUNCT iassist-647 99 1 the the DET iassist-647 99 2 derived derive VERB iassist-647 99 3 dataset dataset NOUN iassist-647 99 4 might might AUX iassist-647 99 5 then then ADV iassist-647 99 6 be be AUX iassist-647 99 7 re re VERB iassist-647 99 8 - - VERB iassist-647 99 9 purposed purposed ADJ iassist-647 99 10 , , PUNCT iassist-647 99 11 using use VERB iassist-647 99 12 the the DET iassist-647 99 13 dames dame NOUN iassist-647 99 14 tools tool NOUN iassist-647 99 15 to to PART iassist-647 99 16 fuse fuse VERB iassist-647 99 17 it it PRON iassist-647 99 18 with with ADP iassist-647 99 19 data datum NOUN iassist-647 99 20 from from ADP iassist-647 99 21 a a DET iassist-647 99 22 third third ADJ iassist-647 99 23 study study NOUN iassist-647 99 24 . . PUNCT iassist-647 100 1 it it PRON iassist-647 100 2 is be AUX iassist-647 100 3 important important ADJ iassist-647 100 4 to to PART iassist-647 100 5 note note VERB iassist-647 100 6 that that SCONJ iassist-647 100 7 the the DET iassist-647 100 8 dames dame NOUN iassist-647 100 9 infrastructure infrastructure NOUN iassist-647 100 10 provides provide VERB iassist-647 100 11 only only ADJ iassist-647 100 12 tools tool NOUN iassist-647 100 13 and and CCONJ iassist-647 100 14 support support NOUN iassist-647 100 15 to to ADP iassist-647 100 16 the the DET iassist-647 100 17 researcher researcher NOUN iassist-647 100 18 , , PUNCT iassist-647 100 19 and and CCONJ iassist-647 100 20 that that SCONJ iassist-647 100 21 it it PRON iassist-647 100 22 is be AUX iassist-647 100 23 the the DET iassist-647 100 24 responsibility responsibility NOUN iassist-647 100 25 of of ADP iassist-647 100 26 the the DET iassist-647 100 27 researcher researcher NOUN iassist-647 100 28 to to PART iassist-647 100 29 establish establish VERB iassist-647 100 30 the the DET iassist-647 100 31 scientific scientific ADJ iassist-647 100 32 merit merit NOUN iassist-647 100 33 of of ADP iassist-647 100 34 the the DET iassist-647 100 35 data datum NOUN iassist-647 100 36 fusion fusion NOUN iassist-647 100 37 . . PUNCT iassist-647 101 1 3 3 X iassist-647 101 2 . . NOUN iassist-647 101 3 metadata metadata ADJ iassist-647 101 4 curation curation NOUN iassist-647 101 5 and and CCONJ iassist-647 101 6 generation generation NOUN iassist-647 101 7 the the DET iassist-647 101 8 dames dame NOUN iassist-647 101 9 infrastructure infrastructure NOUN iassist-647 101 10 is be AUX iassist-647 101 11 still still ADV iassist-647 101 12 in in ADP iassist-647 101 13 development development NOUN iassist-647 101 14 at at ADP iassist-647 101 15 the the DET iassist-647 101 16 time time NOUN iassist-647 101 17 of of ADP iassist-647 101 18 writing writing NOUN iassist-647 101 19 . . PUNCT iassist-647 102 1 an an DET iassist-647 102 2 infrastructure infrastructure NOUN iassist-647 102 3 has have AUX iassist-647 102 4 been be AUX iassist-647 102 5 implemented implement VERB iassist-647 102 6 to to PART iassist-647 102 7 support support VERB iassist-647 102 8 ddi ddi PROPN iassist-647 102 9 3 3 NUM iassist-647 102 10 . . PUNCT iassist-647 103 1 this this PRON iassist-647 103 2 is be AUX iassist-647 103 3 also also ADV iassist-647 103 4 supported support VERB iassist-647 103 5 by by ADP iassist-647 103 6 a a DET iassist-647 103 7 grid grid NOUN iassist-647 103 8 computing computing NOUN iassist-647 103 9 standard standard NOUN iassist-647 103 10 called call VERB iassist-647 103 11 jsdl jsdl PROPN iassist-647 103 12 ( ( PUNCT iassist-647 103 13 job job NOUN iassist-647 103 14 submission submission NOUN iassist-647 103 15 description description NOUN iassist-647 103 16 language language NOUN iassist-647 104 1 [ [ X iassist-647 104 2 3 3 NUM iassist-647 104 3 ] ] NUM iassist-647 104 4 ) ) PUNCT iassist-647 104 5 . . PUNCT iassist-647 105 1 a a DET iassist-647 105 2 number number NOUN iassist-647 105 3 of of ADP iassist-647 105 4 metadata metadata NOUN iassist-647 105 5 standards standard NOUN iassist-647 105 6 were be AUX iassist-647 105 7 reviewed review VERB iassist-647 105 8 in in ADP iassist-647 105 9 [ [ X iassist-647 105 10 1 1 NUM iassist-647 105 11 ] ] PUNCT iassist-647 105 12 , , PUNCT iassist-647 105 13 with with ADP iassist-647 105 14 the the DET iassist-647 105 15 conclusion conclusion NOUN iassist-647 105 16 that that SCONJ iassist-647 105 17 ddi ddi PROPN iassist-647 105 18 version version NOUN iassist-647 105 19 3 3 NUM iassist-647 105 20 was be AUX iassist-647 105 21 the the DET iassist-647 105 22 most most ADV iassist-647 105 23 appropriate appropriate ADJ iassist-647 105 24 one one NUM iassist-647 105 25 to to PART iassist-647 105 26 use use VERB iassist-647 105 27 for for ADP iassist-647 105 28 curating curate VERB iassist-647 105 29 datasets dataset NOUN iassist-647 105 30 and and CCONJ iassist-647 105 31 resources resource NOUN iassist-647 105 32 , , PUNCT iassist-647 105 33 and and CCONJ iassist-647 105 34 for for ADP iassist-647 105 35 describing describe VERB iassist-647 105 36 datasets dataset NOUN iassist-647 105 37 generated generate VERB iassist-647 105 38 or or CCONJ iassist-647 105 39 modified modify VERB iassist-647 105 40 by by ADP iassist-647 105 41 the the DET iassist-647 105 42 dames dame NOUN iassist-647 105 43 tools tool NOUN iassist-647 105 44 . . PUNCT iassist-647 106 1 many many ADJ iassist-647 106 2 resources resource NOUN iassist-647 106 3 that that PRON iassist-647 106 4 are be AUX iassist-647 106 5 currently currently ADV iassist-647 106 6 available available ADJ iassist-647 106 7 for for ADP iassist-647 106 8 use use NOUN iassist-647 106 9 in in ADP iassist-647 106 10 dames dame NOUN iassist-647 106 11 ( ( PUNCT iassist-647 106 12 and and CCONJ iassist-647 106 13 in in ADP iassist-647 106 14 particular particular ADJ iassist-647 106 15 resources resource NOUN iassist-647 106 16 available available ADJ iassist-647 106 17 from from ADP iassist-647 106 18 geode geode NOUN iassist-647 106 19 [ [ X iassist-647 106 20 2 2 NUM iassist-647 106 21 ] ] PUNCT iassist-647 106 22 ) ) PUNCT iassist-647 106 23 have have VERB iassist-647 106 24 ddi ddi PROPN iassist-647 106 25 version version NOUN iassist-647 106 26 2 2 NUM iassist-647 106 27 metadata metadata NOUN iassist-647 106 28 figure figure NOUN iassist-647 106 29 1 1 NUM iassist-647 106 30 . . PUNCT iassist-647 107 1 the the DET iassist-647 107 2 dames dame NOUN iassist-647 107 3 infrastructure infrastructure NOUN iassist-647 107 4 – – PUNCT iassist-647 107 5 key key ADJ iassist-647 107 6 use use NOUN iassist-647 107 7 is be AUX iassist-647 107 8 made make VERB iassist-647 107 9 of of ADP iassist-647 107 10 ddi ddi PROPN iassist-647 107 11 in in ADP iassist-647 107 12 the the DET iassist-647 107 13 components component NOUN iassist-647 107 14 marked mark VERB iassist-647 107 15 ✩ ✩ NOUN iassist-647 107 16 figure figure VERB iassist-647 107 17 2 2 NUM iassist-647 107 18 . . PUNCT iassist-647 108 1 the the DET iassist-647 108 2 first first ADJ iassist-647 108 3 stage stage NOUN iassist-647 108 4 of of ADP iassist-647 108 5 data datum NOUN iassist-647 108 6 curation curation NOUN iassist-647 108 7 using use VERB iassist-647 108 8 the the DET iassist-647 108 9 dames dame NOUN iassist-647 108 10 infrastructure infrastructure NOUN iassist-647 108 11 iassist iassist VERB iassist-647 108 12 quarterly quarterly ADJ iassist-647 108 13 spring spring NOUN iassist-647 108 14 summer summer NOUN iassist-647 108 15 2009 2009 NUM iassist-647 108 16 27 27 NUM iassist-647 108 17 records record NOUN iassist-647 108 18 . . PUNCT iassist-647 109 1 it it PRON iassist-647 109 2 is be AUX iassist-647 109 3 therefore therefore ADV iassist-647 109 4 necessary necessary ADJ iassist-647 109 5 to to PART iassist-647 109 6 support support VERB iassist-647 109 7 this this DET iassist-647 109 8 version version NOUN iassist-647 109 9 as as ADV iassist-647 109 10 well well ADV iassist-647 109 11 . . PUNCT iassist-647 110 1 however however ADV iassist-647 110 2 , , PUNCT iassist-647 110 3 the the DET iassist-647 110 4 following following NOUN iassist-647 110 5 focuses focus VERB iassist-647 110 6 on on ADP iassist-647 110 7 metadata metadata NOUN iassist-647 110 8 curated curate VERB iassist-647 110 9 and and CCONJ iassist-647 110 10 generated generate VERB iassist-647 110 11 using use VERB iassist-647 110 12 version version NOUN iassist-647 110 13 3 3 NUM iassist-647 110 14 . . NOUN iassist-647 110 15 3.1 3.1 NUM iassist-647 110 16 data datum NOUN iassist-647 110 17 entry entry NOUN iassist-647 110 18 and and CCONJ iassist-647 110 19 curation curation NOUN iassist-647 110 20 the the DET iassist-647 110 21 dames dames PROPN iassist-647 110 22 services service NOUN iassist-647 110 23 distinguish distinguish VERB iassist-647 110 24 private private ADJ iassist-647 110 25 datasets dataset NOUN iassist-647 110 26 , , PUNCT iassist-647 110 27 public public ADJ iassist-647 110 28 datasets dataset NOUN iassist-647 110 29 , , PUNCT iassist-647 110 30 and and CCONJ iassist-647 110 31 other other ADJ iassist-647 110 32 resources resource NOUN iassist-647 110 33 ( ( PUNCT iassist-647 110 34 such such ADJ iassist-647 110 35 as as ADP iassist-647 110 36 classification classification NOUN iassist-647 110 37 schemes scheme NOUN iassist-647 110 38 and and CCONJ iassist-647 110 39 processing processing NOUN iassist-647 110 40 instructions instruction NOUN iassist-647 110 41 ) ) PUNCT iassist-647 110 42 . . PUNCT iassist-647 111 1 users user NOUN iassist-647 111 2 may may AUX iassist-647 111 3 populate populate VERB iassist-647 111 4 their their PRON iassist-647 111 5 own own ADJ iassist-647 111 6 private private ADJ iassist-647 111 7 storage storage NOUN iassist-647 111 8 space space NOUN iassist-647 111 9 with with ADP iassist-647 111 10 data datum NOUN iassist-647 111 11 and and CCONJ iassist-647 111 12 resources resource NOUN iassist-647 111 13 and and CCONJ iassist-647 111 14 not not PART iassist-647 111 15 have have VERB iassist-647 111 16 them they PRON iassist-647 111 17 exposed expose VERB iassist-647 111 18 to to ADP iassist-647 111 19 other other ADJ iassist-647 111 20 users user NOUN iassist-647 111 21 . . PUNCT iassist-647 112 1 the the DET iassist-647 112 2 dames dames PROPN iassist-647 112 3 services service NOUN iassist-647 112 4 can can AUX iassist-647 112 5 process process VERB iassist-647 112 6 private private ADJ iassist-647 112 7 data datum NOUN iassist-647 112 8 , , PUNCT iassist-647 112 9 public public ADJ iassist-647 112 10 data datum NOUN iassist-647 112 11 , , PUNCT iassist-647 112 12 or or CCONJ iassist-647 112 13 a a DET iassist-647 112 14 combination combination NOUN iassist-647 112 15 of of ADP iassist-647 112 16 the the DET iassist-647 112 17 two two NUM iassist-647 112 18 . . PUNCT iassist-647 113 1 all all DET iassist-647 113 2 datasets dataset NOUN iassist-647 113 3 resulting result VERB iassist-647 113 4 from from ADP iassist-647 113 5 the the DET iassist-647 113 6 use use NOUN iassist-647 113 7 of of ADP iassist-647 113 8 services service NOUN iassist-647 113 9 are be AUX iassist-647 113 10 considered consider VERB iassist-647 113 11 private private ADJ iassist-647 113 12 . . PUNCT iassist-647 114 1 they they PRON iassist-647 114 2 are be AUX iassist-647 114 3 therefore therefore ADV iassist-647 114 4 available available ADJ iassist-647 114 5 only only ADV iassist-647 114 6 to to ADP iassist-647 114 7 the the DET iassist-647 114 8 user user NOUN iassist-647 114 9 that that PRON iassist-647 114 10 generated generate VERB iassist-647 114 11 the the DET iassist-647 114 12 data datum NOUN iassist-647 114 13 . . PUNCT iassist-647 115 1 users user NOUN iassist-647 115 2 may may AUX iassist-647 115 3 propose propose VERB iassist-647 115 4 making make VERB iassist-647 115 5 data datum NOUN iassist-647 115 6 and and CCONJ iassist-647 115 7 resources resource NOUN iassist-647 115 8 public public ADJ iassist-647 115 9 ( ( PUNCT iassist-647 115 10 uploaded upload VERB iassist-647 115 11 or or CCONJ iassist-647 115 12 generated generate VERB iassist-647 115 13 through through ADP iassist-647 115 14 tools tool NOUN iassist-647 115 15 ) ) PUNCT iassist-647 115 16 . . PUNCT iassist-647 116 1 however however ADV iassist-647 116 2 , , PUNCT iassist-647 116 3 since since SCONJ iassist-647 116 4 uploading upload VERB iassist-647 116 5 data datum NOUN iassist-647 116 6 and and CCONJ iassist-647 116 7 resources resource NOUN iassist-647 116 8 to to ADP iassist-647 116 9 the the DET iassist-647 116 10 dames dame NOUN iassist-647 116 11 infrastructure infrastructure NOUN iassist-647 116 12 does do AUX iassist-647 116 13 not not PART iassist-647 116 14 require require VERB iassist-647 116 15 or or CCONJ iassist-647 116 16 generate generate VERB iassist-647 116 17 any any DET iassist-647 116 18 metadata metadata NOUN iassist-647 116 19 , , PUNCT iassist-647 116 20 the the DET iassist-647 116 21 users user NOUN iassist-647 116 22 must must AUX iassist-647 116 23 first first ADV iassist-647 116 24 perform perform VERB iassist-647 116 25 curation curation NOUN iassist-647 116 26 . . PUNCT iassist-647 117 1 curation curation NOUN iassist-647 117 2 is be AUX iassist-647 117 3 handled handle VERB iassist-647 117 4 through through ADP iassist-647 117 5 a a DET iassist-647 117 6 web web NOUN iassist-647 117 7 portal portal ADJ iassist-647 117 8 wizard wizard NOUN iassist-647 117 9 . . PUNCT iassist-647 118 1 it it PRON iassist-647 118 2 takes take VERB iassist-647 118 3 users user NOUN iassist-647 118 4 through through ADP iassist-647 118 5 various various ADJ iassist-647 118 6 stages stage NOUN iassist-647 118 7 to to PART iassist-647 118 8 generate generate VERB iassist-647 118 9 ddi ddi PROPN iassist-647 118 10 version version NOUN iassist-647 118 11 3 3 NUM iassist-647 118 12 metadata metadata NOUN iassist-647 118 13 that that PRON iassist-647 118 14 describe describe VERB iassist-647 118 15 the the DET iassist-647 118 16 items item NOUN iassist-647 118 17 being be AUX iassist-647 118 18 curated curate VERB iassist-647 118 19 . . PUNCT iassist-647 119 1 users user NOUN iassist-647 119 2 can can AUX iassist-647 119 3 upload upload VERB iassist-647 119 4 existing exist VERB iassist-647 119 5 metadata metadata NOUN iassist-647 119 6 , , PUNCT iassist-647 119 7 which which PRON iassist-647 119 8 are be AUX iassist-647 119 9 used use VERB iassist-647 119 10 to to PART iassist-647 119 11 automate automate VERB iassist-647 119 12 much much ADJ iassist-647 119 13 of of ADP iassist-647 119 14 the the DET iassist-647 119 15 curation curation NOUN iassist-647 119 16 process process NOUN iassist-647 119 17 . . PUNCT iassist-647 120 1 curated curate VERB iassist-647 120 2 data datum NOUN iassist-647 120 3 and and CCONJ iassist-647 120 4 resources resource NOUN iassist-647 120 5 can can AUX iassist-647 120 6 be be AUX iassist-647 120 7 proposed propose VERB iassist-647 120 8 for for ADP iassist-647 120 9 publication publication NOUN iassist-647 120 10 to to ADP iassist-647 120 11 the the DET iassist-647 120 12 dames dames PROPN iassist-647 120 13 management management NOUN iassist-647 120 14 team team NOUN iassist-647 120 15 . . PUNCT iassist-647 121 1 the the DET iassist-647 121 2 management management NOUN iassist-647 121 3 team team NOUN iassist-647 121 4 then then ADV iassist-647 121 5 inspects inspect VERB iassist-647 121 6 the the DET iassist-647 121 7 items item NOUN iassist-647 121 8 and and CCONJ iassist-647 121 9 the the DET iassist-647 121 10 metadata metadata NOUN iassist-647 121 11 , , PUNCT iassist-647 121 12 and and CCONJ iassist-647 121 13 can can AUX iassist-647 121 14 make make VERB iassist-647 121 15 the the DET iassist-647 121 16 metadata metadata ADJ iassist-647 121 17 public public ADJ iassist-647 121 18 or or CCONJ iassist-647 121 19 suggest suggest VERB iassist-647 121 20 improvements improvement NOUN iassist-647 121 21 to to ADP iassist-647 121 22 the the DET iassist-647 121 23 users user NOUN iassist-647 121 24 . . PUNCT iassist-647 122 1 figure figure VERB iassist-647 122 2 2 2 NUM iassist-647 122 3 illustrates illustrate VERB iassist-647 122 4 the the DET iassist-647 122 5 first first ADJ iassist-647 122 6 stage stage NOUN iassist-647 122 7 of of ADP iassist-647 122 8 curating curate VERB iassist-647 122 9 a a DET iassist-647 122 10 new new ADJ iassist-647 122 11 data datum NOUN iassist-647 122 12 resource resource NOUN iassist-647 122 13 . . PUNCT iassist-647 123 1 metadata metadata PROPN iassist-647 123 2 records record NOUN iassist-647 123 3 are be AUX iassist-647 123 4 made make VERB iassist-647 123 5 public public ADJ iassist-647 123 6 , , PUNCT iassist-647 123 7 but but CCONJ iassist-647 123 8 not not PART iassist-647 123 9 the the DET iassist-647 123 10 actual actual ADJ iassist-647 123 11 data datum NOUN iassist-647 123 12 and and CCONJ iassist-647 123 13 resources resource NOUN iassist-647 123 14 . . PUNCT iassist-647 124 1 this this PRON iassist-647 124 2 is be AUX iassist-647 124 3 done do VERB iassist-647 124 4 to to PART iassist-647 124 5 avoid avoid VERB iassist-647 124 6 making make VERB iassist-647 124 7 generated generate VERB iassist-647 124 8 datasets dataset NOUN iassist-647 124 9 public public ADJ iassist-647 124 10 that that PRON iassist-647 124 11 are be AUX iassist-647 124 12 derived derive VERB iassist-647 124 13 from from ADP iassist-647 124 14 datasets dataset NOUN iassist-647 124 15 which which PRON iassist-647 124 16 the the DET iassist-647 124 17 user user NOUN iassist-647 124 18 does do AUX iassist-647 124 19 not not PART iassist-647 124 20 have have VERB iassist-647 124 21 authority authority NOUN iassist-647 124 22 to to PART iassist-647 124 23 publish publish VERB iassist-647 124 24 . . PUNCT iassist-647 125 1 as as SCONJ iassist-647 125 2 explained explain VERB iassist-647 125 3 below below ADV iassist-647 125 4 , , PUNCT iassist-647 125 5 the the DET iassist-647 125 6 metadata metadata NOUN iassist-647 125 7 for for ADP iassist-647 125 8 derived derive VERB iassist-647 125 9 datasets dataset NOUN iassist-647 125 10 refer refer VERB iassist-647 125 11 to to ADP iassist-647 125 12 the the DET iassist-647 125 13 original original ADJ iassist-647 125 14 datasets dataset NOUN iassist-647 125 15 and and CCONJ iassist-647 125 16 their their PRON iassist-647 125 17 metadata metadata NOUN iassist-647 125 18 . . PUNCT iassist-647 126 1 the the DET iassist-647 126 2 dames dames PROPN iassist-647 126 3 services service NOUN iassist-647 126 4 access access VERB iassist-647 126 5 the the DET iassist-647 126 6 originals original NOUN iassist-647 126 7 on on ADP iassist-647 126 8 behalf behalf NOUN iassist-647 126 9 of of ADP iassist-647 126 10 the the DET iassist-647 126 11 users user NOUN iassist-647 126 12 and and CCONJ iassist-647 126 13 are be AUX iassist-647 126 14 therefore therefore ADV iassist-647 126 15 limited limit VERB iassist-647 126 16 to to ADP iassist-647 126 17 the the DET iassist-647 126 18 access access NOUN iassist-647 126 19 permissions permission NOUN iassist-647 126 20 of of ADP iassist-647 126 21 the the DET iassist-647 126 22 users user NOUN iassist-647 126 23 . . PUNCT iassist-647 127 1 if if SCONJ iassist-647 127 2 the the DET iassist-647 127 3 users user NOUN iassist-647 127 4 do do AUX iassist-647 127 5 not not PART iassist-647 127 6 have have VERB iassist-647 127 7 access access NOUN iassist-647 127 8 to to ADP iassist-647 127 9 the the DET iassist-647 127 10 originals original NOUN iassist-647 127 11 , , PUNCT iassist-647 127 12 they they PRON iassist-647 127 13 are be AUX iassist-647 127 14 limited limit VERB iassist-647 127 15 to to ADP iassist-647 127 16 inspecting inspect VERB iassist-647 127 17 the the DET iassist-647 127 18 metadata metadata NOUN iassist-647 127 19 of of ADP iassist-647 127 20 derived derive VERB iassist-647 127 21 datasets dataset NOUN iassist-647 127 22 in in ADP iassist-647 127 23 order order NOUN iassist-647 127 24 to to PART iassist-647 127 25 determine determine VERB iassist-647 127 26 how how SCONJ iassist-647 127 27 to to PART iassist-647 127 28 obtain obtain VERB iassist-647 127 29 appropriate appropriate ADJ iassist-647 127 30 permissions permission NOUN iassist-647 127 31 . . PUNCT iassist-647 128 1 the the DET iassist-647 128 2 possibility possibility NOUN iassist-647 128 3 of of ADP iassist-647 128 4 automatically automatically ADV iassist-647 128 5 inferring infer VERB iassist-647 128 6 access access NOUN iassist-647 128 7 rights right NOUN iassist-647 128 8 , , PUNCT iassist-647 128 9 particularly particularly ADV iassist-647 128 10 for for ADP iassist-647 128 11 derived derived ADJ iassist-647 128 12 datasets dataset NOUN iassist-647 128 13 , , PUNCT iassist-647 128 14 is be AUX iassist-647 128 15 being be AUX iassist-647 128 16 investigated investigate VERB iassist-647 128 17 . . PUNCT iassist-647 129 1 in in ADP iassist-647 129 2 principle principle NOUN iassist-647 129 3 it it PRON iassist-647 129 4 would would AUX iassist-647 129 5 be be AUX iassist-647 129 6 possible possible ADJ iassist-647 129 7 to to PART iassist-647 129 8 export export VERB iassist-647 129 9 the the DET iassist-647 129 10 ddi ddi PROPN iassist-647 129 11 metadata metadata NOUN iassist-647 129 12 records record NOUN iassist-647 129 13 , , PUNCT iassist-647 129 14 although although SCONJ iassist-647 129 15 this this DET iassist-647 129 16 facility facility NOUN iassist-647 129 17 is be AUX iassist-647 129 18 currently currently ADV iassist-647 129 19 not not PART iassist-647 129 20 available available ADJ iassist-647 129 21 through through ADP iassist-647 129 22 the the DET iassist-647 129 23 dames dame NOUN iassist-647 129 24 services service NOUN iassist-647 129 25 . . PUNCT iassist-647 130 1 3.2 3.2 NUM iassist-647 130 2 tool tool NOUN iassist-647 130 3 inputs input NOUN iassist-647 130 4 and and CCONJ iassist-647 130 5 outputs output NOUN iassist-647 130 6 whilst whilst SCONJ iassist-647 130 7 ddi ddi PROPN iassist-647 130 8 metadata metadata NOUN iassist-647 130 9 are be AUX iassist-647 130 10 appropriate appropriate ADJ iassist-647 130 11 for for ADP iassist-647 130 12 describing describe VERB iassist-647 130 13 resources resource NOUN iassist-647 130 14 , , PUNCT iassist-647 130 15 an an DET iassist-647 130 16 instruction instruction NOUN iassist-647 130 17 language language NOUN iassist-647 130 18 is be AUX iassist-647 130 19 also also ADV iassist-647 130 20 needed need VERB iassist-647 130 21 to to PART iassist-647 130 22 describe describe VERB iassist-647 130 23 composable composable ADJ iassist-647 130 24 tasks task NOUN iassist-647 130 25 that that SCONJ iassist-647 130 26 services service NOUN iassist-647 130 27 can can AUX iassist-647 130 28 use use VERB iassist-647 130 29 in in ADP iassist-647 130 30 a a DET iassist-647 130 31 grid grid NOUN iassist-647 130 32 environment environment NOUN iassist-647 130 33 . . PUNCT iassist-647 131 1 jsdl jsdl PROPN iassist-647 131 2 was be AUX iassist-647 131 3 chosen choose VERB iassist-647 131 4 owing owe VERB iassist-647 131 5 to to ADP iassist-647 131 6 its its PRON iassist-647 131 7 widespread widespread ADJ iassist-647 131 8 use use NOUN iassist-647 131 9 in in ADP iassist-647 131 10 existing exist VERB iassist-647 131 11 grid grid NOUN iassist-647 131 12 systems system NOUN iassist-647 131 13 , , PUNCT iassist-647 131 14 and and CCONJ iassist-647 131 15 the the DET iassist-647 131 16 need need NOUN iassist-647 131 17 for for SCONJ iassist-647 131 18 dames dame NOUN iassist-647 131 19 services service NOUN iassist-647 131 20 to to PART iassist-647 131 21 run run VERB iassist-647 131 22 on on ADP iassist-647 131 23 largescale largescale NOUN iassist-647 131 24 existing exist VERB iassist-647 131 25 grids grid NOUN iassist-647 131 26 . . PUNCT iassist-647 132 1 however however ADV iassist-647 132 2 , , PUNCT iassist-647 132 3 using use VERB iassist-647 132 4 jsdl jsdl NOUN iassist-647 132 5 raised raise VERB iassist-647 132 6 two two NUM iassist-647 132 7 key key ADJ iassist-647 132 8 problems problem NOUN iassist-647 132 9 : : PUNCT iassist-647 132 10 how how SCONJ iassist-647 132 11 to to PART iassist-647 132 12 handle handle VERB iassist-647 132 13 job job NOUN iassist-647 132 14 flows flow NOUN iassist-647 132 15 , , PUNCT iassist-647 132 16 and and CCONJ iassist-647 132 17 how how SCONJ iassist-647 132 18 to to PART iassist-647 132 19 transform transform VERB iassist-647 132 20 jsdl jsdl NOUN iassist-647 132 21 records record NOUN iassist-647 132 22 into into ADP iassist-647 132 23 meaningful meaningful ADJ iassist-647 132 24 social social ADJ iassist-647 132 25 science science NOUN iassist-647 132 26 metadata metadata NOUN iassist-647 132 27 . . PUNCT iassist-647 133 1 the the DET iassist-647 133 2 first first ADJ iassist-647 133 3 problem problem NOUN iassist-647 133 4 with with ADP iassist-647 133 5 jsdl jsdl NOUN iassist-647 133 6 is be AUX iassist-647 133 7 that that PRON iassist-647 133 8 does do AUX iassist-647 133 9 not not PART iassist-647 133 10 support support VERB iassist-647 133 11 relationships relationship NOUN iassist-647 133 12 between between ADP iassist-647 133 13 jobs job NOUN iassist-647 133 14 . . PUNCT iassist-647 134 1 this this PRON iassist-647 134 2 is be AUX iassist-647 134 3 important important ADJ iassist-647 134 4 because because SCONJ iassist-647 134 5 dames dame NOUN iassist-647 134 6 services service NOUN iassist-647 134 7 require require VERB iassist-647 134 8 interactions interaction NOUN iassist-647 134 9 between between ADP iassist-647 134 10 numerous numerous ADJ iassist-647 134 11 jobs job NOUN iassist-647 134 12 to to PART iassist-647 134 13 complete complete VERB iassist-647 134 14 their their PRON iassist-647 134 15 processing processing NOUN iassist-647 134 16 . . PUNCT iassist-647 135 1 for for ADP iassist-647 135 2 example example NOUN iassist-647 135 3 , , PUNCT iassist-647 135 4 a a DET iassist-647 135 5 service service NOUN iassist-647 135 6 for for ADP iassist-647 135 7 fusing fuse VERB iassist-647 135 8 two two NUM iassist-647 135 9 datasets dataset NOUN iassist-647 135 10 accessed access VERB iassist-647 135 11 from from ADP iassist-647 135 12 different different ADJ iassist-647 135 13 external external ADJ iassist-647 135 14 databases database NOUN iassist-647 135 15 might might AUX iassist-647 135 16 require require VERB iassist-647 135 17 jobs job NOUN iassist-647 135 18 for for ADP iassist-647 135 19 staging stage VERB iassist-647 135 20 in in ADP iassist-647 135 21 each each DET iassist-647 135 22 dataset dataset NOUN iassist-647 135 23 , , PUNCT iassist-647 135 24 imputing impute VERB iassist-647 135 25 variables variable NOUN iassist-647 135 26 , , PUNCT iassist-647 135 27 mapping mapping NOUN iassist-647 135 28 variables variable NOUN iassist-647 135 29 , , PUNCT iassist-647 135 30 and and CCONJ iassist-647 135 31 fusing fuse VERB iassist-647 135 32 the the DET iassist-647 135 33 data datum NOUN iassist-647 135 34 . . PUNCT iassist-647 136 1 some some PRON iassist-647 136 2 of of ADP iassist-647 136 3 these these DET iassist-647 136 4 jobs job NOUN iassist-647 136 5 could could AUX iassist-647 136 6 run run VERB iassist-647 136 7 in in ADP iassist-647 136 8 parallel parallel NOUN iassist-647 136 9 , , PUNCT iassist-647 136 10 while while SCONJ iassist-647 136 11 others other NOUN iassist-647 136 12 might might AUX iassist-647 136 13 depend depend VERB iassist-647 136 14 on on ADP iassist-647 136 15 the the DET iassist-647 136 16 results result NOUN iassist-647 136 17 of of ADP iassist-647 136 18 earlier early ADJ iassist-647 136 19 jobs job NOUN iassist-647 136 20 . . PUNCT iassist-647 137 1 the the DET iassist-647 137 2 mechanisms mechanism NOUN iassist-647 137 3 offered offer VERB iassist-647 137 4 by by ADP iassist-647 137 5 condor condor NOUN iassist-647 137 6 [ [ X iassist-647 137 7 4 4 NUM iassist-647 137 8 ] ] PUNCT iassist-647 137 9 were be AUX iassist-647 137 10 considered consider VERB iassist-647 137 11 , , PUNCT iassist-647 137 12 but but CCONJ iassist-647 137 13 these these PRON iassist-647 137 14 are be AUX iassist-647 137 15 hampered hamper VERB iassist-647 137 16 by by ADP iassist-647 137 17 lack lack NOUN iassist-647 137 18 of of ADP iassist-647 137 19 support support NOUN iassist-647 137 20 for for ADP iassist-647 137 21 data datum NOUN iassist-647 137 22 flows flow NOUN iassist-647 137 23 . . PUNCT iassist-647 138 1 the the DET iassist-647 138 2 result result NOUN iassist-647 138 3 is be AUX iassist-647 138 4 that that SCONJ iassist-647 138 5 data datum NOUN iassist-647 138 6 can can AUX iassist-647 138 7 not not PART iassist-647 138 8 be be AUX iassist-647 138 9 staged stage VERB iassist-647 138 10 in in ADP iassist-647 138 11 effectively effectively ADV iassist-647 138 12 from from ADP iassist-647 138 13 various various ADJ iassist-647 138 14 external external ADJ iassist-647 138 15 data datum NOUN iassist-647 138 16 sources source NOUN iassist-647 138 17 on on ADP iassist-647 138 18 behalf behalf NOUN iassist-647 138 19 of of ADP iassist-647 138 20 users user NOUN iassist-647 138 21 . . PUNCT iassist-647 139 1 it it PRON iassist-647 139 2 is be AUX iassist-647 139 3 also also ADV iassist-647 139 4 hard hard ADJ iassist-647 139 5 to to PART iassist-647 139 6 specify specify VERB iassist-647 139 7 how how SCONJ iassist-647 139 8 to to PART iassist-647 139 9 effectively effectively ADV iassist-647 139 10 stage stage VERB iassist-647 139 11 out out ADP iassist-647 139 12 the the DET iassist-647 139 13 resulting result VERB iassist-647 139 14 datasets dataset NOUN iassist-647 139 15 and and CCONJ iassist-647 139 16 metadata metadata NOUN iassist-647 139 17 . . PUNCT iassist-647 140 1 the the DET iassist-647 140 2 solution solution NOUN iassist-647 140 3 adopted adopt VERB iassist-647 140 4 was be AUX iassist-647 140 5 to to PART iassist-647 140 6 describe describe VERB iassist-647 140 7 service service NOUN iassist-647 140 8 job job NOUN iassist-647 140 9 flows flow NOUN iassist-647 140 10 by by ADP iassist-647 140 11 combining combine VERB iassist-647 140 12 the the DET iassist-647 140 13 purpose purpose NOUN iassist-647 140 14 - - PUNCT iassist-647 140 15 designed design VERB iassist-647 140 16 jfdl jfdl NOUN iassist-647 140 17 ( ( PUNCT iassist-647 140 18 job job NOUN iassist-647 140 19 flow flow NOUN iassist-647 140 20 definition definition NOUN iassist-647 140 21 language language NOUN iassist-647 140 22 [ [ X iassist-647 140 23 5 5 NUM iassist-647 140 24 ] ] PUNCT iassist-647 140 25 ) ) PUNCT iassist-647 140 26 with with ADP iassist-647 140 27 jsdl jsdl PROPN iassist-647 140 28 . . PUNCT iassist-647 141 1 jsdl jsdl PROPN iassist-647 141 2 is be AUX iassist-647 141 3 used use VERB iassist-647 141 4 to to PART iassist-647 141 5 describe describe VERB iassist-647 141 6 service service NOUN iassist-647 141 7 provision provision NOUN iassist-647 141 8 issues issue NOUN iassist-647 141 9 and and CCONJ iassist-647 141 10 data datum NOUN iassist-647 141 11 staging staging NOUN iassist-647 141 12 . . PUNCT iassist-647 142 1 in in ADP iassist-647 142 2 addition addition NOUN iassist-647 142 3 , , PUNCT iassist-647 142 4 jfdl jfdl PROPN iassist-647 142 5 is be AUX iassist-647 142 6 used use VERB iassist-647 142 7 to to PART iassist-647 142 8 describe describe VERB iassist-647 142 9 the the DET iassist-647 142 10 relationships relationship NOUN iassist-647 142 11 between between ADP iassist-647 142 12 datasets dataset NOUN iassist-647 142 13 and and CCONJ iassist-647 142 14 the the DET iassist-647 142 15 transformational transformational ADJ iassist-647 142 16 tasks task NOUN iassist-647 142 17 needed need VERB iassist-647 142 18 to to PART iassist-647 142 19 realise realise VERB iassist-647 142 20 dames dame NOUN iassist-647 142 21 services service NOUN iassist-647 142 22 . . PUNCT iassist-647 143 1 the the DET iassist-647 143 2 jsdl jsdl PROPN iassist-647 143 3 / / SYM iassist-647 143 4 jfdl jfdl PROPN iassist-647 143 5 fragment fragment NOUN iassist-647 143 6 in in ADP iassist-647 143 7 listing list VERB iassist-647 143 8 1 1 NUM iassist-647 143 9 shows show VERB iassist-647 143 10 job job NOUN iassist-647 143 11 flow flow NOUN iassist-647 143 12 and and CCONJ iassist-647 143 13 data datum NOUN iassist-647 143 14 flow flow NOUN iassist-647 143 15 for for ADP iassist-647 143 16 an an DET iassist-647 143 17 example example NOUN iassist-647 143 18 service service NOUN iassist-647 143 19 ( ( PUNCT iassist-647 143 20 omitting omit VERB iassist-647 143 21 the the DET iassist-647 143 22 obvious obvious ADJ iassist-647 143 23 closing closing NOUN iassist-647 143 24 tags tag NOUN iassist-647 143 25 here here ADV iassist-647 143 26 ) ) PUNCT iassist-647 143 27 . . PUNCT iassist-647 144 1 listing list VERB iassist-647 144 2 1 1 NUM iassist-647 144 3 . . PUNCT iassist-647 145 1 an an DET iassist-647 145 2 example example NOUN iassist-647 145 3 jsdl jsdl PROPN iassist-647 145 4 / / SYM iassist-647 145 5 jfdl jfdl PROPN iassist-647 145 6 fragment fragment NOUN iassist-647 145 7 < < X iassist-647 145 8 jsdl jsdl PROPN iassist-647 145 9 : : PUNCT iassist-647 145 10 jobdefinition jobdefinition NOUN iassist-647 145 11 xmlns xmlns NOUN iassist-647 145 12 : : PUNCT iassist-647 145 13 jsdl= jsdl= NUM iassist-647 145 14 ” " PUNCT iassist-647 145 15 … … PUNCT iassist-647 145 16 ” " PUNCT iassist-647 145 17 xmlns xmlns NOUN iassist-647 145 18 : : PUNCT iassist-647 145 19 jfdl= jfdl= NUM iassist-647 145 20 ” " PUNCT iassist-647 145 21 ... ... PUNCT iassist-647 145 22 ” " PUNCT iassist-647 145 23 > > X iassist-647 145 24 < < X iassist-647 145 25 jsdl jsdl PROPN iassist-647 145 26 : : PUNCT iassist-647 145 27 jobdescription jobdescription NOUN iassist-647 145 28 > > X iassist-647 146 1 < < X iassist-647 146 2 jsdl jsdl PROPN iassist-647 146 3 : : PUNCT iassist-647 146 4 jobidentification jobidentification NOUN iassist-647 146 5 > > X iassist-647 146 6 ... ... PUNCT iassist-647 147 1 < < X iassist-647 147 2 jsdl jsdl ADJ iassist-647 147 3 : : PUNCT iassist-647 147 4 application application NOUN iassist-647 147 5 > > X iassist-647 148 1 < < X iassist-647 148 2 jsdl jsdl PROPN iassist-647 148 3 : : PUNCT iassist-647 148 4 applicationname applicationname NOUN iassist-647 148 5 > > X iassist-647 148 6 dames::fusion dames::fusion NOUN iassist-647 148 7 ... ... PUNCT iassist-647 149 1 < < X iassist-647 149 2 jfdl jfdl NOUN iassist-647 149 3 : : PUNCT iassist-647 149 4 jobflow jobflow VERB iassist-647 149 5 > > X iassist-647 149 6 < < X iassist-647 149 7 jfdl jfdl NOUN iassist-647 149 8 : : PUNCT iassist-647 149 9 dataset dataset NOUN iassist-647 149 10 file=”gamma1.csv file=”gamma1.csv PROPN iassist-647 149 11 ” " PUNCT iassist-647 149 12 id=”acsv”/ id=”acsv”/ PROPN iassist-647 149 13 > > X iassist-647 149 14 ... ... PUNCT iassist-647 150 1 < < X iassist-647 150 2 jfdl jfdl NOUN iassist-647 150 3 : : PUNCT iassist-647 150 4 method method PROPN iassist-647 150 5 submitfile=”submit.imputea submitfile=”submit.imputea PROPN iassist-647 150 6 ” " PUNCT iassist-647 150 7 id=”imputea”/ id=”imputea”/ PROPN iassist-647 150 8 > > X iassist-647 150 9 < < X iassist-647 150 10 jfdl jfdl NOUN iassist-647 150 11 : : PUNCT iassist-647 150 12 job job NOUN iassist-647 150 13 id=”j1 id=”j1 NOUN iassist-647 150 14 ” " PUNCT iassist-647 150 15 > > X iassist-647 150 16 < < X iassist-647 150 17 jfdl jfdl NOUN iassist-647 150 18 : : PUNCT iassist-647 150 19 datasequence datasequence PROPN iassist-647 150 20 > > X iassist-647 150 21 ... ... PUNCT iassist-647 151 1 < < X iassist-647 151 2 jfdl jfdl NOUN iassist-647 151 3 : : PUNCT iassist-647 151 4 method method VERB iassist-647 151 5 ref=”imputea”/ ref=”imputea”/ PROPN iassist-647 151 6 > > X iassist-647 151 7 < < X iassist-647 151 8 jfdl jfdl NOUN iassist-647 151 9 : : PUNCT iassist-647 151 10 job job NOUN iassist-647 151 11 id=”j3 id=”j3 NOUN iassist-647 151 12 ” " PUNCT iassist-647 151 13 > > X iassist-647 151 14 < < X iassist-647 151 15 jfdl jfdl NOUN iassist-647 151 16 : : PUNCT iassist-647 151 17 parent_job parent_job X iassist-647 151 18 ref=”j1”/ ref=”j1”/ X iassist-647 151 19 > > X iassist-647 151 20 < < X iassist-647 151 21 jfdl jfdl NOUN iassist-647 151 22 : : PUNCT iassist-647 151 23 parent_job parent_job NOUN iassist-647 151 24 ref=”j2”/ ref=”j2”/ PROPN iassist-647 151 25 > > X iassist-647 151 26 ... ... PUNCT iassist-647 152 1 < < X iassist-647 152 2 jfdl jfdl NOUN iassist-647 152 3 : : PUNCT iassist-647 152 4 method method VERB iassist-647 152 5 ref=”fusion”/ ref=”fusion”/ X iassist-647 152 6 > > X iassist-647 153 1 < < X iassist-647 153 2 jsdl jsdl PROPN iassist-647 153 3 : : PUNCT iassist-647 153 4 datastaging datastage VERB iassist-647 153 5 > > X iassist-647 153 6 < < X iassist-647 153 7 jsdl jsdl ADJ iassist-647 153 8 : : PUNCT iassist-647 153 9 filename filename NOUN iassist-647 153 10 > > X iassist-647 153 11 gamma1.csv gamma1.csv PROPN iassist-647 153 12 < < X iassist-647 153 13 jsdl jsdl PROPN iassist-647 153 14 : : PUNCT iassist-647 153 15 creationflag creationflag NOUN iassist-647 153 16 > > X iassist-647 153 17 overwrite overwrite NOUN iassist-647 153 18 < < X iassist-647 153 19 jsdl jsdl PROPN iassist-647 153 20 : : PUNCT iassist-647 153 21 source/ source/ NUM iassist-647 153 22 > > X iassist-647 153 23 < < X iassist-647 153 24 jsdl jsdl PROPN iassist-647 153 25 : : PUNCT iassist-647 153 26 datastaging datastage VERB iassist-647 153 27 > > X iassist-647 153 28 < < X iassist-647 153 29 jsdl jsdl ADJ iassist-647 153 30 : : PUNCT iassist-647 153 31 filename filename NOUN iassist-647 153 32 > > X iassist-647 153 33 output.csv output.csv X iassist-647 153 34 ... ... PUNCT iassist-647 154 1 < < X iassist-647 154 2 jsdl jsdl ADJ iassist-647 154 3 : : PUNCT iassist-647 154 4 target target VERB iassist-647 154 5 > > X iassist-647 154 6 < < X iassist-647 154 7 jsdl jsdl PROPN iassist-647 154 8 : : PUNCT iassist-647 154 9 uri uri PROPN iassist-647 154 10 > > NOUN iassist-647 154 11 irods:/home irods:/home NOUN iassist-647 154 12 / / SYM iassist-647 154 13 myfusion myfusion NOUN iassist-647 154 14 / / SYM iassist-647 154 15 ad7a835325cd2bd ad7a835325cd2bd NOUN iassist-647 154 16 d9f549c0271274796 d9f549c0271274796 NOUN iassist-647 154 17 / / SYM iassist-647 154 18 f.csv f.csv NUM iassist-647 154 19 ... ... PUNCT iassist-647 155 1 28 28 NUM iassist-647 155 2 iassist iassist ADJ iassist-647 155 3 quarterly quarterly ADJ iassist-647 155 4 spring spring NOUN iassist-647 155 5 summer summer NOUN iassist-647 155 6 2009 2009 NUM iassist-647 155 7 the the DET iassist-647 155 8 second second ADJ iassist-647 155 9 problem problem NOUN iassist-647 155 10 with with ADP iassist-647 155 11 using use VERB iassist-647 155 12 jsdl jsdl PROPN iassist-647 155 13 ( ( PUNCT iassist-647 155 14 and and CCONJ iassist-647 155 15 jfdl jfdl NOUN iassist-647 155 16 ) ) PUNCT iassist-647 155 17 to to PART iassist-647 155 18 describe describe VERB iassist-647 155 19 dames dame NOUN iassist-647 155 20 tasks task NOUN iassist-647 155 21 is be AUX iassist-647 155 22 how how SCONJ iassist-647 155 23 to to PART iassist-647 155 24 transform transform VERB iassist-647 155 25 these these DET iassist-647 155 26 records record NOUN iassist-647 155 27 into into ADP iassist-647 155 28 meaningful meaningful ADJ iassist-647 155 29 social social ADJ iassist-647 155 30 science science NOUN iassist-647 155 31 metadata metadata NOUN iassist-647 155 32 . . PUNCT iassist-647 156 1 when when SCONJ iassist-647 156 2 dames dame NOUN iassist-647 156 3 services service NOUN iassist-647 156 4 succeed succeed VERB iassist-647 156 5 in in ADP iassist-647 156 6 outputting output VERB iassist-647 156 7 datasets dataset NOUN iassist-647 156 8 created create VERB iassist-647 156 9 from from ADP iassist-647 156 10 jsdl/ jsdl/ PROPN iassist-647 156 11 jfdl jfdl PROPN iassist-647 156 12 inputs input NOUN iassist-647 156 13 , , PUNCT iassist-647 156 14 the the DET iassist-647 156 15 jsdl jsdl PROPN iassist-647 156 16 / / SYM iassist-647 156 17 jfdl jfdl PROPN iassist-647 156 18 instructions instruction NOUN iassist-647 156 19 are be AUX iassist-647 156 20 metadata metadata NOUN iassist-647 156 21 describing describe VERB iassist-647 156 22 how how SCONJ iassist-647 156 23 the the DET iassist-647 156 24 output output NOUN iassist-647 156 25 datasets dataset NOUN iassist-647 156 26 were be AUX iassist-647 156 27 created create VERB iassist-647 156 28 . . PUNCT iassist-647 157 1 however however ADV iassist-647 157 2 , , PUNCT iassist-647 157 3 these these DET iassist-647 157 4 records record NOUN iassist-647 157 5 lack lack VERB iassist-647 157 6 descriptive descriptive ADJ iassist-647 157 7 qualities quality NOUN iassist-647 157 8 such such ADJ iassist-647 157 9 as as ADP iassist-647 157 10 the the DET iassist-647 157 11 purpose purpose NOUN iassist-647 157 12 of of ADP iassist-647 157 13 the the DET iassist-647 157 14 investigation investigation NOUN iassist-647 157 15 , , PUNCT iassist-647 157 16 the the DET iassist-647 157 17 investigator investigator NOUN iassist-647 157 18 , , PUNCT iassist-647 157 19 and and CCONJ iassist-647 157 20 a a DET iassist-647 157 21 logical logical ADJ iassist-647 157 22 view view NOUN iassist-647 157 23 of of ADP iassist-647 157 24 the the DET iassist-647 157 25 input input NOUN iassist-647 157 26 and and CCONJ iassist-647 157 27 output output NOUN iassist-647 157 28 datasets dataset NOUN iassist-647 157 29 . . PUNCT iassist-647 158 1 the the DET iassist-647 158 2 records record NOUN iassist-647 158 3 are be AUX iassist-647 158 4 also also ADV iassist-647 158 5 not not PART iassist-647 158 6 in in ADP iassist-647 158 7 a a DET iassist-647 158 8 standard standard ADJ iassist-647 158 9 format format NOUN iassist-647 158 10 for for ADP iassist-647 158 11 sharing share VERB iassist-647 158 12 by by ADP iassist-647 158 13 social social ADJ iassist-647 158 14 scientists scientist NOUN iassist-647 158 15 . . PUNCT iassist-647 159 1 to to PART iassist-647 159 2 solve solve VERB iassist-647 159 3 these these DET iassist-647 159 4 problems problem NOUN iassist-647 159 5 the the DET iassist-647 159 6 dames dame NOUN iassist-647 159 7 team team NOUN iassist-647 159 8 has have AUX iassist-647 159 9 developed develop VERB iassist-647 159 10 a a DET iassist-647 159 11 solution solution NOUN iassist-647 159 12 that that PRON iassist-647 159 13 uses use VERB iassist-647 159 14 xslt xslt PROPN iassist-647 159 15 ( ( PUNCT iassist-647 159 16 extensible extensible ADJ iassist-647 159 17 stylesheet stylesheet NOUN iassist-647 159 18 language language NOUN iassist-647 159 19 transformations transformation NOUN iassist-647 159 20 ) ) PUNCT iassist-647 159 21 to to PART iassist-647 159 22 transform transform VERB iassist-647 159 23 jsdl jsdl PROPN iassist-647 159 24 / / SYM iassist-647 159 25 jfdl jfdl PROPN iassist-647 159 26 instances instance NOUN iassist-647 159 27 , , PUNCT iassist-647 159 28 along along ADP iassist-647 159 29 with with ADP iassist-647 159 30 ddi ddi PROPN iassist-647 159 31 3 3 NUM iassist-647 159 32 instances instance NOUN iassist-647 159 33 describing describe VERB iassist-647 159 34 user user NOUN iassist-647 159 35 and and CCONJ iassist-647 159 36 job job NOUN iassist-647 159 37 profiles profile NOUN iassist-647 159 38 , , PUNCT iassist-647 159 39 into into ADP iassist-647 159 40 ddi ddi PROPN iassist-647 159 41 3 3 NUM iassist-647 159 42 dataset dataset NOUN iassist-647 159 43 records record NOUN iassist-647 159 44 . . PUNCT iassist-647 160 1 following follow VERB iassist-647 160 2 translation translation NOUN iassist-647 160 3 , , PUNCT iassist-647 160 4 the the DET iassist-647 160 5 ddi ddi PROPN iassist-647 160 6 metadata metadata NOUN iassist-647 160 7 are be AUX iassist-647 160 8 stored store VERB iassist-647 160 9 in in ADP iassist-647 160 10 the the DET iassist-647 160 11 metadata metadata ADJ iassist-647 160 12 database database NOUN iassist-647 160 13 for for ADP iassist-647 160 14 future future ADJ iassist-647 160 15 searches search NOUN iassist-647 160 16 by by ADP iassist-647 160 17 researchers researcher NOUN iassist-647 160 18 . . PUNCT iassist-647 161 1 in in ADP iassist-647 161 2 addition addition NOUN iassist-647 161 3 , , PUNCT iassist-647 161 4 the the DET iassist-647 161 5 jsdl jsdl PROPN iassist-647 161 6 / / SYM iassist-647 161 7 jfdl jfdl PROPN iassist-647 161 8 file file NOUN iassist-647 161 9 is be AUX iassist-647 161 10 stored store VERB iassist-647 161 11 so so SCONJ iassist-647 161 12 that that SCONJ iassist-647 161 13 the the DET iassist-647 161 14 job job NOUN iassist-647 161 15 can can AUX iassist-647 161 16 be be AUX iassist-647 161 17 re re VERB iassist-647 161 18 - - VERB iassist-647 161 19 run run ADJ iassist-647 161 20 if if SCONJ iassist-647 161 21 necessary necessary ADJ iassist-647 161 22 . . PUNCT iassist-647 162 1 the the DET iassist-647 162 2 jsdl/ jsdl/ PROPN iassist-647 162 3 jfdl jfdl PROPN iassist-647 162 4 fragment fragment NOUN iassist-647 162 5 in in ADP iassist-647 162 6 listing list VERB iassist-647 162 7 1 1 NUM iassist-647 162 8 results result NOUN iassist-647 162 9 in in ADP iassist-647 162 10 the the DET iassist-647 162 11 ddi ddi PROPN iassist-647 162 12 3 3 NUM iassist-647 162 13 fragment fragment NOUN iassist-647 162 14 shown show VERB iassist-647 162 15 in in ADP iassist-647 162 16 listing list VERB iassist-647 162 17 2 2 NUM iassist-647 162 18 ( ( PUNCT iassist-647 162 19 again again ADV iassist-647 162 20 , , PUNCT iassist-647 162 21 omitting omit VERB iassist-647 162 22 closing closing NOUN iassist-647 162 23 tags tag NOUN iassist-647 162 24 here here ADV iassist-647 162 25 ) ) PUNCT iassist-647 162 26 . . PUNCT iassist-647 163 1 the the DET iassist-647 163 2 dames dames PROPN iassist-647 163 3 team team NOUN iassist-647 163 4 has have AUX iassist-647 163 5 developed develop VERB iassist-647 163 6 a a DET iassist-647 163 7 data datum NOUN iassist-647 163 8 fusion fusion NOUN iassist-647 163 9 service service NOUN iassist-647 163 10 to to PART iassist-647 163 11 test test VERB iassist-647 163 12 the the DET iassist-647 163 13 infrastructure infrastructure NOUN iassist-647 163 14 . . PUNCT iassist-647 164 1 social social ADJ iassist-647 164 2 science science NOUN iassist-647 164 3 researchers researcher NOUN iassist-647 164 4 can can AUX iassist-647 164 5 use use VERB iassist-647 164 6 this this DET iassist-647 164 7 service service NOUN iassist-647 164 8 to to PART iassist-647 164 9 specify specify VERB iassist-647 164 10 two two NUM iassist-647 164 11 datasets dataset NOUN iassist-647 164 12 to to PART iassist-647 164 13 be be AUX iassist-647 164 14 grouped group VERB iassist-647 164 15 by by ADP iassist-647 164 16 common common ADJ iassist-647 164 17 variables variable NOUN iassist-647 164 18 ( ( PUNCT iassist-647 164 19 imputing impute VERB iassist-647 164 20 data datum NOUN iassist-647 164 21 if if SCONJ iassist-647 164 22 necessary necessary ADJ iassist-647 164 23 ) ) PUNCT iassist-647 164 24 . . PUNCT iassist-647 165 1 a a DET iassist-647 165 2 wizard wizard NOUN iassist-647 165 3 was be AUX iassist-647 165 4 developed develop VERB iassist-647 165 5 as as ADP iassist-647 165 6 a a DET iassist-647 165 7 web web NOUN iassist-647 165 8 portlet portlet NOUN iassist-647 165 9 to to PART iassist-647 165 10 generate generate VERB iassist-647 165 11 the the DET iassist-647 165 12 jsdl/ jsdl/ PROPN iassist-647 165 13 jfdl jfdl NOUN iassist-647 165 14 file file NOUN iassist-647 165 15 and and CCONJ iassist-647 165 16 submit submit VERB iassist-647 165 17 it it PRON iassist-647 165 18 to to ADP iassist-647 165 19 the the DET iassist-647 165 20 service service NOUN iassist-647 165 21 . . PUNCT iassist-647 166 1 the the DET iassist-647 166 2 service service NOUN iassist-647 166 3 stages stage VERB iassist-647 166 4 in in ADP iassist-647 166 5 the the DET iassist-647 166 6 datasets dataset NOUN iassist-647 166 7 and and CCONJ iassist-647 166 8 processing processing NOUN iassist-647 166 9 algorithms algorithm NOUN iassist-647 166 10 on on ADP iassist-647 166 11 behalf behalf NOUN iassist-647 166 12 of of ADP iassist-647 166 13 the the DET iassist-647 166 14 user user NOUN iassist-647 166 15 , , PUNCT iassist-647 166 16 runs run VERB iassist-647 166 17 the the DET iassist-647 166 18 jobs job NOUN iassist-647 166 19 , , PUNCT iassist-647 166 20 generates generate VERB iassist-647 166 21 the the DET iassist-647 166 22 metadata metadata NOUN iassist-647 166 23 , , PUNCT iassist-647 166 24 and and CCONJ iassist-647 166 25 makes make VERB iassist-647 166 26 the the DET iassist-647 166 27 output output NOUN iassist-647 166 28 dataset dataset VERB iassist-647 166 29 and and CCONJ iassist-647 166 30 metadata metadata NOUN iassist-647 166 31 available available ADJ iassist-647 166 32 to to ADP iassist-647 166 33 the the DET iassist-647 166 34 researcher researcher NOUN iassist-647 166 35 . . PUNCT iassist-647 167 1 additionally additionally ADV iassist-647 167 2 , , PUNCT iassist-647 167 3 researchers researcher NOUN iassist-647 167 4 can can AUX iassist-647 167 5 inspect inspect VERB iassist-647 167 6 the the DET iassist-647 167 7 status status NOUN iassist-647 167 8 of of ADP iassist-647 167 9 failed fail VERB iassist-647 167 10 jobs job NOUN iassist-647 167 11 to to PART iassist-647 167 12 determine determine VERB iassist-647 167 13 the the DET iassist-647 167 14 causes cause NOUN iassist-647 167 15 of of ADP iassist-647 167 16 failure failure NOUN iassist-647 167 17 . . PUNCT iassist-647 168 1 figure figure NOUN iassist-647 168 2 3 3 NUM iassist-647 168 3 illustrates illustrate VERB iassist-647 168 4 the the DET iassist-647 168 5 metadata metadata ADJ iassist-647 168 6 cycle cycle NOUN iassist-647 168 7 implied imply VERB iassist-647 168 8 by by ADP iassist-647 168 9 the the DET iassist-647 168 10 data datum NOUN iassist-647 168 11 fusion fusion NOUN iassist-647 168 12 service service NOUN iassist-647 168 13 : : PUNCT iassist-647 168 14 searching search VERB iassist-647 168 15 the the DET iassist-647 168 16 metadata metadata NOUN iassist-647 168 17 discovers discover VERB iassist-647 168 18 datasets dataset NOUN iassist-647 168 19 for for ADP iassist-647 168 20 processing processing NOUN iassist-647 168 21 . . PUNCT iassist-647 169 1 the the DET iassist-647 169 2 outcome outcome NOUN iassist-647 169 3 of of ADP iassist-647 169 4 processing processing NOUN iassist-647 169 5 is be AUX iassist-647 169 6 curated curate VERB iassist-647 169 7 figure figure NOUN iassist-647 169 8 3 3 NUM iassist-647 169 9 . . PUNCT iassist-647 170 1 the the DET iassist-647 170 2 dames dame NOUN iassist-647 170 3 metadata metadata VERB iassist-647 170 4 cycle cycle NOUN iassist-647 170 5 processing processing NOUN iassist-647 170 6 ddi3 ddi3 NOUN iassist-647 170 7 search search NOUN iassist-647 170 8 < < X iassist-647 170 9 ns1 ns1 NOUN iassist-647 170 10 : : PUNCT iassist-647 170 11 ddiinstance ddiinstance NOUN iassist-647 170 12 xmlns xmlns NOUN iassist-647 170 13 : : PUNCT iassist-647 170 14 ns1=”ddi ns1=”ddi ADJ iassist-647 170 15 : : PUNCT iassist-647 170 16 instance:3_0_cr3 instance:3_0_cr3 PROPN iassist-647 170 17 ” " PUNCT iassist-647 170 18 ... ... PUNCT iassist-647 170 19 > > X iassist-647 170 20 ... ... PUNCT iassist-647 171 1 < < X iassist-647 171 2 g g X iassist-647 171 3 : : PUNCT iassist-647 171 4 group group NOUN iassist-647 171 5 time=”t0 time=”t0 PROPN iassist-647 171 6 ” " PUNCT iassist-647 171 7 instrument=”i0 instrument=”i0 PROPN iassist-647 171 8 ” " PUNCT iassist-647 171 9 panel=”p0 panel=”p0 NOUN iassist-647 171 10 ” " PUNCT iassist-647 171 11 geography=”g0 geography=”g0 NOUN iassist-647 171 12 ” " PUNCT iassist-647 171 13 dataset=”d3 dataset=”d3 PROPN iassist-647 171 14 ” " PUNCT iassist-647 171 15 language=”l0 language=”l0 PROPN iassist-647 171 16 ” " PUNCT iassist-647 171 17 > > X iassist-647 171 18 < < X iassist-647 171 19 r r NOUN iassist-647 171 20 : : PUNCT iassist-647 171 21 citation citation NOUN iassist-647 171 22 > > X iassist-647 171 23 ... ... PUNCT iassist-647 172 1 < < X iassist-647 172 2 g g NOUN iassist-647 172 3 : : PUNCT iassist-647 172 4 purpose purpose NOUN iassist-647 172 5 > > X iassist-647 172 6 ... ... PUNCT iassist-647 172 7 ... ... PUNCT iassist-647 173 1 < < X iassist-647 173 2 a a DET iassist-647 173 3 : : PUNCT iassist-647 173 4 archive archive NOUN iassist-647 173 5 > > X iassist-647 173 6 < < X iassist-647 173 7 r r NOUN iassist-647 173 8 : : PUNCT iassist-647 173 9 name name NOUN iassist-647 173 10 > > SYM iassist-647 173 11 dames dames PROPN iassist-647 173 12 data datum NOUN iassist-647 173 13 archive archive NOUN iassist-647 173 14 ... ... PUNCT iassist-647 174 1 < < X iassist-647 174 2 g g X iassist-647 174 3 : : PUNCT iassist-647 174 4 concepts concept NOUN iassist-647 174 5 > > X iassist-647 174 6 < < X iassist-647 174 7 ! ! PUNCT iassist-647 174 8 -a -a PROPN iassist-647 174 9 conceptual conceptual ADJ iassist-647 174 10 component component NOUN iassist-647 174 11 describing describe VERB iassist-647 174 12 the the DET iassist-647 174 13 data datum NOUN iassist-647 174 14 that that PRON iassist-647 174 15 are be AUX iassist-647 174 16 being be AUX iassist-647 174 17 fused fuse VERB iassist-647 174 18 is be AUX iassist-647 174 19 given give VERB iassist-647 174 20 for for ADP iassist-647 174 21 each each DET iassist-647 174 22 mapped map VERB iassist-647 174 23 and and CCONJ iassist-647 174 24 imputed impute VERB iassist-647 174 25 variable variable NOUN iassist-647 174 26 -- -- PUNCT iassist-647 174 27 > > X iassist-647 174 28 ... ... PUNCT iassist-647 175 1 < < X iassist-647 175 2 g g NOUN iassist-647 175 3 : : PUNCT iassist-647 175 4 datacollection datacollection NOUN iassist-647 175 5 > > X iassist-647 175 6 < < X iassist-647 175 7 d d NOUN iassist-647 175 8 : : PUNCT iassist-647 175 9 datacollection datacollection NOUN iassist-647 175 10 > > X iassist-647 175 11 < < X iassist-647 175 12 d d NOUN iassist-647 175 13 : : PUNCT iassist-647 175 14 processingevent processingevent NOUN iassist-647 175 15 isidentifiable=”true isidentifiable=”true NOUN iassist-647 175 16 ” " PUNCT iassist-647 175 17 id=”[fusion id=”[fusion NOUN iassist-647 175 18 method method NOUN iassist-647 175 19 i i PROPN iassist-647 175 20 d d PROPN iassist-647 175 21 ] ] PUNCT iassist-647 175 22 ” " PUNCT iassist-647 175 23 isderived=”false isderived=”false NOUN iassist-647 175 24 ” " PUNCT iassist-647 175 25 > > X iassist-647 176 1 < < X iassist-647 176 2 d d NOUN iassist-647 176 3 : : PUNCT iassist-647 176 4 coding code VERB iassist-647 176 5 isidentifiable=”true isidentifiable=”true NOUN iassist-647 176 6 ” " PUNCT iassist-647 176 7 id=”[fusion id=”[fusion NOUN iassist-647 176 8 method method NOUN iassist-647 176 9 submit submit NOUN iassist-647 176 10 file file NOUN iassist-647 176 11 ] ] PUNCT iassist-647 176 12 ” " PUNCT iassist-647 176 13 > > X iassist-647 176 14 < < X iassist-647 176 15 d d NOUN iassist-647 176 16 : : PUNCT iassist-647 176 17 generationinstruction generationinstruction NOUN iassist-647 176 18 > > X iassist-647 177 1 < < X iassist-647 177 2 d d NOUN iassist-647 177 3 : : PUNCT iassist-647 177 4 sourcevariable sourcevariable ADJ iassist-647 177 5 ... ... PUNCT iassist-647 177 6 > > X iassist-647 177 7 < < X iassist-647 177 8 r r NOUN iassist-647 177 9 : : PUNCT iassist-647 177 10 urn urn NOUN iassist-647 177 11 … … PUNCT iassist-647 177 12 < < X iassist-647 177 13 d d X iassist-647 177 14 : : PUNCT iassist-647 177 15 mnemonic mnemonic ADJ iassist-647 177 16 > > X iassist-647 177 17 donor donor NOUN iassist-647 177 18 dataset dataset VERB iassist-647 177 19 < < X iassist-647 177 20 d d NOUN iassist-647 177 21 : : PUNCT iassist-647 177 22 sourcevariable sourcevariable ADJ iassist-647 177 23 ... ... PUNCT iassist-647 177 24 > > X iassist-647 178 1 < < X iassist-647 178 2 r r NOUN iassist-647 178 3 : : PUNCT iassist-647 178 4 urn urn NOUN iassist-647 178 5 > > X iassist-647 178 6 … … PUNCT iassist-647 178 7 < < X iassist-647 178 8 d d X iassist-647 178 9 : : PUNCT iassist-647 178 10 mnemonic mnemonic ADJ iassist-647 178 11 > > X iassist-647 178 12 recipient recipient NOUN iassist-647 178 13 dataset dataset NOUN iassist-647 178 14 ... ... PUNCT iassist-647 179 1 < < X iassist-647 179 2 r r X iassist-647 179 3 : : PUNCT iassist-647 179 4 command command NOUN iassist-647 179 5 > > X iassist-647 179 6 < < X iassist-647 179 7 r r NOUN iassist-647 179 8 : : PUNCT iassist-647 179 9 commandfile commandfile ADJ iassist-647 179 10 formallanguage=”[language formallanguage=”[language NOUN iassist-647 179 11 such such ADJ iassist-647 179 12 as as ADP iassist-647 179 13 spss spss ADJ iassist-647 179 14 or or CCONJ iassist-647 179 15 stata stata NOUN iassist-647 179 16 ] ] PUNCT iassist-647 179 17 ” " PUNCT iassist-647 179 18 > > X iassist-647 179 19 ... ... PUNCT iassist-647 180 1 < < X iassist-647 180 2 r r X iassist-647 180 3 : : PUNCT iassist-647 180 4 uri>[uri uri>[uri NOUN iassist-647 180 5 for for ADP iassist-647 180 6 the the DET iassist-647 180 7 command command NOUN iassist-647 180 8 file file NOUN iassist-647 180 9 ] ] PUNCT iassist-647 180 10 ... ... PUNCT iassist-647 181 1 < < X iassist-647 181 2 g g NOUN iassist-647 181 3 : : PUNCT iassist-647 181 4 logicalproduct logicalproduct NOUN iassist-647 181 5 > > X iassist-647 181 6 … … PUNCT iassist-647 181 7 < < X iassist-647 181 8 l l NOUN iassist-647 181 9 : : PUNCT iassist-647 181 10 categoryschemereference categoryschemereference NOUN iassist-647 181 11 ... ... PUNCT iassist-647 182 1 uri=”[uri uri=”[uri PROPN iassist-647 182 2 to to ADP iassist-647 182 3 category category NOUN iassist-647 182 4 scheme scheme NOUN iassist-647 182 5 for for ADP iassist-647 182 6 dataset dataset NOUN iassist-647 182 7 ] ] X iassist-647 182 8 ” " PUNCT iassist-647 182 9 > > X iassist-647 182 10 ... ... PUNCT iassist-647 183 1 < < X iassist-647 183 2 g g X iassist-647 183 3 : : PUNCT iassist-647 183 4 studyunit studyunit VERB iassist-647 183 5 > > X iassist-647 183 6 < < X iassist-647 183 7 ! ! NOUN iassist-647 183 8 -donor -donor NOUN iassist-647 183 9 dataset dataset NOUN iassist-647 183 10 -- -- PUNCT iassist-647 183 11 > > X iassist-647 183 12 ... ... PUNCT iassist-647 184 1 < < X iassist-647 184 2 g g X iassist-647 184 3 : : PUNCT iassist-647 184 4 studyunit studyunit VERB iassist-647 184 5 > > X iassist-647 184 6 < < X iassist-647 184 7 ! ! PUNCT iassist-647 184 8 -recipient -recipient ADJ iassist-647 184 9 dataset dataset NOUN iassist-647 184 10 -- -- PUNCT iassist-647 184 11 > > X iassist-647 184 12 ... ... PUNCT iassist-647 185 1 < < X iassist-647 185 2 ! ! PUNCT iassist-647 185 3 -a -a NOUN iassist-647 185 4 comparison comparison NOUN iassist-647 185 5 is be AUX iassist-647 185 6 added add VERB iassist-647 185 7 for for ADP iassist-647 185 8 each each DET iassist-647 185 9 mapped map VERB iassist-647 185 10 donor donor NOUN iassist-647 185 11 & & CCONJ iassist-647 185 12 recipient recipient NOUN iassist-647 185 13 variable variable NOUN iassist-647 185 14 -- -- PUNCT iassist-647 185 15 > > X iassist-647 185 16 < < X iassist-647 185 17 cm cm X iassist-647 185 18 : : PUNCT iassist-647 185 19 comparison comparison NOUN iassist-647 185 20 > > X iassist-647 185 21 ... ... PUNCT iassist-647 186 1 < < X iassist-647 186 2 cm cm NUM iassist-647 186 3 : : PUNCT iassist-647 186 4 variablemap variablemap NOUN iassist-647 186 5 > > X iassist-647 187 1 < < X iassist-647 187 2 cm cm NOUN iassist-647 187 3 : : PUNCT iassist-647 187 4 sourceschemereference sourceschemereference NOUN iassist-647 187 5 isexternal=”true isexternal=”true ADJ iassist-647 187 6 ” " PUNCT iassist-647 187 7 uri=”[uri uri=”[uri PROPN iassist-647 187 8 to to AUX iassist-647 187 9 donordatasetvariable donordatasetvariable VERB iassist-647 187 10 ] ] PUNCT iassist-647 187 11 ” " PUNCT iassist-647 187 12 / / PUNCT iassist-647 187 13 > > X iassist-647 188 1 < < X iassist-647 188 2 cm cm X iassist-647 188 3 : : PUNCT iassist-647 188 4 targetschemereference targetschemereference NOUN iassist-647 188 5 isexternal=”true isexternal=”true ADJ iassist-647 188 6 ” " PUNCT iassist-647 188 7 uri=”[uri uri=”[uri PROPN iassist-647 188 8 to to PART iassist-647 188 9 recipientdatasetvariable recipientdatasetvariable VERB iassist-647 188 10 ] ] PUNCT iassist-647 188 11 ” " PUNCT iassist-647 188 12 / / SYM iassist-647 188 13 > > X iassist-647 188 14 ... ... PUNCT iassist-647 188 15 listing list VERB iassist-647 188 16 2 2 NUM iassist-647 188 17 . . PUNCT iassist-647 189 1 an an DET iassist-647 189 2 example example NOUN iassist-647 189 3 ddi ddi PROPN iassist-647 189 4 3 3 NUM iassist-647 189 5 fragment fragment NOUN iassist-647 189 6 iassist iassist NOUN iassist-647 189 7 quarterly quarterly ADJ iassist-647 189 8 spring spring NOUN iassist-647 189 9 summer summer NOUN iassist-647 189 10 2009 2009 NUM iassist-647 189 11 29 29 NUM iassist-647 189 12 along along ADP iassist-647 189 13 with with ADP iassist-647 189 14 its its PRON iassist-647 189 15 own own ADJ iassist-647 189 16 metadata metadata NOUN iassist-647 189 17 , , PUNCT iassist-647 189 18 ready ready ADJ iassist-647 189 19 for for ADP iassist-647 189 20 re re NOUN iassist-647 189 21 - - NOUN iassist-647 189 22 discovery discovery NOUN iassist-647 189 23 in in ADP iassist-647 189 24 subsequent subsequent ADJ iassist-647 189 25 searches search NOUN iassist-647 189 26 . . PUNCT iassist-647 190 1 the the DET iassist-647 190 2 data data NOUN iassist-647 190 3 fusion fusion NOUN iassist-647 190 4 tool tool NOUN iassist-647 190 5 outputs output VERB iassist-647 190 6 datasets dataset NOUN iassist-647 190 7 described describe VERB iassist-647 190 8 by by ADP iassist-647 190 9 metadata metadata ADJ iassist-647 190 10 records record NOUN iassist-647 190 11 that that PRON iassist-647 190 12 make make VERB iassist-647 190 13 use use NOUN iassist-647 190 14 of of ADP iassist-647 190 15 the the DET iassist-647 190 16 grouping grouping NOUN iassist-647 190 17 and and CCONJ iassist-647 190 18 processing processing NOUN iassist-647 190 19 event event NOUN iassist-647 190 20 description description NOUN iassist-647 190 21 capabilities capability NOUN iassist-647 190 22 of of ADP iassist-647 190 23 ddi ddi PROPN iassist-647 190 24 3 3 NUM iassist-647 190 25 ( ( PUNCT iassist-647 190 26 as as SCONJ iassist-647 190 27 shown show VERB iassist-647 190 28 in in ADP iassist-647 190 29 listing list VERB iassist-647 190 30 2 2 NUM iassist-647 190 31 ) ) PUNCT iassist-647 190 32 . . PUNCT iassist-647 191 1 the the DET iassist-647 191 2 metadata metadata PROPN iassist-647 191 3 files file NOUN iassist-647 191 4 group group NOUN iassist-647 191 5 the the DET iassist-647 191 6 corresponding corresponding ADJ iassist-647 191 7 input input NOUN iassist-647 191 8 datasets dataset NOUN iassist-647 191 9 as as ADP iassist-647 191 10 referenced reference VERB iassist-647 191 11 study study NOUN iassist-647 191 12 units unit NOUN iassist-647 191 13 , , PUNCT iassist-647 191 14 along along ADP iassist-647 191 15 with with ADP iassist-647 191 16 references reference NOUN iassist-647 191 17 to to PART iassist-647 191 18 command command VERB iassist-647 191 19 files file NOUN iassist-647 191 20 containing contain VERB iassist-647 191 21 the the DET iassist-647 191 22 processing processing NOUN iassist-647 191 23 instructions instruction NOUN iassist-647 191 24 . . PUNCT iassist-647 192 1 they they PRON iassist-647 192 2 also also ADV iassist-647 192 3 contain contain VERB iassist-647 192 4 citation citation NOUN iassist-647 192 5 , , PUNCT iassist-647 192 6 grouping group VERB iassist-647 192 7 purpose purpose NOUN iassist-647 192 8 and and CCONJ iassist-647 192 9 information information NOUN iassist-647 192 10 about about ADP iassist-647 192 11 the the DET iassist-647 192 12 fusion fusion NOUN iassist-647 192 13 tool tool NOUN iassist-647 192 14 , , PUNCT iassist-647 192 15 along along ADP iassist-647 192 16 with with ADP iassist-647 192 17 concepts concept NOUN iassist-647 192 18 and and CCONJ iassist-647 192 19 logical logical ADJ iassist-647 192 20 products product NOUN iassist-647 192 21 composed compose VERB iassist-647 192 22 from from ADP iassist-647 192 23 references reference NOUN iassist-647 192 24 to to ADP iassist-647 192 25 the the DET iassist-647 192 26 input input NOUN iassist-647 192 27 datasets dataset NOUN iassist-647 192 28 ’ ' PUNCT iassist-647 192 29 metadata metadata NOUN iassist-647 192 30 . . PUNCT iassist-647 193 1 the the DET iassist-647 193 2 principal principal ADJ iassist-647 193 3 structural structural ADJ iassist-647 193 4 ddi ddi PROPN iassist-647 193 5 3 3 NUM iassist-647 193 6 tags tag NOUN iassist-647 193 7 currently currently ADV iassist-647 193 8 used use VERB iassist-647 193 9 by by ADP iassist-647 193 10 the the DET iassist-647 193 11 dames dame NOUN iassist-647 193 12 infrastructure infrastructure NOUN iassist-647 193 13 are be AUX iassist-647 193 14 < < X iassist-647 193 15 ddiinstance ddiinstance NOUN iassist-647 193 16 > > X iassist-647 193 17 , , PUNCT iassist-647 193 18 < < X iassist-647 193 19 citation citation NOUN iassist-647 193 20 > > X iassist-647 193 21 and and CCONJ iassist-647 193 22 < < X iassist-647 193 23 group group NOUN iassist-647 193 24 > > X iassist-647 193 25 , , PUNCT iassist-647 193 26 with with ADP iassist-647 193 27 detailed detailed ADJ iassist-647 193 28 metadata metadata NOUN iassist-647 193 29 held hold VERB iassist-647 193 30 within within ADP iassist-647 193 31 < < X iassist-647 193 32 group group NOUN iassist-647 193 33 > > X iassist-647 193 34 elements element NOUN iassist-647 193 35 using use VERB iassist-647 193 36 < < X iassist-647 193 37 purpose purpose NOUN iassist-647 193 38 > > X iassist-647 193 39 , , PUNCT iassist-647 193 40 < < X iassist-647 193 41 concepts concept NOUN iassist-647 193 42 > > X iassist-647 193 43 , , PUNCT iassist-647 193 44 < < X iassist-647 193 45 datacollection datacollection NOUN iassist-647 193 46 > > X iassist-647 193 47 < < X iassist-647 193 48 logicalproduct logicalproduct NOUN iassist-647 193 49 > > X iassist-647 193 50 and and CCONJ iassist-647 193 51 < < X iassist-647 193 52 studyunit studyunit VERB iassist-647 193 53 > > X iassist-647 193 54 tags tag NOUN iassist-647 193 55 . . PUNCT iassist-647 194 1 4 4 X iassist-647 194 2 . . X iassist-647 194 3 discussion discussion NOUN iassist-647 194 4 and and CCONJ iassist-647 194 5 conclusion conclusion NOUN iassist-647 194 6 this this DET iassist-647 194 7 paper paper NOUN iassist-647 194 8 has have AUX iassist-647 194 9 presented present VERB iassist-647 194 10 the the DET iassist-647 194 11 dames dame NOUN iassist-647 194 12 infrastructure infrastructure NOUN iassist-647 194 13 which which PRON iassist-647 194 14 is be AUX iassist-647 194 15 being be AUX iassist-647 194 16 developed develop VERB iassist-647 194 17 to to PART iassist-647 194 18 support support VERB iassist-647 194 19 the the DET iassist-647 194 20 provision provision NOUN iassist-647 194 21 of of ADP iassist-647 194 22 data datum NOUN iassist-647 194 23 access access NOUN iassist-647 194 24 and and CCONJ iassist-647 194 25 processing processing NOUN iassist-647 194 26 services service NOUN iassist-647 194 27 for for ADP iassist-647 194 28 social social ADJ iassist-647 194 29 science science NOUN iassist-647 194 30 researchers researcher NOUN iassist-647 194 31 . . PUNCT iassist-647 195 1 we we PRON iassist-647 195 2 have have AUX iassist-647 195 3 implemented implement VERB iassist-647 195 4 prototype prototype NOUN iassist-647 195 5 tools tool NOUN iassist-647 195 6 based base VERB iassist-647 195 7 on on ADP iassist-647 195 8 the the DET iassist-647 195 9 infrastructure infrastructure NOUN iassist-647 195 10 for for ADP iassist-647 195 11 resource resource NOUN iassist-647 195 12 curation curation NOUN iassist-647 195 13 and and CCONJ iassist-647 195 14 data datum NOUN iassist-647 195 15 fusion fusion NOUN iassist-647 195 16 . . PUNCT iassist-647 196 1 the the DET iassist-647 196 2 curation curation NOUN iassist-647 196 3 tool tool NOUN iassist-647 196 4 generates generate VERB iassist-647 196 5 standardised standardised ADJ iassist-647 196 6 metadata metadata NOUN iassist-647 196 7 about about ADP iassist-647 196 8 social social ADJ iassist-647 196 9 science science NOUN iassist-647 196 10 data datum NOUN iassist-647 196 11 and and CCONJ iassist-647 196 12 resources resource NOUN iassist-647 196 13 to to PART iassist-647 196 14 operationalise operationalise VERB iassist-647 196 15 and and CCONJ iassist-647 196 16 fuse fuse VERB iassist-647 196 17 the the DET iassist-647 196 18 data datum NOUN iassist-647 196 19 . . PUNCT iassist-647 197 1 the the DET iassist-647 197 2 data data NOUN iassist-647 197 3 fusion fusion NOUN iassist-647 197 4 tool tool NOUN iassist-647 197 5 uses use VERB iassist-647 197 6 existing exist VERB iassist-647 197 7 metadata metadata NOUN iassist-647 197 8 to to PART iassist-647 197 9 perform perform VERB iassist-647 197 10 data datum NOUN iassist-647 197 11 linkage linkage NOUN iassist-647 197 12 tasks task NOUN iassist-647 197 13 and and CCONJ iassist-647 197 14 generates generate VERB iassist-647 197 15 metadata metadata NOUN iassist-647 197 16 for for ADP iassist-647 197 17 its its PRON iassist-647 197 18 output output NOUN iassist-647 197 19 datasets dataset NOUN iassist-647 197 20 . . PUNCT iassist-647 198 1 the the DET iassist-647 198 2 dames dames PROPN iassist-647 198 3 infrastructure infrastructure NOUN iassist-647 198 4 integrates integrate VERB iassist-647 198 5 these these DET iassist-647 198 6 tools tool NOUN iassist-647 198 7 in in ADP iassist-647 198 8 a a DET iassist-647 198 9 framework framework NOUN iassist-647 198 10 that that PRON iassist-647 198 11 manages manage VERB iassist-647 198 12 depositing depositing NOUN iassist-647 198 13 , , PUNCT iassist-647 198 14 accessing access VERB iassist-647 198 15 , , PUNCT iassist-647 198 16 and and CCONJ iassist-647 198 17 processing processing NOUN iassist-647 198 18 data datum NOUN iassist-647 198 19 . . PUNCT iassist-647 199 1 prototype prototype NOUN iassist-647 199 2 and and CCONJ iassist-647 199 3 early early ADJ iassist-647 199 4 versions version NOUN iassist-647 199 5 of of ADP iassist-647 199 6 the the DET iassist-647 199 7 services service NOUN iassist-647 199 8 are be AUX iassist-647 199 9 accessible accessible ADJ iassist-647 199 10 through through ADP iassist-647 199 11 the the DET iassist-647 199 12 dames dame NOUN iassist-647 199 13 web web NOUN iassist-647 199 14 site site NOUN iassist-647 199 15 at at ADP iassist-647 199 16 www.dames.org.uk/resources.html www.dames.org.uk/resources.html PROPN iassist-647 199 17 . . PUNCT iassist-647 200 1 this this DET iassist-647 200 2 paper paper NOUN iassist-647 200 3 has have AUX iassist-647 200 4 shown show VERB iassist-647 200 5 that that SCONJ iassist-647 200 6 ddi ddi PROPN iassist-647 200 7 3 3 NUM iassist-647 200 8 features feature NOUN iassist-647 200 9 are be AUX iassist-647 200 10 useful useful ADJ iassist-647 200 11 to to ADP iassist-647 200 12 the the DET iassist-647 200 13 curation curation NOUN iassist-647 200 14 and and CCONJ iassist-647 200 15 fusion fusion NOUN iassist-647 200 16 services service NOUN iassist-647 200 17 . . PUNCT iassist-647 201 1 the the DET iassist-647 201 2 paper paper NOUN iassist-647 201 3 has have AUX iassist-647 201 4 also also ADV iassist-647 201 5 shown show VERB iassist-647 201 6 that that SCONJ iassist-647 201 7 ddi ddi PROPN iassist-647 201 8 3 3 NUM iassist-647 201 9 can can AUX iassist-647 201 10 be be AUX iassist-647 201 11 integrated integrate VERB iassist-647 201 12 with with ADP iassist-647 201 13 approaches approach NOUN iassist-647 201 14 making make VERB iassist-647 201 15 use use NOUN iassist-647 201 16 of of ADP iassist-647 201 17 additional additional ADJ iassist-647 201 18 metadata metadata NOUN iassist-647 201 19 schemas schema NOUN iassist-647 201 20 purposed purpose VERB iassist-647 201 21 for for ADP iassist-647 201 22 service service NOUN iassist-647 201 23 execution execution NOUN iassist-647 201 24 such such ADJ iassist-647 201 25 as as ADP iassist-647 201 26 the the DET iassist-647 201 27 jfdl jfdl NOUN iassist-647 201 28 for for ADP iassist-647 201 29 job job NOUN iassist-647 201 30 flows flow VERB iassist-647 201 31 description description NOUN iassist-647 201 32 and and CCONJ iassist-647 201 33 jsdl jsdl NOUN iassist-647 201 34 for for ADP iassist-647 201 35 job job NOUN iassist-647 201 36 submission submission NOUN iassist-647 201 37 description description NOUN iassist-647 201 38 . . PUNCT iassist-647 202 1 acknowledgements acknowledgement VERB iassist-647 202 2 the the DET iassist-647 202 3 dames dame NOUN iassist-647 202 4 project project NOUN iassist-647 202 5 is be AUX iassist-647 202 6 funded fund VERB iassist-647 202 7 by by ADP iassist-647 202 8 the the DET iassist-647 202 9 uk uk PROPN iassist-647 202 10 economic economic ADJ iassist-647 202 11 and and CCONJ iassist-647 202 12 social social ADJ iassist-647 202 13 research research NOUN iassist-647 202 14 council council NOUN iassist-647 202 15 ( ( PUNCT iassist-647 202 16 grant grant VERB iassist-647 202 17 res re NOUN iassist-647 202 18 149 149 NUM iassist-647 202 19 - - SYM iassist-647 202 20 25 25 NUM iassist-647 202 21 - - PUNCT iassist-647 202 22 1066 1066 NUM iassist-647 202 23 ) ) PUNCT iassist-647 202 24 . . PUNCT iassist-647 203 1 the the DET iassist-647 203 2 authors author NOUN iassist-647 203 3 thank thank VERB iassist-647 203 4 their their PRON iassist-647 203 5 colleagues colleague NOUN iassist-647 203 6 in in ADP iassist-647 203 7 the the DET iassist-647 203 8 national national ADJ iassist-647 203 9 e e ADJ iassist-647 203 10 - - NOUN iassist-647 203 11 science science ADJ iassist-647 203 12 centre centre NOUN iassist-647 203 13 at at ADP iassist-647 203 14 the the DET iassist-647 203 15 university university NOUN iassist-647 203 16 of of ADP iassist-647 203 17 glasgow glasgow PROPN iassist-647 203 18 for for ADP iassist-647 203 19 their their PRON iassist-647 203 20 fruitful fruitful ADJ iassist-647 203 21 collaboration collaboration NOUN iassist-647 203 22 . . PUNCT iassist-647 204 1 notes note VERB iassist-647 204 2 1 1 NUM iassist-647 204 3 jesse jesse PROPN iassist-647 204 4 m. m. PROPN iassist-647 204 5 blum blum PROPN iassist-647 204 6 , , PUNCT iassist-647 204 7 research research NOUN iassist-647 204 8 assistant assistant NOUN iassist-647 204 9 , , PUNCT iassist-647 204 10 computing compute VERB iassist-647 204 11 science science NOUN iassist-647 204 12 and and CCONJ iassist-647 204 13 mathematics mathematic NOUN iassist-647 204 14 , , PUNCT iassist-647 204 15 email email NOUN iassist-647 204 16 jmb@cs.stir.ac.uk jmb@cs.stir.ac.uk PROPN iassist-647 204 17 . . PUNCT iassist-647 205 1 guy guy PROPN iassist-647 205 2 c. c. PROPN iassist-647 205 3 warner warner PROPN iassist-647 205 4 , , PUNCT iassist-647 205 5 research research NOUN iassist-647 205 6 assistant assistant NOUN iassist-647 205 7 , , PUNCT iassist-647 205 8 computing compute VERB iassist-647 205 9 science science NOUN iassist-647 205 10 and and CCONJ iassist-647 205 11 mathematics mathematic NOUN iassist-647 205 12 , , PUNCT iassist-647 205 13 email email NOUN iassist-647 205 14 gcw@cs.stir.ac.uk gcw@cs.stir.ac.uk PROPN iassist-647 205 15 . . PUNCT iassist-647 206 1 simon simon PROPN iassist-647 206 2 b. b. PROPN iassist-647 206 3 jones jones PROPN iassist-647 206 4 , , PUNCT iassist-647 206 5 lecturer lecturer NOUN iassist-647 206 6 , , PUNCT iassist-647 206 7 computing compute VERB iassist-647 206 8 science science NOUN iassist-647 206 9 and and CCONJ iassist-647 206 10 mathematics mathematic NOUN iassist-647 206 11 , , PUNCT iassist-647 206 12 email email NOUN iassist-647 206 13 sbj@ sbj@ PROPN iassist-647 206 14 cs.stir.ac.uk cs.stir.ac.uk PROPN iassist-647 206 15 . . PUNCT iassist-647 207 1 paul paul PROPN iassist-647 207 2 s. s. PROPN iassist-647 207 3 lambert lambert PROPN iassist-647 207 4 , , PUNCT iassist-647 207 5 lecturer lecturer NOUN iassist-647 207 6 , , PUNCT iassist-647 207 7 applied apply VERB iassist-647 207 8 social social ADJ iassist-647 207 9 science science NOUN iassist-647 207 10 , , PUNCT iassist-647 207 11 email email NOUN iassist-647 207 12 paul.lambert@stir.ac.uk paul.lambert@stir.ac.uk NUM iassist-647 207 13 . . PUNCT iassist-647 208 1 alison alison PROPN iassist-647 208 2 s. s. PROPN iassist-647 208 3 f. f. PROPN iassist-647 208 4 dawson dawson PROPN iassist-647 208 5 , , PUNCT iassist-647 208 6 research research NOUN iassist-647 208 7 fellow fellow NOUN iassist-647 208 8 , , PUNCT iassist-647 208 9 applied apply VERB iassist-647 208 10 social social ADJ iassist-647 208 11 science science NOUN iassist-647 208 12 , , PUNCT iassist-647 208 13 email email NOUN iassist-647 208 14 a.s.f.dawson@stir.ac.uk a.s.f.dawson@stir.ac.uk PROPN iassist-647 208 15 . . PUNCT iassist-647 209 1 koon koon PROPN iassist-647 209 2 leai leai PROPN iassist-647 209 3 larry larry PROPN iassist-647 209 4 tan tan PROPN iassist-647 209 5 , , PUNCT iassist-647 209 6 research research NOUN iassist-647 209 7 assistant assistant NOUN iassist-647 209 8 , , PUNCT iassist-647 209 9 computing compute VERB iassist-647 209 10 science science NOUN iassist-647 209 11 and and CCONJ iassist-647 209 12 mathematics mathematic NOUN iassist-647 209 13 , , PUNCT iassist-647 209 14 email email NOUN iassist-647 209 15 klt@cs.stir.ac.uk klt@cs.stir.ac.uk PROPN iassist-647 209 16 . . PUNCT iassist-647 210 1 kenneth kenneth PROPN iassist-647 210 2 j. j. PROPN iassist-647 210 3 turner turner PROPN iassist-647 210 4 , , PUNCT iassist-647 210 5 professor professor NOUN iassist-647 210 6 , , PUNCT iassist-647 210 7 computing compute VERB iassist-647 210 8 science science NOUN iassist-647 210 9 and and CCONJ iassist-647 210 10 mathematics mathematic NOUN iassist-647 210 11 , , PUNCT iassist-647 210 12 email email NOUN iassist-647 210 13 kjt@cs.stir.ac.uk kjt@cs.stir.ac.uk PROPN iassist-647 210 14 . . PUNCT iassist-647 211 1 university university PROPN iassist-647 211 2 of of ADP iassist-647 211 3 stirling stirling PROPN iassist-647 211 4 , , PUNCT iassist-647 211 5 stirling stirling PROPN iassist-647 211 6 , , PUNCT iassist-647 211 7 fk9 fk9 ADV iassist-647 211 8 4la 4la ADJ iassist-647 211 9 , , PUNCT iassist-647 211 10 uk uk PROPN iassist-647 211 11 references reference VERB iassist-647 211 12 1 1 NUM iassist-647 211 13 . . PUNCT iassist-647 211 14 j. j. PROPN iassist-647 211 15 m. m. PROPN iassist-647 211 16 blum blum PROPN iassist-647 211 17 and and CCONJ iassist-647 211 18 k. k. PROPN iassist-647 211 19 j. j. PROPN iassist-647 211 20 turner turner PROPN iassist-647 211 21 . . PUNCT iassist-647 212 1 the the DET iassist-647 212 2 dames dames PROPN iassist-647 212 3 metadata metadata PROPN iassist-647 212 4 approach approach NOUN iassist-647 212 5 , , PUNCT iassist-647 212 6 technical technical ADJ iassist-647 212 7 report report NOUN iassist-647 212 8 csm-177 csm-177 PROPN iassist-647 212 9 , , PUNCT iassist-647 212 10 department department NOUN iassist-647 212 11 of of ADP iassist-647 212 12 computing compute VERB iassist-647 212 13 science science NOUN iassist-647 212 14 and and CCONJ iassist-647 212 15 mathematics mathematic NOUN iassist-647 212 16 , , PUNCT iassist-647 212 17 university university NOUN iassist-647 212 18 of of ADP iassist-647 212 19 stirling stirling PROPN iassist-647 212 20 , , PUNCT iassist-647 212 21 dec dec PROPN iassist-647 212 22 . . PROPN iassist-647 212 23 2008 2008 NUM iassist-647 212 24 , , PUNCT iassist-647 212 25 issn issn PROPN iassist-647 212 26 1460 1460 NUM iassist-647 212 27 - - SYM iassist-647 212 28 9673 9673 NUM iassist-647 212 29 . . PUNCT iassist-647 213 1 2 2 X iassist-647 213 2 . . X iassist-647 213 3 p.s p.s PROPN iassist-647 213 4 . . PUNCT iassist-647 213 5 lambert lambert PROPN iassist-647 213 6 . . PUNCT iassist-647 214 1 an an DET iassist-647 214 2 illustrative illustrative ADJ iassist-647 214 3 guide guide NOUN iassist-647 214 4 : : PUNCT iassist-647 214 5 using use VERB iassist-647 214 6 geode geode NOUN iassist-647 214 7 to to PART iassist-647 214 8 link link VERB iassist-647 214 9 data datum NOUN iassist-647 214 10 from from ADP iassist-647 214 11 soc-2000 soc-2000 NOUN iassist-647 214 12 to to ADP iassist-647 214 13 ns ns PROPN iassist-647 214 14 - - PUNCT iassist-647 214 15 sec sec PROPN iassist-647 214 16 and and CCONJ iassist-647 214 17 other other ADJ iassist-647 214 18 occupationbased occupationbased ADJ iassist-647 214 19 social social ADJ iassist-647 214 20 classifications classification NOUN iassist-647 214 21 , , PUNCT iassist-647 214 22 edition edition NOUN iassist-647 214 23 1.1 1.1 NUM iassist-647 214 24 , , PUNCT iassist-647 214 25 geode geode NOUN iassist-647 214 26 project project NOUN iassist-647 214 27 technical technical ADJ iassist-647 214 28 paper paper NOUN iassist-647 214 29 number number NOUN iassist-647 214 30 2 2 NUM iassist-647 214 31 , , PUNCT iassist-647 214 32 university university NOUN iassist-647 214 33 of of ADP iassist-647 214 34 stirling stirling PROPN iassist-647 214 35 , , PUNCT iassist-647 214 36 2007 2007 NUM iassist-647 214 37 . . PUNCT iassist-647 215 1 3 3 X iassist-647 215 2 . . X iassist-647 215 3 a. a. NOUN iassist-647 215 4 anjomshoaa anjomshoaa PROPN iassist-647 215 5 et et PROPN iassist-647 215 6 al al PROPN iassist-647 215 7 . . PROPN iassist-647 215 8 job job NOUN iassist-647 215 9 submission submission NOUN iassist-647 215 10 description description NOUN iassist-647 215 11 language language NOUN iassist-647 215 12 ( ( PUNCT iassist-647 215 13 jsdl jsdl PROPN iassist-647 215 14 ) ) PUNCT iassist-647 215 15 specification specification NOUN iassist-647 215 16 version version NOUN iassist-647 215 17 1.0 1.0 NUM iassist-647 215 18 , , PUNCT iassist-647 215 19 global global ADJ iassist-647 215 20 grid grid PROPN iassist-647 215 21 forum forum PROPN iassist-647 215 22 , , PUNCT iassist-647 215 23 nov nov PROPN iassist-647 215 24 . . PROPN iassist-647 215 25 2005 2005 NUM iassist-647 215 26 4 4 NUM iassist-647 215 27 . . PUNCT iassist-647 216 1 d. d. PROPN iassist-647 216 2 thain thain PROPN iassist-647 216 3 , , PUNCT iassist-647 216 4 t. t. PROPN iassist-647 216 5 tannenbaum tannenbaum PROPN iassist-647 216 6 and and CCONJ iassist-647 216 7 m. m. PROPN iassist-647 216 8 livny livny PROPN iassist-647 216 9 . . PUNCT iassist-647 217 1 distributed distribute VERB iassist-647 217 2 computing computing NOUN iassist-647 217 3 in in ADP iassist-647 217 4 practice practice NOUN iassist-647 217 5 : : PUNCT iassist-647 217 6 the the DET iassist-647 217 7 condor condor NOUN iassist-647 217 8 experience experience NOUN iassist-647 217 9 , , PUNCT iassist-647 217 10 concurrency concurrency NOUN iassist-647 217 11 and and CCONJ iassist-647 217 12 computation computation NOUN iassist-647 217 13 : : PUNCT iassist-647 217 14 practice practice NOUN iassist-647 217 15 and and CCONJ iassist-647 217 16 experience experience NOUN iassist-647 217 17 , , PUNCT iassist-647 217 18 17(2–4):323–356 17(2–4):323–356 NUM iassist-647 217 19 , , PUNCT iassist-647 217 20 feb.–apr feb.–apr NOUN iassist-647 217 21 . . PUNCT iassist-647 218 1 2005 2005 NUM iassist-647 218 2 . . PUNCT iassist-647 219 1 5 5 X iassist-647 219 2 . . PUNCT iassist-647 219 3 j. j. PROPN iassist-647 219 4 blum blum PROPN iassist-647 219 5 and and CCONJ iassist-647 219 6 g. g. PROPN iassist-647 219 7 warner warner PROPN iassist-647 219 8 . . PUNCT iassist-647 220 1 job job NOUN iassist-647 220 2 flow flow NOUN iassist-647 220 3 definition definition NOUN iassist-647 220 4 language language NOUN iassist-647 220 5 ( ( PUNCT iassist-647 220 6 jfdl jfdl PROPN iassist-647 220 7 1.0 1.0 NUM iassist-647 220 8 ) ) PUNCT iassist-647 220 9 , , PUNCT iassist-647 220 10 available available ADJ iassist-647 220 11 from from ADP iassist-647 220 12 www.cs.stir.ac.uk/~jmb/dames/ www.cs.stir.ac.uk/~jmb/dames/ PROPN iassist-647 220 13 schemas schema NOUN iassist-647 220 14 , , PUNCT iassist-647 220 15 accessed access VERB iassist-647 220 16 oct oct PROPN iassist-647 220 17 . . PROPN iassist-647 220 18 2009 2009 NUM iassist-647 220 19 . . PUNCT iassist-647 221 1 6 6 NUM iassist-647 221 2 . . PUNCT iassist-647 221 3 a. a. NOUN iassist-647 221 4 dale dale PROPN iassist-647 221 5 . . PUNCT iassist-647 222 1 quality quality NOUN iassist-647 222 2 issues issue NOUN iassist-647 222 3 with with ADP iassist-647 222 4 survey survey NOUN iassist-647 222 5 research research NOUN iassist-647 222 6 , , PUNCT iassist-647 222 7 int int NOUN iassist-647 222 8 . . PUNCT iassist-647 223 1 j. j. PROPN iassist-647 223 2 of of ADP iassist-647 223 3 social social ADJ iassist-647 223 4 research research NOUN iassist-647 223 5 methodology methodology NOUN iassist-647 223 6 , , PUNCT iassist-647 223 7 9(2):143–158 9(2):143–158 NUM iassist-647 223 8 , , PUNCT iassist-647 223 9 2006 2006 NUM iassist-647 223 10 . . PUNCT iassist-647 224 1 7 7 X iassist-647 224 2 . . PUNCT iassist-647 224 3 p. p. NOUN iassist-647 224 4 s. s. PROPN iassist-647 224 5 lambert lambert PROPN iassist-647 224 6 and and CCONJ iassist-647 224 7 k. k. PROPN iassist-647 224 8 l. l. PROPN iassist-647 224 9 l. l. PROPN iassist-647 224 10 tan tan PROPN iassist-647 224 11 . . PUNCT iassist-647 225 1 instructions instruction NOUN iassist-647 225 2 for for ADP iassist-647 225 3 using use VERB iassist-647 225 4 the the DET iassist-647 225 5 geode geode NOUN iassist-647 225 6 portal portal PROPN iassist-647 225 7 , , PUNCT iassist-647 225 8 edition edition NOUN iassist-647 225 9 1.1 1.1 NUM iassist-647 225 10 , , PUNCT iassist-647 225 11 geode geode NOUN iassist-647 225 12 project project NOUN iassist-647 225 13 technical technical PROPN iassist-647 225 14 paper paper NOUN iassist-647 225 15 no no INTJ iassist-647 225 16 . . PROPN iassist-647 225 17 1 1 NUM iassist-647 225 18 , , PUNCT iassist-647 225 19 university university NOUN iassist-647 225 20 of of ADP iassist-647 225 21 stirling stirling PROPN iassist-647 225 22 , , PUNCT iassist-647 225 23 available available ADJ iassist-647 225 24 from from ADP iassist-647 225 25 www www PROPN iassist-647 225 26 . . PROPN iassist-647 225 27 geode.stir.ac.uk geode.stir.ac.uk PROPN iassist-647 225 28 , , PUNCT iassist-647 225 29 2007 2007 NUM iassist-647 225 30 . . PUNCT iassist-647 226 1 8 8 NUM iassist-647 226 2 . . PUNCT iassist-647 227 1 p. p. NOUN iassist-647 227 2 s. s. PROPN iassist-647 227 3 lambert lambert PROPN iassist-647 227 4 , , PUNCT iassist-647 227 5 k. k. PROPN iassist-647 227 6 l. l. PROPN iassist-647 227 7 l. l. PROPN iassist-647 227 8 tan tan PROPN iassist-647 227 9 , , PUNCT iassist-647 227 10 k. k. PROPN iassist-647 227 11 j. j. PROPN iassist-647 227 12 turner turner PROPN iassist-647 227 13 , , PUNCT iassist-647 227 14 v. v. PROPN iassist-647 227 15 gayle gayle PROPN iassist-647 227 16 , , PUNCT iassist-647 227 17 k. k. PROPN iassist-647 227 18 prandy prandy PROPN iassist-647 227 19 and and CCONJ iassist-647 227 20 r. r. PROPN iassist-647 227 21 o. o. PROPN iassist-647 227 22 sinnott sinnott PROPN iassist-647 227 23 . . PUNCT iassist-647 228 1 data datum NOUN iassist-647 228 2 curation curation NOUN iassist-647 228 3 standards standard NOUN iassist-647 228 4 and and CCONJ iassist-647 228 5 social social ADJ iassist-647 228 6 science science NOUN iassist-647 228 7 occupational occupational ADJ iassist-647 228 8 information information NOUN iassist-647 228 9 resources resource NOUN iassist-647 228 10 , , PUNCT iassist-647 228 11 int int NOUN iassist-647 228 12 . . PUNCT iassist-647 229 1 j. j. PROPN iassist-647 229 2 of of ADP iassist-647 229 3 digital digital ADJ iassist-647 229 4 curation curation NOUN iassist-647 229 5 , , PUNCT iassist-647 229 6 2(1 2(1 NUM iassist-647 229 7 ) ) PUNCT iassist-647 229 8 , , PUNCT iassist-647 229 9 73 73 NUM iassist-647 229 10 - - SYM iassist-647 229 11 91 91 NUM iassist-647 229 12 , , PUNCT iassist-647 229 13 2007 2007 NUM iassist-647 229 14 . . PUNCT iassist-647 230 1 9 9 NUM iassist-647 230 2 . . X iassist-647 230 3 r. r. PROPN iassist-647 230 4 levesque levesque PROPN iassist-647 230 5 and and CCONJ iassist-647 230 6 spss spss PROPN iassist-647 230 7 inc inc PROPN iassist-647 230 8 . . PROPN iassist-647 230 9 programming programming PROPN iassist-647 230 10 and and CCONJ iassist-647 230 11 data datum NOUN iassist-647 230 12 management management NOUN iassist-647 230 13 for for ADP iassist-647 230 14 spss spss PROPN iassist-647 230 15 statistics statistic NOUN iassist-647 230 16 17.0 17.0 NUM iassist-647 230 17 , , PUNCT iassist-647 230 18 spss spss PROPN iassist-647 230 19 inc inc PROPN iassist-647 230 20 . . PROPN iassist-647 230 21 , , PUNCT iassist-647 230 22 chicago chicago PROPN iassist-647 230 23 , , PUNCT iassist-647 230 24 2008 2008 NUM iassist-647 230 25 . . PUNCT iassist-647 231 1 10 10 NUM iassist-647 231 2 . . PUNCT iassist-647 231 3 j. j. PROPN iassist-647 231 4 s. s. PROPN iassist-647 231 5 long long PROPN iassist-647 231 6 . . PUNCT iassist-647 232 1 the the DET iassist-647 232 2 workflow workflow NOUN iassist-647 232 3 of of ADP iassist-647 232 4 data datum NOUN iassist-647 232 5 analysis analysis NOUN iassist-647 232 6 using use VERB iassist-647 232 7 stata stata NOUN iassist-647 232 8 , , PUNCT iassist-647 232 9 crc crc NOUN iassist-647 232 10 press press PROPN iassist-647 232 11 , , PUNCT iassist-647 232 12 boca boca PROPN iassist-647 232 13 raton raton PROPN iassist-647 232 14 , , PUNCT iassist-647 232 15 2009 2009 NUM iassist-647 232 16 . . PUNCT iassist-647 233 1 11 11 NUM iassist-647 233 2 . . X iassist-647 234 1 v. v. PROPN iassist-647 234 2 van van PROPN iassist-647 234 3 den den PROPN iassist-647 234 4 eynden eynden PROPN iassist-647 234 5 , , PUNCT iassist-647 234 6 l. l. PROPN iassist-647 234 7 corti corti PROPN iassist-647 234 8 , , PUNCT iassist-647 234 9 m. m. NOUN iassist-647 234 10 woollard woollard PROPN iassist-647 234 11 and and CCONJ iassist-647 234 12 l. l. PROPN iassist-647 234 13 bishop bishop PROPN iassist-647 234 14 . . PUNCT iassist-647 235 1 managing manage VERB iassist-647 235 2 and and CCONJ iassist-647 235 3 sharing share VERB iassist-647 235 4 data datum NOUN iassist-647 235 5 : : PUNCT iassist-647 235 6 a a DET iassist-647 235 7 best good ADJ iassist-647 235 8 practice practice NOUN iassist-647 235 9 guide guide NOUN iassist-647 235 10 for for ADP iassist-647 235 11 researchers researcher NOUN iassist-647 235 12 , , PUNCT iassist-647 235 13 uk uk PROPN iassist-647 235 14 data datum NOUN iassist-647 235 15 archive archive NOUN iassist-647 235 16 , , PUNCT iassist-647 235 17 colchester colchester NOUN iassist-647 235 18 , , PUNCT iassist-647 235 19 2009 2009 NUM iassist-647 235 20 . . PUNCT iassist-647 236 1 12 12 NUM iassist-647 236 2 . . PUNCT iassist-647 236 3 m. m. NOUN iassist-647 236 4 vardigan vardigan PROPN iassist-647 236 5 , , PUNCT iassist-647 236 6 p. p. NOUN iassist-647 236 7 heus heus NOUN iassist-647 236 8 and and CCONJ iassist-647 236 9 w. w. PROPN iassist-647 236 10 thomas thomas PROPN iassist-647 236 11 . . PUNCT iassist-647 237 1 data data PROPN iassist-647 237 2 documentation documentation NOUN iassist-647 237 3 initiative initiative NOUN iassist-647 237 4 : : PUNCT iassist-647 237 5 towards towards ADP iassist-647 237 6 a a DET iassist-647 237 7 standard standard NOUN iassist-647 237 8 for for ADP iassist-647 237 9 the the DET iassist-647 237 10 social social ADJ iassist-647 237 11 sciences science NOUN iassist-647 237 12 , , PUNCT iassist-647 237 13 int int NOUN iassist-647 237 14 . . PUNCT iassist-647 238 1 j. j. PROPN iassist-647 238 2 of of ADP iassist-647 238 3 digital digital ADJ iassist-647 238 4 curation curation NOUN iassist-647 238 5 , , PUNCT iassist-647 238 6 3(1):107–113 3(1):107–113 NUM iassist-647 238 7 , , PUNCT iassist-647 238 8 2008 2008 NUM iassist-647 238 9 . . PUNCT iassist-647 239 1 30 30 NUM iassist-647 239 2 iassist iassist ADJ iassist-647 239 3 quarterly quarterly ADJ iassist-647 239 4 spring spring NOUN iassist-647 239 5 summer summer NOUN iassist-647 239 6 2009 2009 NUM iassist-647 239 7 13 13 NUM iassist-647 239 8 . . PUNCT iassist-647 240 1 liferay liferay PROPN iassist-647 240 2 . . PUNCT iassist-647 241 1 open open ADJ iassist-647 241 2 source source NOUN iassist-647 241 3 enterprise enterprise NOUN iassist-647 241 4 portal portal NOUN iassist-647 241 5 with with ADP iassist-647 241 6 web web NOUN iassist-647 241 7 content content NOUN iassist-647 241 8 management management NOUN iassist-647 241 9 system system NOUN iassist-647 241 10 , , PUNCT iassist-647 241 11 collaboration collaboration NOUN iassist-647 241 12 and and CCONJ iassist-647 241 13 social social ADJ iassist-647 241 14 networking networking NOUN iassist-647 241 15 – – PUNCT iassist-647 241 16 liferay liferay NOUN iassist-647 241 17 , , PUNCT iassist-647 241 18 available available ADJ iassist-647 241 19 from from ADP iassist-647 241 20 www.liferay.com/web/guest/ www.liferay.com/web/guest/ PROPN iassist-647 241 21 products product NOUN iassist-647 241 22 / / SYM iassist-647 241 23 portal portal ADJ iassist-647 241 24 , , PUNCT iassist-647 241 25 accessed access VERB iassist-647 241 26 oct oct PROPN iassist-647 241 27 . . PROPN iassist-647 241 28 2009 2009 NUM iassist-647 241 29 . . PUNCT iassist-647 242 1 14 14 NUM iassist-647 242 2 . . PUNCT iassist-647 243 1 p. p. NOUN iassist-647 243 2 s. s. PROPN iassist-647 243 3 lambert lambert PROPN iassist-647 243 4 , , PUNCT iassist-647 243 5 v. v. ADP iassist-647 243 6 gayle gayle PROPN iassist-647 243 7 , , PUNCT iassist-647 243 8 k. k. PROPN iassist-647 243 9 l. l. PROPN iassist-647 243 10 l. l. PROPN iassist-647 243 11 tan tan PROPN iassist-647 243 12 , , PUNCT iassist-647 243 13 j. j. PROPN iassist-647 243 14 m. m. PROPN iassist-647 243 15 blum blum PROPN iassist-647 243 16 , , PUNCT iassist-647 243 17 a. a. NOUN iassist-647 243 18 bowes bowes NOUN iassist-647 243 19 , , PUNCT iassist-647 243 20 s. s. PROPN iassist-647 243 21 jones jones PROPN iassist-647 243 22 , , PUNCT iassist-647 243 23 k. k. PROPN iassist-647 243 24 j. j. PROPN iassist-647 243 25 turner turner PROPN iassist-647 243 26 , , PUNCT iassist-647 243 27 g. g. PROPN iassist-647 243 28 warner warner PROPN iassist-647 243 29 , , PUNCT iassist-647 243 30 r. r. PROPN iassist-647 243 31 o. o. PROPN iassist-647 243 32 sinnott sinnott PROPN iassist-647 243 33 and and CCONJ iassist-647 243 34 e. e. PROPN iassist-647 243 35 bihagen bihagen PROPN iassist-647 243 36 . . PUNCT iassist-647 244 1 grid grid PROPN iassist-647 244 2 enabled enable VERB iassist-647 244 3 specialist specialist ADJ iassist-647 244 4 data datum NOUN iassist-647 244 5 environments environment NOUN iassist-647 244 6 : : PUNCT iassist-647 244 7 forward forward ADV iassist-647 244 8 planning plan VERB iassist-647 244 9 for for ADP iassist-647 244 10 the the DET iassist-647 244 11 ge*de ge*de NOUN iassist-647 244 12 services service NOUN iassist-647 244 13 for for ADP iassist-647 244 14 specialist specialist ADJ iassist-647 244 15 data datum NOUN iassist-647 244 16 on on ADP iassist-647 244 17 occupations occupation NOUN iassist-647 244 18 , , PUNCT iassist-647 244 19 educational educational ADJ iassist-647 244 20 qualifications qualification NOUN iassist-647 244 21 , , PUNCT iassist-647 244 22 and and CCONJ iassist-647 244 23 ethnicity ethnicity NOUN iassist-647 244 24 , , PUNCT iassist-647 244 25 technical technical ADJ iassist-647 244 26 paper paper NOUN iassist-647 244 27 2008 2008 NUM iassist-647 244 28 - - SYM iassist-647 244 29 1 1 NUM iassist-647 244 30 , , PUNCT iassist-647 244 31 university university NOUN iassist-647 244 32 of of ADP iassist-647 244 33 stirling stirling PROPN iassist-647 244 34 , , PUNCT iassist-647 244 35 available available ADJ iassist-647 244 36 from from ADP iassist-647 244 37 www.dames.org.uk www.dames.org.uk ADJ iassist-647 244 38 , , PUNCT iassist-647 244 39 2008 2008 NUM iassist-647 244 40 . . PUNCT iassist-647 245 1 15 15 NUM iassist-647 245 2 . . X iassist-647 245 3 exist exist VERB iassist-647 245 4 . . PUNCT iassist-647 246 1 an an DET iassist-647 246 2 open open ADJ iassist-647 246 3 source source NOUN iassist-647 246 4 database database NOUN iassist-647 246 5 management management NOUN iassist-647 246 6 system system NOUN iassist-647 246 7 built build VERB iassist-647 246 8 using use VERB iassist-647 246 9 xml xml NOUN iassist-647 246 10 technology technology NOUN iassist-647 246 11 , , PUNCT iassist-647 246 12 available available ADJ iassist-647 246 13 from from ADP iassist-647 246 14 www.exist www.exist NOUN iassist-647 246 15 - - PUNCT iassist-647 246 16 db db PROPN iassist-647 246 17 . . PROPN iassist-647 246 18 org org PROPN iassist-647 246 19 , , PUNCT iassist-647 246 20 accessed access VERB iassist-647 246 21 oct oct PROPN iassist-647 246 22 . . PROPN iassist-647 246 23 2009 2009 NUM iassist-647 246 24 . . PUNCT iassist-647 247 1 16 16 NUM iassist-647 247 2 . . PUNCT iassist-647 247 3 irods irods PROPN iassist-647 247 4 . . PUNCT iassist-647 248 1 data datum NOUN iassist-647 248 2 grids grid NOUN iassist-647 248 3 , , PUNCT iassist-647 248 4 digital digital ADJ iassist-647 248 5 libraries library NOUN iassist-647 248 6 , , PUNCT iassist-647 248 7 persistent persistent ADJ iassist-647 248 8 archives archive NOUN iassist-647 248 9 , , PUNCT iassist-647 248 10 and and CCONJ iassist-647 248 11 real real ADJ iassist-647 248 12 - - PUNCT iassist-647 248 13 time time NOUN iassist-647 248 14 data datum NOUN iassist-647 248 15 systems system NOUN iassist-647 248 16 , , PUNCT iassist-647 248 17 available available ADJ iassist-647 248 18 from from ADP iassist-647 248 19 www.irods.org www.irods.org PROPN iassist-647 248 20 , , PUNCT iassist-647 248 21 accessed access VERB iassist-647 248 22 oct oct PROPN iassist-647 248 23 . . PROPN iassist-647 248 24 2009 2009 NUM iassist-647 248 25 . . PUNCT iassist-647 249 1 17 17 NUM iassist-647 249 2 . . PUNCT iassist-647 250 1 condor condor PROPN iassist-647 250 2 . . PUNCT iassist-647 251 1 high high ADJ iassist-647 251 2 throughput throughput NOUN iassist-647 251 3 computing computing NOUN iassist-647 251 4 , , PUNCT iassist-647 251 5 university university PROPN iassist-647 251 6 of of ADP iassist-647 251 7 wisconsin wisconsin PROPN iassist-647 251 8 , , PUNCT iassist-647 251 9 available available ADJ iassist-647 251 10 from from ADP iassist-647 251 11 www.cs.wisc.edu/condor www.cs.wisc.edu/condor NOUN iassist-647 251 12 , , PUNCT iassist-647 251 13 accessed access VERB iassist-647 251 14 oct oct PROPN iassist-647 251 15 . . PROPN iassist-647 251 16 2009 2009 NUM iassist-647 251 17 . . PUNCT