{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":69,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":69,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"8c2993791e1a","filters":{"venue":"Biodiversity Information Science and Standards"}},"results":[{"id":"W2956832927","doi":"10.3897/biss.3.37986","title":"mBRAVE: The Multiplex Barcode Research And Visualization Environment","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"University of Guelph","keywords":"Barcode; Computer science; Data science; Cloud computing; Raw data; Visualization; Interface (matter); Software; Throughput; Software engineering; Data mining; Operating system","authors":[{"name":"Sujeevan Ratnasingham","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02625465695792757,"gpt":0.2790114312527517,"spread":0.2527567742948242,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006251767,0.003579603,0.002510653,0.004597533,0.001196368,0.006205848,0.007400201,0.002859405,0.09892213],"category_scores_gemma":[0.01676498,0.002206984,0.002181083,0.002436594,0.001022176,0.006415559,0.006395701,0.005075108,0.04521471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001079385,"about_ca_system_score_gemma":0.003211281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003323347,"about_ca_topic_score_gemma":0.003830107,"domain_scores_codex":[0.9967547,0.0006351556,0.0002612445,0.0006134253,0.001406775,0.0003286849],"domain_scores_gemma":[0.9941512,0.002438799,0.0006063684,0.0009330713,0.001154892,0.0007156126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002092729,0.0002268405,0.002383085,0.001984872,0.0003746867,0.0007779654,0.001034125,0.003357017,0.02857752,0.02153679,0.7754337,0.1622206],"study_design_scores_gemma":[0.0006285844,0.0002149018,0.003188558,0.0009719976,0.0001294635,0.0008319119,0.0001698581,0.05894033,0.04676725,0.03797375,0.8496758,0.0005075129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002027396,0.001397855,0.3384045,0.001289115,0.0007485114,0.0004491854,0.03617891,0.605413,0.01409156],"genre_scores_gemma":[0.03738968,0.002628601,0.7336717,0.002539589,0.0005422668,0.003768408,0.06558371,0.1273927,0.0264833],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.09892213,"threshold_uncertainty_score":0.3309275,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2950453293","doi":"10.3897/biss.3.37333","title":"BIOSCAN - Revealing Eukaryote Diversity, Dynamics, and Interactions","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Barcode; DNA barcoding; Biodiversity; Biology; Ecology; Species diversity; Global biodiversity; Environmental resource management; Library science; Computer science","authors":[{"name":"Donald Hobern","is_ca":false},{"name":"Paul D. N. Hebert","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008909633728241387,"gpt":0.2203274211955945,"spread":0.2114177874673531,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003166588,0.0008840784,0.0008574284,0.00766541,0.00211776,0.00452002,0.001370201,0.001003975,0.008408968],"category_scores_gemma":[0.005532798,0.0004747983,0.0009361851,0.006776985,0.0007647408,0.001146013,0.004200293,0.001479647,0.008094825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002455383,"about_ca_system_score_gemma":0.004752337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09238664,"about_ca_topic_score_gemma":0.2577146,"domain_scores_codex":[0.9974323,0.0002179635,0.0001029144,0.000530796,0.001306673,0.0004093611],"domain_scores_gemma":[0.9956288,0.0005162011,0.0004308265,0.0003029122,0.002504592,0.0006166804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007297649,0.0001445054,0.2913904,0.002646751,0.0005616393,0.0006375634,0.004564106,0.001469559,0.05026262,0.01085871,0.308714,0.3280204],"study_design_scores_gemma":[0.00005548503,0.0001093751,0.3417138,0.001095691,0.0002427301,0.0006451312,0.00279591,0.004034094,0.01470733,0.009014815,0.6254053,0.000180357],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2009921,0.03066973,0.05832774,0.00704904,0.001323689,0.0006958192,0.5523074,0.01106543,0.137569],"genre_scores_gemma":[0.2636377,0.01293966,0.1966929,0.00510458,0.0004708977,0.0008302933,0.479754,0.00311277,0.03745715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09238664,"threshold_uncertainty_score":0.1836978,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2951215736","doi":"10.3897/biss.3.36712","title":"The Global Omics Observatory Network: Shaping standards for long-term molecular observation","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Research Data Management Practices","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Observatory; Biodiversity; Data science; Environmental resource management; Geography; Ecology; Computer science; Biology; Environmental science","authors":[{"name":"Pier Luigi Buttigieg","is_ca":true},{"name":"Felix Janßen","is_ca":false},{"name":"James Macklin","is_ca":false},{"name":"Kathleen Pitz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07438395858227001,"gpt":0.3354634964072874,"spread":0.2610795378250174,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.189898,0.001502929,0.001160918,0.006526676,0.003470628,0.01190557,0.007765003,0.006580292,0.002488119],"category_scores_gemma":[0.1199575,0.00094517,0.001265625,0.008209883,0.009534699,0.01947558,0.01809661,0.01177725,0.002184913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01379054,"about_ca_system_score_gemma":0.04287408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03044196,"about_ca_topic_score_gemma":0.01764112,"domain_scores_codex":[0.9379606,0.02723033,0.006253457,0.006411358,0.01902938,0.003114867],"domain_scores_gemma":[0.7967384,0.04797663,0.01637916,0.04152343,0.08046701,0.0169154],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000204522,0.0002028259,0.01114071,0.001155513,0.00009688386,0.0003101203,0.006904387,0.005885779,0.01084107,0.4568133,0.1940788,0.3123661],"study_design_scores_gemma":[0.00002386458,0.00007968807,0.004770037,0.001377242,0.00001956175,0.00008333656,0.001638069,0.001964561,0.002298877,0.1259379,0.861692,0.0001148113],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01871888,0.01226143,0.6545796,0.216926,0.009302506,0.001696906,0.0059824,0.004898735,0.07563346],"genre_scores_gemma":[0.06572243,0.008817215,0.8426567,0.04234063,0.001985839,0.002631068,0.01820236,0.003132804,0.01451086],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.810102,"threshold_uncertainty_score":0.999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2746538584","doi":"10.3897/tdwgproceedings.1.20380","title":"Using YesWorkflow hybrid queries to reveal data lineage from data curation activities","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"National Science Foundation","keywords":"Workflow; Computer science; Scripting language; Metadata; Python (programming language); Database; Annotation; World Wide Web; Information retrieval; Programming language","authors":[{"name":"Qian Zhang","is_ca":false},{"name":"Paul J. Morris","is_ca":false},{"name":"Timothy McPhillips","is_ca":false},{"name":"James Hanken","is_ca":false},{"name":"David Lowery","is_ca":false},{"name":"Bertram Ludäscher","is_ca":false},{"name":"James Macklin","is_ca":true},{"name":"Robert Morris","is_ca":false},{"name":"John Wieczorek","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3728313323745507,"gpt":0.4466233665384567,"spread":0.073792034163906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01024879,0.001074204,0.0009858932,0.004412541,0.001896593,0.006351479,0.001911914,0.001713658,0.007312152],"category_scores_gemma":[0.03221295,0.000919856,0.0009565947,0.003333794,0.001161243,0.009868728,0.005840777,0.001628818,0.001874056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268316,"about_ca_system_score_gemma":0.002690898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004424358,"about_ca_topic_score_gemma":0.004383781,"domain_scores_codex":[0.9934622,0.001149668,0.001063469,0.001341885,0.002629565,0.0003531523],"domain_scores_gemma":[0.9699069,0.01507614,0.001668746,0.008959172,0.00339786,0.0009911349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006355041,0.0009936832,0.1210349,0.001440566,0.0006247747,0.002047038,0.007436384,0.02175045,0.06298884,0.08004125,0.1847567,0.5105304],"study_design_scores_gemma":[0.0003982088,0.000421986,0.01741924,0.0003712663,0.0002765262,0.0008160621,0.002276326,0.5256119,0.1157223,0.1042319,0.2321021,0.0003521581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1445131,0.0005667446,0.6285229,0.003509827,0.0009091825,0.000865956,0.02754056,0.1773255,0.01624618],"genre_scores_gemma":[0.4873667,0.0002934338,0.4339501,0.001304131,0.0003000339,0.0007302727,0.04934895,0.01662589,0.01008048],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01024879,"threshold_uncertainty_score":0.05420136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4292937883","doi":"10.3897/biss.6.93927","title":"Modeling Taxon Concepts: A new approach to an old problem","year":2022,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Taxonomic rank; Computer science; Taxon; Circumscription; Data science; Nomenclature; Taxonomy (biology); Biodiversity; Information retrieval; Artificial intelligence; Ecology; Biology","authors":[{"name":"Richard L. Pyle","is_ca":false},{"name":"Nicolas Bailly","is_ca":true},{"name":"David Remsen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04213786122077932,"gpt":0.2660769088873188,"spread":0.2239390476665395,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01005065,0.001974826,0.002031524,0.007280678,0.003914212,0.01327443,0.006064666,0.006284894,0.009548768],"category_scores_gemma":[0.02324596,0.001385666,0.004778761,0.008183815,0.01335795,0.03974757,0.01032255,0.01247444,0.002344688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005009738,"about_ca_system_score_gemma":0.004360175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009054892,"about_ca_topic_score_gemma":0.00797675,"domain_scores_codex":[0.99202,0.003798266,0.0006429799,0.001716662,0.001534531,0.0002876892],"domain_scores_gemma":[0.9851115,0.009258811,0.0008768955,0.002865128,0.001215121,0.000672543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001161898,0.00002007126,0.0004155317,0.0001048548,0.00002149782,0.00006100372,0.0007688634,0.004191012,0.00009900144,0.9760034,0.003528046,0.01477508],"study_design_scores_gemma":[0.000007174262,0.00001210101,0.00009962941,0.0001436635,0.00001488977,0.000108763,0.0004080122,0.01882032,0.00008262278,0.9148939,0.06538803,0.00002096761],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002686406,0.003187193,0.9655953,0.01523754,0.0008087157,0.0001113277,0.0007269836,0.0003805716,0.01126599],"genre_scores_gemma":[0.06542801,0.005732634,0.9117425,0.003440981,0.00215928,0.0006226886,0.00140119,0.0005520383,0.008920695],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01327443,"threshold_uncertainty_score":0.05315351,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2951359556","doi":"10.3897/biss.3.37037","title":"Mangal: An open infrastructure for ecological interactions","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Metadata; Identifier; Taxon; Encyclopedia; Biodiversity; Computer science; Ecology; Population; World Wide Web; Geography; Globe; Data science; Database; Biology; Sociology; Library science","authors":[{"name":"Steve Vissault","is_ca":true},{"name":"Dominique Gravel","is_ca":true},{"name":"Timothée Poisot","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02642446923491663,"gpt":0.2941488422922421,"spread":0.2677243730573254,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.004084094,0.001355844,0.0009152557,0.006152913,0.001235893,0.004197286,0.00366736,0.0009860735,0.02484542],"category_scores_gemma":[0.01254749,0.001268505,0.001308341,0.005178674,0.0007763585,0.008212979,0.009494498,0.00162476,0.01861566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001168511,"about_ca_system_score_gemma":0.002954156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005269558,"about_ca_topic_score_gemma":0.006096224,"domain_scores_codex":[0.9971746,0.0004309628,0.0005223002,0.0007037473,0.0009141302,0.0002542356],"domain_scores_gemma":[0.9921833,0.002058499,0.001024659,0.002964543,0.0008463432,0.0009225968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00155462,0.0002992395,0.02780577,0.003921091,0.000521469,0.0009859896,0.002991782,0.004132844,0.01480522,0.0380151,0.6509807,0.2539862],"study_design_scores_gemma":[0.0001101076,0.0001004633,0.02214776,0.0004369119,0.0001233135,0.0005465038,0.0003869987,0.006843929,0.004319762,0.02116249,0.9436147,0.0002071507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.01927893,0.002309074,0.1824382,0.001709855,0.0007623855,0.001179236,0.3999017,0.3412369,0.05118365],"genre_scores_gemma":[0.09330424,0.002268059,0.1831148,0.0009820941,0.0005354927,0.00286483,0.6503304,0.04733014,0.01926992],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.9963326,"threshold_uncertainty_score":0.08311623,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2969120545","doi":"10.3897/biss.3.38627","title":"Using Wikidata and Metaphactory to Underpin an Integrated Flora of Canada","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Workflow; Computer science; XML; Flora (microbiology); Information retrieval; World Wide Web; Database; Geology","authors":[{"name":"Joel L. Sachs","is_ca":false},{"name":"Jocelyn Pender","is_ca":false},{"name":"Beatriz E. Lujan Toro","is_ca":false},{"name":"James Macklin","is_ca":false},{"name":"Peter Haase","is_ca":false},{"name":"Robin Malik","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03118959542827469,"gpt":0.2620479848603429,"spread":0.2308583894320682,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002928945,0.0007107408,0.0005229865,0.01030543,0.007993393,0.008991336,0.002918327,0.0008365418,0.01686865],"category_scores_gemma":[0.007954365,0.0006774369,0.0007599685,0.009067857,0.003788359,0.00450719,0.00539983,0.002278235,0.002857448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.060941,"about_ca_system_score_gemma":0.1493865,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9752141,"about_ca_topic_score_gemma":0.9795387,"domain_scores_codex":[0.9975016,0.0001767249,0.0001395066,0.0004129516,0.001410066,0.0003591815],"domain_scores_gemma":[0.9892402,0.0006927506,0.0003194625,0.001034166,0.006359775,0.002353736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002234405,0.0001117655,0.01450747,0.001111448,0.0001479926,0.001339421,0.01771004,0.006440556,0.0109941,0.2007979,0.2931773,0.4534386],"study_design_scores_gemma":[0.0000120717,0.000009562479,0.005279201,0.0002532092,0.00002823496,0.0001071856,0.002262383,0.001675325,0.001106467,0.007306999,0.9818818,0.0000776396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06662149,0.006927439,0.2381492,0.02631189,0.003427425,0.00176505,0.04974673,0.0397882,0.5672626],"genre_scores_gemma":[0.2165234,0.004478022,0.5657076,0.002534751,0.0002021693,0.0007062256,0.03823667,0.009589246,0.1620218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.060941,"threshold_uncertainty_score":0.44216,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2743608128","doi":"10.3897/tdwgproceedings.1.20185","title":"Exploring the Canadian Federated Research Data Repository Service","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Research Data Management Practices","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Timeline; Interoperability; Data management plan; General partnership; Data management; Service (business); Computer science; Information repository; Data as a service; Data curation; Metadata; World Wide Web; Data science; Knowledge management; Business; Database; Computer data storage","authors":[{"name":"Wilson Lee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.508548555803811,"gpt":0.4205403188646588,"spread":0.08800823693915216,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.02905154,0.0006609298,0.0005973456,0.005612221,0.01570015,0.02015175,0.008148653,0.004384299,0.01339871],"category_scores_gemma":[0.02976052,0.0008595716,0.001530807,0.01282727,0.004243666,0.01632104,0.014231,0.003453228,0.00417566],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1056488,"about_ca_system_score_gemma":0.2351814,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9504368,"about_ca_topic_score_gemma":0.9556087,"domain_scores_codex":[0.9805934,0.004052871,0.000980661,0.002157011,0.00789303,0.004322998],"domain_scores_gemma":[0.9614231,0.004543121,0.0007456106,0.004628513,0.0208095,0.007850128],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004435671,0.0001364727,0.01210137,0.0004481398,0.00005632254,0.0008818949,0.009412339,0.003051438,0.002442924,0.5197819,0.289856,0.1613875],"study_design_scores_gemma":[0.00005925892,0.00004777062,0.002473444,0.000318655,0.00003462124,0.0001903753,0.007065142,0.008133918,0.00137905,0.0212443,0.9588688,0.00018464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.07318829,0.007375928,0.1404051,0.2527236,0.002376457,0.001909108,0.01910014,0.01800743,0.4849139],"genre_scores_gemma":[0.3927304,0.009672681,0.3723355,0.02392919,0.0004896229,0.001289939,0.02559266,0.002554074,0.1714059],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9918513,"threshold_uncertainty_score":0.7665396,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3098382762","doi":"10.3897/biss.4.58482","title":"Improving Taxonomic Name Finding in the Biodiversity Heritage Library","year":2020,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"World Wide Web; Index (typography); Biodiversity; Realm; Computer science; Quarter (Canadian coin); Taxon; Geography; Library science; Information retrieval; History; Biology; Archaeology; Ecology","authors":[{"name":"Joel Richard","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02885904720582254,"gpt":0.2164791996118864,"spread":0.1876201524060638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04528565,0.00116482,0.002418508,0.01885278,0.006144271,0.01900664,0.006648547,0.003551043,0.01106243],"category_scores_gemma":[0.1664833,0.001522724,0.001894272,0.01980804,0.003175785,0.0334226,0.01449867,0.003537195,0.01663347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006362675,"about_ca_system_score_gemma":0.01372039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01773173,"about_ca_topic_score_gemma":0.01921403,"domain_scores_codex":[0.9532797,0.01684541,0.005215975,0.005165157,0.01755661,0.001937054],"domain_scores_gemma":[0.8570284,0.04718653,0.009705524,0.02993345,0.05194673,0.00419944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002826569,0.0004806222,0.02672865,0.0009490621,0.0001232594,0.0003414633,0.003843509,0.004857238,0.01394057,0.02760063,0.05917207,0.8616803],"study_design_scores_gemma":[0.0003117263,0.0005812501,0.02721043,0.002292542,0.0004106939,0.002434569,0.01439857,0.250721,0.1002652,0.09415602,0.5063422,0.000875761],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05467648,0.002429369,0.8481145,0.01033357,0.0008895723,0.0008733331,0.002340941,0.0480484,0.03229384],"genre_scores_gemma":[0.05878035,0.0006605688,0.9287825,0.0009948611,0.0001283183,0.0001762509,0.003347898,0.002047837,0.005081441],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04528565,"threshold_uncertainty_score":0.2394963,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2968817071","doi":"10.3897/biss.3.35243","title":"Quantifying Institutional Reach Through the Human Network in Natural History Collections","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Identifier; Digitization; Computer science; World Wide Web; Natural (archaeology); Unique identifier; Library science; Data science; Internet privacy; History; Telecommunications; Archaeology","authors":[{"name":"David Peter Shorthouse","is_ca":true},{"name":"Roderic Page","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04490553062742363,"gpt":0.2661966924879287,"spread":0.2212911618605051,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.006245457,0.0003601947,0.0003075982,0.006277599,0.001258214,0.004772823,0.001092998,0.0008702828,0.006472854],"category_scores_gemma":[0.03502599,0.0003092141,0.0003690256,0.008304383,0.001686483,0.007516107,0.006135899,0.0008022965,0.002096511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001607006,"about_ca_system_score_gemma":0.001128591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01058898,"about_ca_topic_score_gemma":0.02330629,"domain_scores_codex":[0.9938764,0.00256378,0.0004024926,0.00134579,0.001418356,0.0003932885],"domain_scores_gemma":[0.9797832,0.009551234,0.004355904,0.002609221,0.002683111,0.001017275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002753894,0.0001300008,0.7139011,0.001380468,0.0003060564,0.0003472849,0.02236783,0.01118168,0.001891803,0.06171481,0.02196136,0.1645422],"study_design_scores_gemma":[0.00003758588,0.0002144803,0.5730716,0.001793662,0.0002629009,0.0008968378,0.04764429,0.03847186,0.005141106,0.07175697,0.2605421,0.0001666416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7427145,0.003768825,0.08823518,0.003119129,0.0002494933,0.0006928149,0.03992489,0.001273569,0.1200216],"genre_scores_gemma":[0.920867,0.0009542376,0.05350808,0.0002732529,0.0001032218,0.0006302655,0.0145581,0.0003702009,0.008735587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9937224,"threshold_uncertainty_score":0.0330295,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4248862956","doi":"10.3897/biss.4.59067","title":"Rapid Creation of a Data Product for the World's Specimens of Horseshoe Bats and Relatives, a Known Reservoir for Coronaviruses","year":2020,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Biodiversity; Natural history; Geography; Horseshoe (symbol); Pandemic; Coronavirus disease 2019 (COVID-19); Biology; Zoology; Archaeology; Ecology; Infectious disease (medical specialty); Disease; Computer science; Medicine","authors":[{"name":"Erica Krimmel","is_ca":false},{"name":"Austin Mast","is_ca":false},{"name":"Deborah Paul","is_ca":false},{"name":"Robert Bruhn","is_ca":false},{"name":"Nelson Rios","is_ca":false},{"name":"David Peter Shorthouse","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1269254889928446,"gpt":0.368766133169465,"spread":0.2418406441766205,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01969334,0.001109516,0.001078735,0.01265913,0.001903017,0.003664421,0.002529618,0.001564288,0.0187539],"category_scores_gemma":[0.05414355,0.001416683,0.0009644838,0.007500078,0.00109873,0.007723297,0.009242971,0.003611023,0.02278002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00166839,"about_ca_system_score_gemma":0.004385404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009204785,"about_ca_topic_score_gemma":0.008854638,"domain_scores_codex":[0.992415,0.001284662,0.00143775,0.001482469,0.003014197,0.0003658833],"domain_scores_gemma":[0.9131472,0.0158711,0.01025868,0.02575931,0.02976088,0.005202915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009587041,0.0003328359,0.05561592,0.002105025,0.0001927437,0.001032582,0.005601744,0.000894403,0.01905378,0.006529025,0.6512789,0.2564043],"study_design_scores_gemma":[0.00008866079,0.0001133627,0.06449592,0.0006040969,0.0000897112,0.0004414405,0.001948206,0.001120004,0.007843851,0.003097391,0.9200277,0.0001296425],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.03032539,0.0008662966,0.05314324,0.005411692,0.001208921,0.002436282,0.8518808,0.02199292,0.03273442],"genre_scores_gemma":[0.02859153,0.0007233574,0.1920727,0.001000436,0.000248309,0.002429068,0.7598332,0.006533582,0.008567824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01969334,"threshold_uncertainty_score":0.1041496,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2950653319","doi":"10.3897/biss.3.35074","title":"Progress in Authority Management of People Names for Collections","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Identifier; Computer science; World Wide Web; Publication; Data science; Herbarium; Information retrieval; Ecology; Political science","authors":[{"name":"Quentin Groom","is_ca":false},{"name":"Chloé Besombes","is_ca":false},{"name":"Josh Brown","is_ca":false},{"name":"Simon Chagnoux","is_ca":false},{"name":"Teodor Georgiev","is_ca":false},{"name":"Nicole Kearney","is_ca":false},{"name":"Arnald Marcer","is_ca":false},{"name":"Nicky Nicolson","is_ca":false},{"name":"Roderic Page","is_ca":false},{"name":"Sarah T. Phillips","is_ca":false},{"name":"Heimo Rainer","is_ca":false},{"name":"Greg Riccardi","is_ca":false},{"name":"Dominik Röpert","is_ca":false},{"name":"David Peter Shorthouse","is_ca":false},{"name":"Павел Стоев","is_ca":true},{"name":"Elspeth Haston","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008676910931154696,"gpt":0.2342787830022503,"spread":0.2256018720710956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08924317,0.001993447,0.00268226,0.02372189,0.008531971,0.02478108,0.01462112,0.006646034,0.0334427],"category_scores_gemma":[0.143112,0.002315138,0.003161307,0.02754124,0.01209821,0.06297126,0.01925697,0.008484762,0.02893502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01379802,"about_ca_system_score_gemma":0.03888716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06493382,"about_ca_topic_score_gemma":0.02393963,"domain_scores_codex":[0.9294236,0.0212279,0.007422791,0.01460299,0.02430117,0.003021454],"domain_scores_gemma":[0.7430936,0.08359841,0.02307566,0.07855131,0.06023194,0.0114491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001143143,0.0002244791,0.009964397,0.002627573,0.00008558672,0.0001709954,0.008808443,0.003045452,0.001488404,0.185403,0.08715589,0.7009115],"study_design_scores_gemma":[0.00005240939,0.00007592185,0.00622142,0.001553491,0.00008468654,0.000245877,0.004455378,0.004273744,0.002370561,0.02927836,0.9511754,0.0002126535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03703653,0.06281203,0.5608425,0.09544102,0.007651675,0.001879816,0.00862236,0.01816995,0.2075441],"genre_scores_gemma":[0.2145462,0.05102779,0.5709437,0.00926482,0.005935736,0.002136351,0.03582231,0.006486681,0.1038364],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08924317,"threshold_uncertainty_score":0.4719686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4292756574","doi":"10.3897/biss.6.91356","title":"Campaigning for a Global Collections Network: Improving the digital representation and visibility of natural science collections from Latin America and the Caribbean","year":2022,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Research Data Management Practices","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Convention on Biological Diversity; Biodiversity; Discoverability; Environmental resource management; Business; Geography; Political science; World Wide Web; Computer science; Ecology; Biology","authors":[{"name":"Jutta Buschbom","is_ca":false},{"name":"Néstor Acosta‐Buenaño","is_ca":false},{"name":"Victor Chocho","is_ca":false},{"name":"Javier Roberto Irazábal","is_ca":false},{"name":"James Macklin","is_ca":true},{"name":"Leslie Melisa Ojeda Cabrera","is_ca":false},{"name":"Anabela Plos","is_ca":false},{"name":"Soledad Tancoff","is_ca":false},{"name":"Pablo Teta","is_ca":false},{"name":"Carlos Valle","is_ca":false},{"name":"Alina Freire‐Fierro","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02875011061823769,"gpt":0.3023797167389239,"spread":0.2736296061206862,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.02551693,0.0006476439,0.0003940274,0.0101993,0.006574977,0.01400309,0.002597569,0.001302404,0.01692303],"category_scores_gemma":[0.07382932,0.0005353466,0.0004601844,0.009994345,0.002014003,0.01666777,0.01702153,0.002397563,0.003609578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005509512,"about_ca_system_score_gemma":0.02024567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1791104,"about_ca_topic_score_gemma":0.2073811,"domain_scores_codex":[0.9904028,0.00457246,0.00065743,0.001010449,0.002537556,0.0008193154],"domain_scores_gemma":[0.9440505,0.01134735,0.005782047,0.01055474,0.02084043,0.007424925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001517875,0.0002033921,0.06512079,0.001164622,0.0000822658,0.0008558416,0.05730925,0.0003133049,0.002469406,0.01429807,0.1598422,0.698189],"study_design_scores_gemma":[0.00004732805,0.00007512287,0.0494234,0.002786505,0.00007981724,0.0003388342,0.0540195,0.0008168941,0.0007949268,0.005338447,0.8861546,0.0001245379],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2681582,0.01780356,0.03835794,0.167245,0.002079952,0.004317317,0.0248942,0.006865378,0.4702785],"genre_scores_gemma":[0.6736376,0.02258628,0.1646502,0.0279103,0.001196954,0.004446673,0.03591291,0.003615676,0.06604349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9974024,"threshold_uncertainty_score":0.3561357,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4292757395","doi":"10.3897/biss.6.91407","title":"MaterialSample and its Properties","year":2022,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"National Science Foundation","keywords":"Diversification (marketing strategy); Task (project management); Computer science; Task group; Work (physics); Biodiversity; Quarter (Canadian coin); Knowledge management; Data science; Geography; Engineering; Ecology; Business; Systems engineering; Engineering management; Biology","authors":[{"name":"Teresa Mayfield-Meyer","is_ca":false},{"name":"Steve Baskauf","is_ca":false},{"name":"Dag Endresen","is_ca":false},{"name":"Christian Bölling","is_ca":false},{"name":"John Wieczorek","is_ca":false},{"name":"Richard L. Pyle","is_ca":false},{"name":"Jutta Buschbom","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03346802578022656,"gpt":0.2634462753896388,"spread":0.2299782496094123,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0138682,0.001025662,0.001014195,0.006498083,0.004073197,0.01501033,0.003047534,0.0033865,0.05974941],"category_scores_gemma":[0.03279766,0.0009663836,0.001971045,0.005190424,0.005389811,0.01636919,0.007417917,0.005233598,0.02415553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003424832,"about_ca_system_score_gemma":0.00508644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004570696,"about_ca_topic_score_gemma":0.003262266,"domain_scores_codex":[0.9859201,0.003247717,0.00188786,0.00142301,0.006858861,0.000662428],"domain_scores_gemma":[0.9698161,0.01374021,0.001447369,0.007456971,0.006230664,0.001308659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001216663,0.0001010745,0.001389456,0.0006263619,0.00001381231,0.0001751739,0.001176044,0.000492072,0.001311735,0.6020176,0.2438725,0.1487026],"study_design_scores_gemma":[0.000007617212,0.00002021457,0.0003751904,0.0001376578,0.000006426649,0.0002005981,0.0001929082,0.0003932396,0.001245097,0.02779704,0.9696029,0.00002096945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0108053,0.004720672,0.4316586,0.0422637,0.006822935,0.001836799,0.0173508,0.0254367,0.4591046],"genre_scores_gemma":[0.1201824,0.008439723,0.5119057,0.02391378,0.007768037,0.005763116,0.06562448,0.02439292,0.2320099],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05974941,"threshold_uncertainty_score":0.1998817,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2747392928","doi":"10.3897/tdwgproceedings.1.20608","title":"SeqDB: Biological Collection Management with Integrated DNA Sequence Tracking ","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Barcode; Metadata; Workflow; Context (archaeology); Computer science; Metagenomics; DNA sequencing; Identification (biology); World Wide Web; Information retrieval; Database; Data science; Biology; Archaeology; Geography; Ecology; DNA","authors":[{"name":"Satpal Bilkhu","is_ca":false},{"name":"Nazir El-Kayssi","is_ca":false},{"name":"Matthew Poff","is_ca":false},{"name":"Anthony Bushara","is_ca":false},{"name":"Michael S. Oh","is_ca":false},{"name":"Joseph Giustizia","is_ca":false},{"name":"Iyad Kandalaft","is_ca":false},{"name":"Christine Lowe","is_ca":false},{"name":"Oksana Korol","is_ca":false},{"name":"Joel L. Sachs","is_ca":false},{"name":"Keith Newton","is_ca":false},{"name":"James Macklin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03140464749012388,"gpt":0.2659375320943499,"spread":0.2345328846042261,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01154974,0.002845685,0.002381811,0.007756891,0.001871134,0.007495323,0.006851707,0.001732102,0.05887352],"category_scores_gemma":[0.01534453,0.002624796,0.002015254,0.006778208,0.001073942,0.005779789,0.007798466,0.00346856,0.05478577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002517278,"about_ca_system_score_gemma":0.004630129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01149608,"about_ca_topic_score_gemma":0.007537535,"domain_scores_codex":[0.9938326,0.0006638037,0.001002854,0.001881895,0.002185812,0.0004329264],"domain_scores_gemma":[0.9911723,0.001695893,0.001028959,0.002804441,0.002280144,0.001018331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001153874,0.0002616609,0.005681312,0.001814363,0.0002813011,0.0003888929,0.0007510375,0.00303402,0.01181805,0.008998918,0.8585994,0.1072172],"study_design_scores_gemma":[0.0004207688,0.00009994479,0.006704559,0.0004607648,0.0001295042,0.000329862,0.0003246887,0.02424999,0.02953408,0.0168511,0.920575,0.0003197971],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002772439,0.0007059329,0.2078732,0.0008019115,0.0007604379,0.001505906,0.2709537,0.4975685,0.01705815],"genre_scores_gemma":[0.01898864,0.001258572,0.2322656,0.002544367,0.0003168685,0.003942302,0.6662782,0.05811439,0.01629105],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.05887352,"threshold_uncertainty_score":0.1969516,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3200439596","doi":"10.3897/biss.5.75269","title":"HydroClim Data Portal: Cyberinfrastructure for providing high-resolution GIS modeled streamflow and water temperature data to researchers ","year":2021,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cyberinfrastructure; Streamflow; Environmental science; Biodiversity; Climate change; Water resources; Environmental resource management; Hydrology (agriculture); Geography; Computer science; Ecology; Database; Drainage basin","authors":[{"name":"Xiaojun Wang","is_ca":false},{"name":"Jason Knoft","is_ca":false},{"name":"Darren L. Ficklin","is_ca":false},{"name":"Nelson Rios","is_ca":false},{"name":"Henry L. Bart","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04780217735594222,"gpt":0.2850811338892211,"spread":0.2372789565332789,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007108726,0.001820728,0.001569062,0.003295121,0.000831224,0.003019301,0.003796814,0.001047894,0.07570634],"category_scores_gemma":[0.01964995,0.001450942,0.001181734,0.006613645,0.0006524405,0.00523265,0.00396739,0.002648456,0.04595326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020884,"about_ca_system_score_gemma":0.003261773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01120672,"about_ca_topic_score_gemma":0.009475536,"domain_scores_codex":[0.9977447,0.0005125969,0.0003736551,0.0004800202,0.0007228653,0.000166072],"domain_scores_gemma":[0.983197,0.004104035,0.00120244,0.006138675,0.003555265,0.001802638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002536188,0.00007559259,0.003289514,0.0003902812,0.00009894267,0.0001155416,0.0002370347,0.002419821,0.001517101,0.003444313,0.9665677,0.02159061],"study_design_scores_gemma":[0.0006244921,0.00009501344,0.008884341,0.0001655555,0.00006900394,0.0001288323,0.0002777551,0.02109197,0.006565353,0.01165438,0.9502832,0.0001601265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.001804406,0.0001387479,0.04668076,0.001127892,0.0003828652,0.0004143599,0.8009145,0.1394669,0.009069596],"genre_scores_gemma":[0.02329538,0.0003355708,0.05764937,0.0005039205,0.000192536,0.001241807,0.8890266,0.02387932,0.003875559],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07570634,"threshold_uncertainty_score":0.2532629,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2949617748","doi":"10.3897/biss.3.36979","title":"Reaching an Established but Growing Network: Use-case from Canadensys","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Context (archaeology); General partnership; Node (physics); Publication; Publishing; Order (exchange); Library science; Political science; Public relations; Computer science; Business; Geography; Engineering","authors":[{"name":"Carole Sinou","is_ca":false},{"name":"Anne Bruneau","is_ca":false},{"name":"Deborah Paul","is_ca":false},{"name":"Mary B. Kennedy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02571530793295087,"gpt":0.2320525985811956,"spread":0.2063372906482447,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009352099,0.0004820454,0.0003465903,0.00227056,0.008119023,0.008338621,0.002522534,0.002637389,0.008949536],"category_scores_gemma":[0.02123854,0.0003051435,0.0005210405,0.006495906,0.003374594,0.008715734,0.00555029,0.001767787,0.002281699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01283249,"about_ca_system_score_gemma":0.01140542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3703056,"about_ca_topic_score_gemma":0.4775928,"domain_scores_codex":[0.9926189,0.003774158,0.0002403619,0.000708858,0.001575575,0.001082284],"domain_scores_gemma":[0.9779984,0.01037955,0.0005108812,0.002652503,0.00505285,0.003405841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008955033,0.0007409988,0.08559646,0.002099141,0.000123629,0.01734439,0.447544,0.003685425,0.003874533,0.08448273,0.1775769,0.1760362],"study_design_scores_gemma":[0.00005777038,0.0001541753,0.01581151,0.0006783494,0.00006555713,0.001490674,0.1917592,0.001641943,0.001342491,0.003834308,0.7830816,0.00008237697],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6364599,0.003351409,0.01275329,0.01770812,0.0006928213,0.001080079,0.007659364,0.001743435,0.3185515],"genre_scores_gemma":[0.8938853,0.00370976,0.02188839,0.003739297,0.0001477804,0.0008844198,0.010463,0.001158859,0.06412322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9916614,"threshold_uncertainty_score":0.7363003,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386746786","doi":"10.3897/biss.7.112715","title":"I Know Something You Don’t Know: The annotation saga continues…","year":2023,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Annotation; Computer science; World Wide Web; Discoverability; Identification (biology); The Internet; Data science; Artificial intelligence","authors":[{"name":"James Macklin","is_ca":true},{"name":"David Peter Shorthouse","is_ca":true},{"name":"Falko Glöckler","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02483739196185091,"gpt":0.2583932126839323,"spread":0.2335558207220814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09404197,0.001738047,0.00195758,0.005612064,0.0236867,0.04010995,0.005556189,0.01712327,0.01035439],"category_scores_gemma":[0.102096,0.001915896,0.001728445,0.008243669,0.05272052,0.1014173,0.0236291,0.03676628,0.01173973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01297314,"about_ca_system_score_gemma":0.01606087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01861883,"about_ca_topic_score_gemma":0.0174604,"domain_scores_codex":[0.9424471,0.02467773,0.003835758,0.009602037,0.01714053,0.002296685],"domain_scores_gemma":[0.8803664,0.05767054,0.004468128,0.02098685,0.02880712,0.007700912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001281577,0.00003530589,0.00219008,0.001056401,0.00006716289,0.0002877695,0.04829921,0.0003359895,0.00132138,0.3142211,0.465061,0.1669965],"study_design_scores_gemma":[0.000003244146,0.00001208841,0.000272997,0.0007135846,0.00001339857,0.0002175756,0.006766026,0.0001902166,0.0002343341,0.08016128,0.911361,0.00005420685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002408922,0.0236969,0.06956863,0.8528244,0.02114494,0.00006668249,0.0004386936,0.001696869,0.02815386],"genre_scores_gemma":[0.1065846,0.05113475,0.205411,0.5245479,0.02610213,0.000803453,0.002867683,0.009759218,0.07278927],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09404197,"threshold_uncertainty_score":0.4973474,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3198720296","doi":"10.3897/biss.5.74032","title":"Estimating the Completeness of Preserved Collections in Representing Global Biodiversity","year":2021,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Vlaamse regering; Fonds Wetenschappelijk Onderzoek","keywords":"Biodiversity; Species richness; Global biodiversity; Geography; Homogeneous; Ecology; Library science; Computer science; Biology; Mathematics","authors":[{"name":"Pieter Huybrechts","is_ca":false},{"name":"Maarten Trekels","is_ca":false},{"name":"Quentin Groom","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03498324941023427,"gpt":0.2675638154841781,"spread":0.2325805660739438,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03802778,0.001146482,0.001567998,0.01959391,0.001976248,0.004961842,0.003349661,0.00148351,0.00469353],"category_scores_gemma":[0.1371581,0.001260685,0.001595276,0.02004169,0.00257673,0.009330349,0.008503842,0.001371942,0.002308254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818983,"about_ca_system_score_gemma":0.002454552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01581373,"about_ca_topic_score_gemma":0.02006545,"domain_scores_codex":[0.9699608,0.008384218,0.005146073,0.005053374,0.01013356,0.001322022],"domain_scores_gemma":[0.8840231,0.04649678,0.02020965,0.02563511,0.02194366,0.001691649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002793442,0.0001046247,0.8081257,0.001995949,0.0009743593,0.0003910138,0.004690653,0.01343755,0.001737227,0.008561015,0.01037372,0.1493287],"study_design_scores_gemma":[0.00006238902,0.0002463651,0.8110397,0.001907229,0.001018762,0.001663306,0.009434482,0.03359383,0.006305831,0.02096196,0.1134638,0.0003022567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6395311,0.01126462,0.2546299,0.00140938,0.0004160664,0.001022395,0.05089875,0.001082298,0.03974573],"genre_scores_gemma":[0.7752143,0.003306656,0.1521433,0.0004186194,0.0003191833,0.001433865,0.06351799,0.0005154115,0.003130798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03802778,"threshold_uncertainty_score":0.2011125,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2804979352","doi":"10.3897/biss.2.25842","title":"Leveraging Industry Visualization Tools for Biodiversity Science","year":2018,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Visualization; Data science; Computer science; Data visualization; Software; Big data; Information visualization; Pipeline (software); Software visualization; World Wide Web; Software development; Data mining","authors":[{"name":"Jocelyn Pender","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04958530992976555,"gpt":0.2950483790535524,"spread":0.2454630691237868,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01296382,0.00176079,0.0006708886,0.009232241,0.001598529,0.009579737,0.002610791,0.002172314,0.01282028],"category_scores_gemma":[0.0261455,0.001307511,0.002669042,0.006768796,0.00122541,0.01164742,0.006964558,0.004082891,0.00499154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001582569,"about_ca_system_score_gemma":0.003194242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004528067,"about_ca_topic_score_gemma":0.005043466,"domain_scores_codex":[0.9953234,0.001859226,0.0004437189,0.0004645356,0.001674757,0.0002343639],"domain_scores_gemma":[0.9833666,0.008368325,0.0006829503,0.003345455,0.003621381,0.0006152896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002976129,0.0003132983,0.007957015,0.001184033,0.0003296849,0.001100562,0.006797336,0.01190909,0.02244622,0.1786998,0.1481164,0.6208489],"study_design_scores_gemma":[0.0001237725,0.000107568,0.00288674,0.0007842025,0.000145285,0.0009604709,0.001168311,0.1044751,0.02656465,0.2392697,0.6232328,0.0002815482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007762128,0.000986276,0.9004738,0.006738184,0.0004908266,0.000175809,0.001226146,0.06163215,0.02051471],"genre_scores_gemma":[0.03958303,0.001453334,0.9420393,0.00083636,0.000233547,0.0002422766,0.002722525,0.00879428,0.004095502],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01296382,"threshold_uncertainty_score":0.06856006,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7116975547","doi":"10.3897/biss.9.183171","title":"Working across Scales: Shared Building-Blocks of a Sustainable Infrastructure Environment for Bio/Geodiversity Data","year":2025,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"National Science Foundation","keywords":"Pace; Timeline; Scale (ratio); Open data; Resource (disambiguation); Sustainability; Value (mathematics); Data management; Work (physics)","authors":[{"name":"Jutta Buschbom","is_ca":false},{"name":"James Macklin","is_ca":true},{"name":"Deborah Paul","is_ca":false},{"name":"Elizabeth R. Ellwood","is_ca":false},{"name":"Alina Freire‐Fierro","is_ca":false},{"name":"Wouter Addink","is_ca":false},{"name":"Teresa J. Mayfield-Meyer","is_ca":false},{"name":"Breda M. Zimkus","is_ca":false},{"name":"Gil Nelson","is_ca":false},{"name":"Kerstin Lehnert","is_ca":false},{"name":"Katelin Pearson","is_ca":false},{"name":"Mariko Kageyama","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02156534604724372,"gpt":0.2735997074317805,"spread":0.2520343613845368,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08325634,0.0009836827,0.001006519,0.004981031,0.01128423,0.03636844,0.006689945,0.005846906,0.01036267],"category_scores_gemma":[0.1015756,0.001551819,0.001982116,0.006001681,0.03107075,0.05730068,0.06689941,0.008255353,0.003586619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005724405,"about_ca_system_score_gemma":0.02745196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006414944,"about_ca_topic_score_gemma":0.006880988,"domain_scores_codex":[0.9517785,0.02904978,0.002893781,0.005002454,0.007595771,0.003679735],"domain_scores_gemma":[0.9330231,0.02263642,0.002681108,0.02626943,0.006207903,0.009182137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005684218,0.0001193154,0.01068986,0.0004450738,0.0001583603,0.001133051,0.0546184,0.002689573,0.001495755,0.7466437,0.04281415,0.1391358],"study_design_scores_gemma":[0.00001924448,0.00004719205,0.00242157,0.0008114303,0.0000529181,0.0002842747,0.02052197,0.002326838,0.000502784,0.7043973,0.2685398,0.00007462244],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05683582,0.005182687,0.5574141,0.1944765,0.001923363,0.0009840686,0.001178661,0.002553003,0.1794519],"genre_scores_gemma":[0.5201195,0.003509491,0.440187,0.00935203,0.0008740971,0.001544509,0.002502221,0.002162613,0.0197486],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08325634,"threshold_uncertainty_score":0.4403069,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386331042","doi":"10.3897/biss.7.111893","title":"Japan Biodiversity Information Initiative (JBIF)'s Efforts to Collect and Publish Biodiversity Information from Japan","year":2023,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Institute of Genetics; Ministry of Education, Culture, Sports, Science and Technology; National Museum of Nature and Science","keywords":"Biodiversity; Library science; Global biodiversity; Publication; Christian ministry; Political science; Geography; Business; Computer science; Biology; Ecology; Law","authors":[{"name":"Showtaro Kakizoe","is_ca":false},{"name":"Aino T. Ota","is_ca":false},{"name":"Tsuyoshi Hosoya","is_ca":false},{"name":"Utsugi Jinbo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02339617402469176,"gpt":0.232967423968054,"spread":0.2095712499433623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.04030151,0.001521982,0.001592229,0.0212525,0.005247509,0.01151337,0.002796833,0.002042986,0.01425822],"category_scores_gemma":[0.04235891,0.001260455,0.001128578,0.02093323,0.002016073,0.01132297,0.01086507,0.004285135,0.01109246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005181241,"about_ca_system_score_gemma":0.05552954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06012552,"about_ca_topic_score_gemma":0.03927435,"domain_scores_codex":[0.9861531,0.002597628,0.003043995,0.001218245,0.005578522,0.001408588],"domain_scores_gemma":[0.8815635,0.009739571,0.01095138,0.01336061,0.06752656,0.01685843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002443006,0.000149964,0.01026191,0.002802281,0.00008133135,0.000610451,0.006255374,0.000159236,0.003759653,0.009173687,0.7375309,0.2289708],"study_design_scores_gemma":[0.00001958936,0.00002458542,0.01451643,0.0005010962,0.00003738896,0.0001625267,0.001155405,0.0001273679,0.0006527579,0.0006843943,0.9820758,0.00004266749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.06219794,0.05679063,0.07944482,0.2226928,0.04095039,0.007939965,0.2208638,0.01543753,0.2936821],"genre_scores_gemma":[0.0900461,0.04969284,0.3152342,0.02830167,0.009398649,0.008651407,0.3203391,0.006164365,0.1721717],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9972032,"threshold_uncertainty_score":0.2131373,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4292757114","doi":"10.3897/biss.6.93839","title":"Open Source Workshop to Mobilize Marine Biodiversity Data","year":2022,"lang":"","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ocean Tracking Network","funders":"","keywords":"Python (programming language); Computer science; Toolbox; Asynchronous communication; World Wide Web; Software engineering; Telecommunications; Operating system","authors":[{"name":"Abigail Benson","is_ca":false},{"name":"Matt Biddle","is_ca":false},{"name":"Tylar Murray","is_ca":false},{"name":"Jonathan Pye","is_ca":true},{"name":"Tim van der Stap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04743412131280997,"gpt":0.2778450177539483,"spread":0.2304108964411383,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02299993,0.001300714,0.0007109281,0.00248234,0.002443049,0.009142896,0.005215906,0.002764546,0.110125],"category_scores_gemma":[0.0286355,0.0006371123,0.00214504,0.001346075,0.001423258,0.006820582,0.02245742,0.006222575,0.05837708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002692808,"about_ca_system_score_gemma":0.006702632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001229268,"about_ca_topic_score_gemma":0.003517856,"domain_scores_codex":[0.9913913,0.00255408,0.0004877546,0.001215862,0.00340982,0.0009412177],"domain_scores_gemma":[0.9667485,0.007514274,0.0009815496,0.00412413,0.007664569,0.01296692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001088521,0.0002321892,0.0003404835,0.0002230932,0.00002006197,0.0002190525,0.001378321,0.0005484296,0.001578128,0.007686625,0.9059224,0.08174241],"study_design_scores_gemma":[0.00001782092,0.00003662506,0.0004268425,0.0001486599,0.000003555547,0.00005838391,0.000434393,0.0003312813,0.0004774734,0.006029223,0.9920148,0.00002109041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01651088,0.002882275,0.3063377,0.1612447,0.09838374,0.004518573,0.03023297,0.02377973,0.3561094],"genre_scores_gemma":[0.05824262,0.003220883,0.2373515,0.03390678,0.02200255,0.006416793,0.05496451,0.02011032,0.5637841],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9947841,"threshold_uncertainty_score":0.3684049,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2749064024","doi":"10.3897/tdwgproceedings.1.20587","title":"Phenological sensitivity to temperature at broad scales: opportunities and challenges of natural history collections","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Phenology; Climate change; Ecology; Butterfly; Global warming; Natural history; Variation (astronomy); Biology","authors":[{"name":"Heather M. Kharouba","is_ca":false},{"name":"Mark Vellend","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09617954617118837,"gpt":0.2321434550495281,"spread":0.1359639088783397,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1301594,0.001177775,0.002405407,0.008730548,0.004653122,0.005181831,0.008096391,0.001914963,0.002004977],"category_scores_gemma":[0.2068633,0.001492417,0.001303401,0.01153561,0.0057997,0.006883596,0.008167748,0.00334366,0.0009889398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00401852,"about_ca_system_score_gemma":0.01023734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06325231,"about_ca_topic_score_gemma":0.1394536,"domain_scores_codex":[0.8616641,0.08605067,0.01119061,0.009463437,0.0286349,0.002996159],"domain_scores_gemma":[0.5630671,0.1914836,0.05325062,0.08622379,0.09182732,0.01414751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004156127,0.0004800404,0.6539003,0.002650189,0.000825369,0.0005170722,0.02356428,0.003305969,0.009573335,0.005113224,0.01550853,0.2841461],"study_design_scores_gemma":[0.00005319595,0.0005490894,0.8913032,0.002086335,0.0002613185,0.0007803524,0.01803183,0.006239635,0.002968199,0.01322938,0.0641102,0.000387197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.71739,0.01925995,0.1229816,0.05173994,0.002550389,0.006794437,0.02302249,0.001212777,0.05504854],"genre_scores_gemma":[0.7224907,0.008086389,0.2406272,0.006243804,0.002545578,0.007787069,0.007589058,0.0004174251,0.004212693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1301594,"threshold_uncertainty_score":0.6883571,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2954772748","doi":"10.3897/biss.3.37338","title":"Mainstreaming Molecular Biodiversity: A call for a unified and interoperable framework","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Biodiversity; Interoperability; Data science; Biology; Environmental resource management; Ecology; Computer science; World Wide Web","authors":[{"name":"Pier Luigi Buttigieg","is_ca":false},{"name":"Jerry Lanfear","is_ca":false},{"name":"Frank Oliver Glöckner","is_ca":false},{"name":"James Macklin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008088372323071302,"gpt":0.229140857805886,"spread":0.2210524854828147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2414354,0.002901902,0.004175664,0.009549134,0.009689881,0.04536177,0.0173139,0.02698863,0.01346],"category_scores_gemma":[0.0828908,0.003265863,0.005057745,0.006950484,0.04928369,0.1397843,0.04639683,0.04949487,0.006566799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01594118,"about_ca_system_score_gemma":0.03715375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006669377,"about_ca_topic_score_gemma":0.00333206,"domain_scores_codex":[0.917076,0.04578626,0.004930946,0.007183117,0.01768138,0.007342276],"domain_scores_gemma":[0.874272,0.05732562,0.003988931,0.02890197,0.01627963,0.01923184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004735174,0.00009032883,0.000202725,0.0003657808,0.00003351023,0.0001027981,0.002972362,0.001142568,0.0009397882,0.9343024,0.02022833,0.03957205],"study_design_scores_gemma":[0.00002502521,0.00005165734,0.0001400785,0.001150221,0.0000206351,0.00009525126,0.002075797,0.00153746,0.0004569689,0.5987982,0.3955741,0.00007457224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.002482644,0.01722599,0.4532759,0.48546,0.007782971,0.0003267877,0.000253582,0.002663089,0.03052906],"genre_scores_gemma":[0.05126308,0.02429322,0.7784335,0.1129706,0.01084338,0.001776575,0.001696931,0.003400607,0.01532208],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2414354,"threshold_uncertainty_score":0.9354452,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2962150384","doi":"10.3897/biss.3.38059","title":"DINA: Open Source and Open Services - A modern approach for natural history collection management systems and research","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Interoperability; Computer science; World Wide Web; Workflow; Application programming interface; Data collection; Data science; Knowledge management; Software engineering; Database; Operating system","authors":[{"name":"Falko Glöckler","is_ca":false},{"name":"James Macklin","is_ca":true},{"name":"Fredrik Ronquist","is_ca":false},{"name":"Jana Hoffmann","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05669370693237641,"gpt":0.2949158154403441,"spread":0.2382221085079677,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02571082,0.001740751,0.001896513,0.008716166,0.004149616,0.01654262,0.008866095,0.005048857,0.01297662],"category_scores_gemma":[0.04226931,0.002442495,0.00270034,0.01086145,0.005303052,0.0251597,0.02424009,0.009398776,0.01791514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005442728,"about_ca_system_score_gemma":0.01363153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009699197,"about_ca_topic_score_gemma":0.006238261,"domain_scores_codex":[0.9798766,0.005804435,0.002488313,0.002527467,0.008046718,0.00125653],"domain_scores_gemma":[0.96461,0.008535524,0.001593202,0.0147236,0.005248055,0.005289529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000271365,0.0003317928,0.002116871,0.001342281,0.0001725493,0.0005571835,0.003127135,0.003614425,0.006422587,0.4901956,0.2487516,0.2430967],"study_design_scores_gemma":[0.00003659487,0.00002403255,0.0007005068,0.0004605134,0.00002494861,0.0002622644,0.0003932173,0.008726954,0.001497648,0.1320258,0.8557462,0.000101245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.00170419,0.001510812,0.8650008,0.005106895,0.00119007,0.0007371434,0.005133539,0.08791059,0.03170595],"genre_scores_gemma":[0.02545097,0.003430677,0.8612583,0.003098171,0.0009800983,0.002320586,0.03796235,0.03906055,0.02643828],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.9911339,"threshold_uncertainty_score":0.1359735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2804495494","doi":"10.3897/biss.2.24930","title":"Documenting the occurrence through space &amp;amp; time of aquatic non-indigenous fish, mollusks, algae, &amp;amp; plants threatening North America's Great Lakes utilizing herbaria &amp;amp; zoological museum specimens","year":2018,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Herbarium; Indigenous; Geography; Fishery; Algae; Ecology; Biology","authors":[{"name":"Mark Allen Wetter","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02524112534766974,"gpt":0.2572026693154186,"spread":0.2319615439677488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003169877,0.0001622796,0.0001130016,0.005702845,0.0008769831,0.0005309332,0.0003382681,0.0001473795,0.0176726],"category_scores_gemma":[0.00109766,0.0001986903,0.00008957191,0.004754728,0.0002510929,0.0006879055,0.0007629642,0.0002476101,0.003495558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006254775,"about_ca_system_score_gemma":0.001121851,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07034785,"about_ca_topic_score_gemma":0.2545248,"domain_scores_codex":[0.9997329,0.00002308237,0.00003125309,0.00005264073,0.0001249327,0.00003523144],"domain_scores_gemma":[0.9981415,0.0002066576,0.0004807033,0.0001666215,0.0006814608,0.000323019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001493948,0.00009502825,0.4438451,0.0006921409,0.00005472189,0.0008145514,0.006125444,0.0003686916,0.01847471,0.00139028,0.3783362,0.1496537],"study_design_scores_gemma":[0.000006174284,0.00002272706,0.8557351,0.00007461418,0.00001497701,0.0002313598,0.001906216,0.0003535027,0.002021979,0.00009579938,0.1395221,0.0000156092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.49128,0.0007153335,0.002578036,0.0005022945,0.0001364595,0.0005609439,0.3943082,0.001495272,0.1084235],"genre_scores_gemma":[0.5683646,0.002007376,0.03103497,0.0003397381,0.000202242,0.0008558366,0.3362811,0.0004824919,0.06043163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9296522,"threshold_uncertainty_score":0.1398767,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2886295809","doi":"10.3897/biss.2.25727","title":"Nurturing a sustainable Open Tree of Life","year":2018,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Phylogenetic tree; Tree of life (biology); Tree (set theory); Taxon; Taxonomy (biology); Identifier; Tree rearrangement; Computer science; Data science; Ecology; Biology; Mathematics","authors":[{"name":"Emily Jane McTavish","is_ca":false},{"name":"Mark T. Holder","is_ca":false},{"name":"Karen Cranston","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02273140284575355,"gpt":0.2596112454375781,"spread":0.2368798425918245,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.03502864,0.0006777834,0.0005334381,0.003967875,0.006043408,0.01150103,0.004598674,0.0036193,0.012791],"category_scores_gemma":[0.04714585,0.0005901949,0.0006456065,0.003413173,0.005844275,0.02178105,0.02633129,0.005210789,0.00663281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004929165,"about_ca_system_score_gemma":0.01962892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004869799,"about_ca_topic_score_gemma":0.008312182,"domain_scores_codex":[0.9851583,0.004765767,0.0007244691,0.001184856,0.006555187,0.001611429],"domain_scores_gemma":[0.9554578,0.00610213,0.002595223,0.008975039,0.01732003,0.009549822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006341188,0.0001969203,0.00556615,0.0008542042,0.00004703405,0.0003985267,0.009885721,0.002249285,0.003291656,0.4317479,0.204501,0.3411983],"study_design_scores_gemma":[0.000006102379,0.00003710336,0.001278867,0.0005316771,0.00001077093,0.0001421227,0.00270324,0.001086837,0.0008456146,0.09278081,0.9005468,0.00003002345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04218259,0.007266695,0.555959,0.156853,0.007073788,0.001423343,0.004202538,0.005023695,0.2200154],"genre_scores_gemma":[0.2138131,0.006531458,0.7123331,0.01473012,0.001156467,0.001706625,0.008669493,0.004233603,0.03682603],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9954013,"threshold_uncertainty_score":0.1852514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2749169945","doi":"10.3897/tdwgproceedings.1.20637","title":"Using MIxS: An Implementation Report from Two Metagenomic Information Systems","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Metadata; Metagenomics; Workflow; Computer science; Ontology; Data science; Human Microbiome Project; Interoperability; Sample (material); Information retrieval; Data mining; World Wide Web; Database; Biology","authors":[{"name":"Joel L. Sachs","is_ca":true},{"name":"Luke Thompson","is_ca":false},{"name":"Nazir El-Kayssi","is_ca":true},{"name":"Satpal Bilkhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05112376328695886,"gpt":0.3693414206570447,"spread":0.3182176573700859,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02899554,0.002620925,0.001337337,0.002754526,0.002001031,0.009881124,0.00538549,0.002610023,0.01937404],"category_scores_gemma":[0.03854559,0.004309879,0.003650606,0.002867749,0.001411488,0.01173908,0.01635034,0.005850987,0.02067702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002696434,"about_ca_system_score_gemma":0.006750784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007372592,"about_ca_topic_score_gemma":0.003760573,"domain_scores_codex":[0.9829302,0.004157571,0.00228621,0.0025834,0.006969011,0.001073495],"domain_scores_gemma":[0.9860224,0.004440397,0.0007753058,0.004128811,0.002854057,0.001779037],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006187523,0.002301452,0.0280022,0.005480801,0.001624895,0.001477491,0.008861581,0.008316079,0.08661434,0.04867264,0.2649576,0.5375034],"study_design_scores_gemma":[0.001761229,0.001321549,0.01140693,0.001579707,0.0006340191,0.0009130673,0.001893638,0.06838355,0.07916328,0.02374693,0.8082147,0.0009814181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03594828,0.00186842,0.5963932,0.00495494,0.001046154,0.006492971,0.02728037,0.3037922,0.02222346],"genre_scores_gemma":[0.04309083,0.001485391,0.7852752,0.001895312,0.0002595908,0.005735161,0.1015079,0.04804548,0.01270518],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9710045,"threshold_uncertainty_score":0.1533449,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2747267044","doi":"10.3897/tdwgproceedings.1.20432","title":"The developing Canadian Integrated Ocean Observing System (CIOOS)","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Ocean observations; General partnership; Government (linguistics); Ocean science; Environmental resource management; Business; Marine conservation; Variety (cybernetics); Oceanography; Geography; Environmental science; Computer science; Meteorology; Finance","authors":[{"name":"Lenore Bajona","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01119672616130577,"gpt":0.206393342430011,"spread":0.1951966162687053,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007295225,0.00127166,0.0007497704,0.005447257,0.004849759,0.004656107,0.003381571,0.001014517,0.008772854],"category_scores_gemma":[0.01417197,0.0006410008,0.0008867435,0.008279683,0.001257835,0.003150261,0.005746257,0.002786323,0.002883637],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03898813,"about_ca_system_score_gemma":0.2246156,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9865319,"about_ca_topic_score_gemma":0.9864097,"domain_scores_codex":[0.9928752,0.0004740276,0.0002863449,0.0008308176,0.004538584,0.000994974],"domain_scores_gemma":[0.9709247,0.000569937,0.0007178739,0.001268541,0.02401271,0.002506236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003629763,0.0001083442,0.07451457,0.0009417062,0.0002709491,0.0002076497,0.001581229,0.005232764,0.005208239,0.03099678,0.6256744,0.2549003],"study_design_scores_gemma":[0.00009842675,0.00005493383,0.06046783,0.0006851612,0.000108987,0.00006502355,0.001277304,0.01105389,0.002860579,0.004680734,0.918411,0.0002360311],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.05206839,0.007746191,0.1442371,0.02517764,0.003283219,0.004267816,0.4174173,0.0215814,0.324221],"genre_scores_gemma":[0.2088288,0.007639657,0.3724365,0.008378243,0.000398928,0.002506554,0.3304849,0.003072261,0.06625415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9610119,"threshold_uncertainty_score":0.28288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4289315378","doi":"10.3897/biss.6.90949","title":"Preliminary Findings of Usability Studies on an Ontology-Aware Taxon-by-Character Matrix Editor","year":2022,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Canadian Museum of Nature; Agriculture and Agri-Food Canada; Université de Montréal; University of Ottawa; University of Manitoba","funders":"","keywords":"Usability; World Wide Web; Computer science; Ontology; Login; Formality; Character (mathematics); Information retrieval; Human–computer interaction; Linguistics; Mathematics","authors":[{"name":"Hong Cui","is_ca":false},{"name":"Bruce A. Ford","is_ca":true},{"name":"Julian R. Starr","is_ca":true},{"name":"Anton A. Reznicek","is_ca":false},{"name":"Yuxuan Zhou","is_ca":false},{"name":"Quan Gan","is_ca":false},{"name":"Étienne Léveillé‐Bourret","is_ca":true},{"name":"Étienne Lacroix-Carignan","is_ca":true},{"name":"James Macklin","is_ca":true},{"name":"Jacques Cayouette","is_ca":true},{"name":"Paul M. Catling","is_ca":true},{"name":"Geoffrey A. Levin","is_ca":false},{"name":"Jeff Saarela","is_ca":true},{"name":"Tyler Smith","is_ca":true},{"name":"Donald Sutherland","is_ca":false},{"name":"Joel L. Sachs","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02452561702216839,"gpt":0.2850336586210288,"spread":0.2605080415988604,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03787741,0.001375896,0.001036486,0.002050121,0.001680122,0.004388339,0.002060021,0.001836351,0.00425388],"category_scores_gemma":[0.1123641,0.0006799126,0.001184381,0.001122694,0.001143159,0.005418308,0.003421492,0.001583355,0.001551349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001376336,"about_ca_system_score_gemma":0.001452846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002032765,"about_ca_topic_score_gemma":0.004053549,"domain_scores_codex":[0.9782047,0.01497344,0.002021245,0.001672048,0.002457217,0.0006713109],"domain_scores_gemma":[0.8396655,0.1246234,0.002286449,0.00999428,0.02062645,0.002803855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002858325,0.01138319,0.07702955,0.009049925,0.0004675544,0.0037802,0.268342,0.002520948,0.05677526,0.002410865,0.02440243,0.5409797],"study_design_scores_gemma":[0.002221348,0.02572971,0.224287,0.004565153,0.001920095,0.006518329,0.2220919,0.04992474,0.06956448,0.00758179,0.383835,0.001760408],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9313047,0.0006154992,0.04602528,0.001272978,0.0002750492,0.004971521,0.0006618007,0.003135605,0.01173757],"genre_scores_gemma":[0.7907865,0.0007467495,0.1901822,0.001606268,0.000152451,0.00536224,0.001519427,0.001306511,0.008337705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03787741,"threshold_uncertainty_score":0.2003173,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3196590076","doi":"10.3897/biss.5.73702","title":"Is Your Collection Ambiguous?","year":2021,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Ambiguity; Computer science; Documentation; Meaning (existential); Identifier; Task (project management); Data science; World Wide Web; Exploit; Natural (archaeology); Identity (music); Internet privacy; Information retrieval; History; Epistemology; Computer security; Engineering; Aesthetics","authors":[{"name":"Mathias Dillen","is_ca":false},{"name":"Elspeth Haston","is_ca":false},{"name":"Nicole Kearney","is_ca":false},{"name":"Deborah Paul","is_ca":false},{"name":"Joaquim Santos","is_ca":false},{"name":"David Peter Shorthouse","is_ca":true},{"name":"Alison Vaughan","is_ca":false},{"name":"Sabine von Mering","is_ca":false},{"name":"Quentin Groom","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03055017822794247,"gpt":0.2613084584545659,"spread":0.2307582802266234,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03020375,0.0007195231,0.001160334,0.004610119,0.0123464,0.01374067,0.002426465,0.003775446,0.05319936],"category_scores_gemma":[0.084317,0.001092377,0.0008114262,0.006427439,0.009028787,0.01650412,0.01274938,0.005544289,0.02455148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007322511,"about_ca_system_score_gemma":0.01068717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01636715,"about_ca_topic_score_gemma":0.0260983,"domain_scores_codex":[0.9731476,0.01027863,0.003171706,0.003599527,0.008061165,0.001741459],"domain_scores_gemma":[0.9546714,0.0156652,0.006533767,0.00701247,0.01239268,0.003724413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001277847,0.00002731706,0.01200532,0.001022207,0.00004488711,0.001316908,0.0378693,0.00004762222,0.0007950932,0.04705901,0.7554607,0.1442239],"study_design_scores_gemma":[0.000003885114,0.000007105133,0.002600192,0.0008648691,0.00001427411,0.0005979261,0.01237119,0.00002411985,0.0002458362,0.005688,0.9775503,0.00003241399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03151953,0.03198784,0.01414868,0.5328842,0.0426202,0.0004355049,0.009736088,0.001522242,0.3351457],"genre_scores_gemma":[0.2776005,0.0437314,0.02804891,0.370624,0.02464498,0.001035641,0.02151796,0.006416761,0.2263799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05319936,"threshold_uncertainty_score":0.1779696,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200153775","doi":"10.3897/biss.5.79084","title":"Challenges in Curating Interdisciplinary Data in the Biodiversity Research Community","year":2021,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Institute of Museum and Library Services","keywords":"Biodiversity; Data science; Computer science; World Wide Web; Sociology; Ecology; Biology","authors":[{"name":"Inna Kouper","is_ca":false},{"name":"Kimberly Cook","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2020974449310315,"gpt":0.3710101998616476,"spread":0.1689127549306161,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3524181,0.001061247,0.00238168,0.006396874,0.03203478,0.04326441,0.01106813,0.01650414,0.008653942],"category_scores_gemma":[0.2909106,0.00273893,0.00372473,0.008078378,0.02790744,0.04875079,0.04578469,0.03522647,0.004928947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01589263,"about_ca_system_score_gemma":0.07210276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02392981,"about_ca_topic_score_gemma":0.03085223,"domain_scores_codex":[0.6320409,0.258964,0.01475962,0.02383729,0.05865951,0.01173881],"domain_scores_gemma":[0.392109,0.4000667,0.01185432,0.03791557,0.1190978,0.0389565],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001000157,0.0001691249,0.004220444,0.002351748,0.0001850641,0.0008855322,0.1007081,0.001097553,0.001947588,0.08945972,0.5760939,0.2227813],"study_design_scores_gemma":[0.00001963063,0.00002905883,0.001146057,0.002900411,0.00002942456,0.0003027664,0.05793463,0.0006100904,0.0003757672,0.05568377,0.8808369,0.0001314883],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004856014,0.009781355,0.03996833,0.9232689,0.008924858,0.000484302,0.0004069482,0.0003394629,0.01196992],"genre_scores_gemma":[0.1177127,0.02554466,0.2172058,0.5852863,0.01673265,0.004632857,0.002908103,0.002212276,0.02776469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6475819,"threshold_uncertainty_score":0.7985837,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2745316183","doi":"10.3897/tdwgproceedings.1.20290","title":"Living Atlases Community","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Personalization; Architecture; World Wide Web; Computer science; Business; Library science; Geography; Economic growth","authors":[{"name":"Marie-Elise Lecoq","is_ca":false},{"name":"Fabien Cavière","is_ca":false},{"name":"Christian Gendreau","is_ca":false},{"name":"Jeremy Goimard","is_ca":false},{"name":"Santiago Martínez de la Riva","is_ca":false},{"name":"Manash Shah","is_ca":false},{"name":"David Martín","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02259279980518532,"gpt":0.268219369059578,"spread":0.2456265692543927,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005456241,0.001118811,0.0009295651,0.006991847,0.002304899,0.005942346,0.004150278,0.001619616,0.233383],"category_scores_gemma":[0.01454232,0.0006345105,0.0009708655,0.005655858,0.001118685,0.008927718,0.01062288,0.002368385,0.121514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001649673,"about_ca_system_score_gemma":0.00362788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009749059,"about_ca_topic_score_gemma":0.01341052,"domain_scores_codex":[0.9970254,0.0007734564,0.0002654358,0.0005705553,0.001059462,0.0003057086],"domain_scores_gemma":[0.9912391,0.001527727,0.0005330553,0.001940468,0.002913167,0.001846471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006239189,0.00002177765,0.0009073138,0.0004598084,0.00002078624,0.0001580263,0.0008846884,0.0001622585,0.0003315952,0.01365294,0.9203425,0.06299578],"study_design_scores_gemma":[0.000002646798,0.000001635295,0.0002064448,0.00005371473,0.000002408181,0.00005213747,0.0000864152,0.00003958942,0.0000414122,0.001066684,0.9984421,0.00000495828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004747616,0.005789731,0.02602926,0.01541525,0.008469418,0.0005986654,0.1651576,0.04280503,0.7309874],"genre_scores_gemma":[0.03147494,0.007830293,0.05246905,0.007560755,0.003542124,0.00165006,0.396538,0.03460203,0.4643328],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.233383,"threshold_uncertainty_score":0.7807438,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2951381916","doi":"10.3897/biss.3.36002","title":"Mission: Implausible — Revealing rogue marine species in records across biodiversity data platforms","year":2019,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Biodiversity; Barcode; Taxon; Geography; Publication; Information retrieval; Ecology; Computer science; Biology","authors":[{"name":"Claude Nozères","is_ca":false},{"name":"Mary A. Kennedy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04469894606647352,"gpt":0.3075556647202657,"spread":0.2628567186537922,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01277658,0.0008081213,0.0005954096,0.007773854,0.001552974,0.004712387,0.002184381,0.001598392,0.01358102],"category_scores_gemma":[0.04970104,0.0005723101,0.0006188467,0.005275768,0.001224363,0.005614896,0.008092345,0.001435991,0.00785603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009411376,"about_ca_system_score_gemma":0.001980918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008775131,"about_ca_topic_score_gemma":0.01644076,"domain_scores_codex":[0.9915316,0.001764876,0.00154719,0.001770257,0.002674166,0.0007118596],"domain_scores_gemma":[0.9617074,0.009430238,0.00840532,0.01171731,0.006656718,0.002083067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009752347,0.0001893301,0.314554,0.005196965,0.0005882584,0.001386196,0.01712172,0.0008177592,0.008626982,0.01084074,0.5144886,0.1252142],"study_design_scores_gemma":[0.00007066894,0.0002436841,0.277996,0.002456819,0.0002181507,0.001655207,0.01429465,0.00416754,0.007575192,0.008156738,0.6829172,0.000248054],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2369005,0.002006127,0.05206723,0.00775569,0.002388872,0.001955128,0.6159763,0.02627497,0.05467521],"genre_scores_gemma":[0.3994425,0.0007233904,0.142979,0.002463174,0.0007228015,0.002295996,0.4331709,0.006338868,0.0118633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01358102,"threshold_uncertainty_score":0.06756985,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2739572957","doi":"10.3897/tdwgproceedings.1.19829","title":"Proposed Extension to Darwin Core for People and their Roles in the Curation of Physical and Digital Objects","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Museum of Nature","funders":"","keywords":"Metadata; Identifier; Computer science; Darwin (ADL); Data curation; World Wide Web; Stewardship (theology); Data science; Alliance; Knowledge management; Political science; Software engineering","authors":[{"name":"David Peter Shorthouse","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0282074272718967,"gpt":0.2703881775965952,"spread":0.2421807503246985,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01724837,0.0006830049,0.0007850231,0.004890144,0.003527652,0.005500571,0.00360044,0.002284845,0.007635704],"category_scores_gemma":[0.02132924,0.001154802,0.001982675,0.002864678,0.00436131,0.01081523,0.01362611,0.003030949,0.003496062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004616798,"about_ca_system_score_gemma":0.00990966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01781855,"about_ca_topic_score_gemma":0.02000609,"domain_scores_codex":[0.9881064,0.002616652,0.002322973,0.002243133,0.003784146,0.0009267358],"domain_scores_gemma":[0.97479,0.004521174,0.00164059,0.009779818,0.007883673,0.001384754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004021452,0.0003329414,0.01914573,0.00076517,0.00008133413,0.0006531702,0.01109225,0.003331799,0.01078076,0.6888929,0.05721854,0.2073032],"study_design_scores_gemma":[0.00005736046,0.0001216354,0.005736629,0.0004186677,0.000132006,0.0009485453,0.001714434,0.01813581,0.01082725,0.1280405,0.8337085,0.0001587338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02265528,0.0002685947,0.9143699,0.004145983,0.0008418538,0.001781296,0.002935755,0.01075205,0.0422492],"genre_scores_gemma":[0.09422168,0.0003489778,0.8584127,0.002090872,0.0003220234,0.001773788,0.005594116,0.002391805,0.03484409],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01781855,"threshold_uncertainty_score":0.09121925,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2808572429","doi":"10.3897/biss.2.26305","title":"Developing a GIS of Hazards for Canadian Cultural Institutions","year":2018,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Geographic information system; Natural hazard; Geography; Environmental resource management; Cultural heritage; Population; Mandate; Environmental planning; Cartography; Meteorology; Environmental science; Political science; Archaeology","authors":[{"name":"Tom Strang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0629818879246742,"gpt":0.3398787538443095,"spread":0.2768968659196354,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001036071,0.0009125464,0.0004582454,0.007662615,0.004361578,0.00478161,0.001970239,0.0004751934,0.01962278],"category_scores_gemma":[0.003414916,0.0006891647,0.001387075,0.01369129,0.0008709713,0.00190157,0.002819258,0.001064117,0.003308045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03570345,"about_ca_system_score_gemma":0.06054312,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9743128,"about_ca_topic_score_gemma":0.9818898,"domain_scores_codex":[0.998632,0.0001030028,0.00005764587,0.0001392482,0.0008464571,0.0002216713],"domain_scores_gemma":[0.9978104,0.0001327027,0.00007423473,0.0001285264,0.00163344,0.0002207951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001498213,0.0001308504,0.04237133,0.0008366437,0.0001161611,0.0006028306,0.006214451,0.05271808,0.004907667,0.09186942,0.3785603,0.4215225],"study_design_scores_gemma":[0.00004119172,0.00002944853,0.03854925,0.0003945299,0.00006678901,0.0001842084,0.005880774,0.03474563,0.002283833,0.009237924,0.9083575,0.0002290201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.07461428,0.001530567,0.2642435,0.006434591,0.0004240518,0.004000301,0.2859852,0.01896811,0.3437994],"genre_scores_gemma":[0.1824622,0.001962646,0.6734481,0.0004462842,0.00004995266,0.001564295,0.08489668,0.001659555,0.05351031],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03570345,"threshold_uncertainty_score":0.2590479,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3201547679","doi":"10.3897/biss.5.75377","title":"A Collective Effort to Update the Legume Checklist","year":2021,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Legume Nitrogen Fixing Symbiosis","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Checklist; Taxonomic rank; Biology; Biodiversity; Taxonomy (biology); Taxon; Global biodiversity; Ecology","authors":[{"name":"M. Marianne le Roux","is_ca":true},{"name":"Markus Döring","is_ca":true},{"name":"Anne Bruneau","is_ca":true},{"name":"Joseph T. Miller","is_ca":true},{"name":"Rafaël Govaerts","is_ca":true},{"name":"Nick Black","is_ca":true},{"name":"Gwilym P. Lewis","is_ca":true},{"name":"Carole Sinou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01119072581636344,"gpt":0.2205288084238331,"spread":0.2093380826074697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05305281,0.001044859,0.001060358,0.0241417,0.004595161,0.006495999,0.004491507,0.001918099,0.02472229],"category_scores_gemma":[0.1054647,0.0007102482,0.001122302,0.01019745,0.001793025,0.006743476,0.008344095,0.004803044,0.0170941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007063939,"about_ca_system_score_gemma":0.0302277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02237447,"about_ca_topic_score_gemma":0.02315949,"domain_scores_codex":[0.9794543,0.006728288,0.002764699,0.001851915,0.007962664,0.001238109],"domain_scores_gemma":[0.8110009,0.0139755,0.00829412,0.0273348,0.1269864,0.01240822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000107708,0.00008406115,0.00566222,0.0008778163,0.00003771596,0.0004182567,0.004863064,0.0003412237,0.004734627,0.005909814,0.6302294,0.3467342],"study_design_scores_gemma":[0.000006684385,0.00003978115,0.004013327,0.0005046587,0.00001712556,0.0002174803,0.0009240512,0.0001613889,0.0005080142,0.0009186872,0.9926523,0.00003658267],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08208857,0.01940827,0.2772494,0.1605324,0.07417427,0.01683337,0.08710543,0.03129778,0.2513105],"genre_scores_gemma":[0.06291445,0.007638862,0.5862379,0.03078572,0.006281037,0.006863344,0.1581227,0.01316253,0.1279935],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05305281,"threshold_uncertainty_score":0.2805734,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403846866","doi":"10.3897/biss.8.140268","title":"What Matters for an occurrenceID and What Is an occurrenceID That Matters?","year":2024,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Time Series Analysis and Forecasting","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ocean Tracking Network","funders":"","keywords":"Political science; Epistemology; Philosophy","authors":[{"name":"Yi-Ming Gan","is_ca":false},{"name":"Abigail Benson","is_ca":false},{"name":"Emilio Mayorga","is_ca":false},{"name":"Jonathan Pye","is_ca":true},{"name":"Stephen K. Formel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03702496257922101,"gpt":0.2826232271192644,"spread":0.2455982645400434,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05047654,0.001177303,0.002296954,0.006992274,0.003221443,0.01502199,0.00358918,0.003037077,0.02111008],"category_scores_gemma":[0.2939263,0.0009993721,0.00187273,0.01336392,0.005151843,0.03136404,0.003851166,0.005529144,0.0170277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003885041,"about_ca_system_score_gemma":0.005600705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006844876,"about_ca_topic_score_gemma":0.004946981,"domain_scores_codex":[0.9628924,0.01531638,0.005216759,0.00693129,0.008063586,0.001579526],"domain_scores_gemma":[0.7268254,0.1731634,0.02393021,0.0239649,0.04180183,0.01031426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001133264,0.0003421446,0.1030386,0.004448915,0.0004900821,0.0004084669,0.004291383,0.001207128,0.002556385,0.1223641,0.3056262,0.4540933],"study_design_scores_gemma":[0.0001597684,0.0003772973,0.07734758,0.005593897,0.0007272523,0.00227921,0.01066954,0.006674289,0.004194788,0.2722994,0.6191036,0.0005734829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.07175504,0.04482044,0.3121648,0.3505692,0.02262467,0.001711747,0.04953901,0.01564508,0.1311701],"genre_scores_gemma":[0.5985297,0.01900173,0.2520082,0.05334103,0.02027312,0.002101854,0.02532829,0.01039718,0.01901891],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05047654,"threshold_uncertainty_score":0.2669486,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2747317713","doi":"10.3897/tdwgproceedings.1.20321","title":"Occurrences: Data resources and Biocache-hub","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Oralys (Canada)","funders":"","keywords":"Computer science; Data mining; Atlas (anatomy); Interface (matter); Resource (disambiguation); Database; Simple (philosophy); Information retrieval; Data science; Operating system; Computer network","authors":[{"name":"Canadensys Network","is_ca":true},{"name":"Anne Bruneau","is_ca":true},{"name":"Carole Sinou","is_ca":true},{"name":"Jeremy Goimard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06419734012507189,"gpt":0.2961048077638634,"spread":0.2319074676387915,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002637885,0.001106781,0.001026276,0.00482809,0.001120873,0.00312534,0.002751641,0.0009467233,0.05439029],"category_scores_gemma":[0.01124629,0.001187079,0.0009749123,0.007110577,0.0005118084,0.005048403,0.005555686,0.001883648,0.04756862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001464277,"about_ca_system_score_gemma":0.002817856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02089519,"about_ca_topic_score_gemma":0.0212994,"domain_scores_codex":[0.9984307,0.0001964651,0.0003073954,0.0004132881,0.000512896,0.0001393107],"domain_scores_gemma":[0.9959369,0.0008068453,0.0003688552,0.001287335,0.001047462,0.0005525351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002881887,0.00007410775,0.004107072,0.0009785293,0.00005905005,0.0001275158,0.0005757142,0.0006161362,0.001566911,0.005875077,0.9593934,0.02633822],"study_design_scores_gemma":[0.00007562098,0.00002249095,0.006972381,0.0001841768,0.00002820545,0.0001384359,0.0002457526,0.001640971,0.002134911,0.004556254,0.9839247,0.00007608619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.004324129,0.0003858052,0.01801948,0.0006889701,0.0001598753,0.0004338518,0.8651118,0.09068641,0.02018955],"genre_scores_gemma":[0.01031016,0.0002921979,0.03313477,0.0003451454,0.00005266451,0.000985257,0.930743,0.01729568,0.006841144],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05439029,"threshold_uncertainty_score":0.1819537,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2803183763","doi":"10.3897/biss.2.25647","title":"Management of Molecular Data in DINA with SeqDB","year":2018,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Workflow; Metadata; Computer science; Data science; Data management; Task (project management); Agile software development; Suite; Software; Set (abstract data type); World Wide Web; Engineering management; Database; Software engineering; Systems engineering; Engineering","authors":[{"name":"Keith Glen Newton","is_ca":true},{"name":"Satpal Bilkhu","is_ca":true},{"name":"Nazir El-Kayssi","is_ca":true},{"name":"Christian Gendreau","is_ca":true},{"name":"James Macklin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0144085814425997,"gpt":0.2533114538092071,"spread":0.2389028723666074,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01533142,0.002156064,0.002462657,0.006444926,0.002984381,0.01412256,0.00822217,0.001520478,0.03535663],"category_scores_gemma":[0.02658956,0.001946794,0.002449709,0.00671317,0.002336693,0.009282079,0.01004846,0.005251149,0.0333574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004738019,"about_ca_system_score_gemma":0.008195189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0128971,"about_ca_topic_score_gemma":0.008611639,"domain_scores_codex":[0.9922989,0.001183395,0.001426357,0.002279136,0.002242945,0.0005692627],"domain_scores_gemma":[0.9826913,0.00382908,0.001117113,0.005690147,0.004530956,0.00214134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002374844,0.0004765032,0.01182624,0.002926063,0.0005394496,0.001548604,0.003143656,0.007320388,0.0143229,0.05622669,0.7435243,0.1557704],"study_design_scores_gemma":[0.0002090164,0.00006779528,0.002683759,0.0004365214,0.0001361703,0.0003366257,0.0008101129,0.02129565,0.01775455,0.03624573,0.919766,0.0002580699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.008311976,0.001869438,0.2972801,0.003662861,0.00258367,0.001600212,0.1711536,0.4541433,0.05939489],"genre_scores_gemma":[0.05574084,0.001915035,0.3205025,0.006815781,0.0005839008,0.003870245,0.5354965,0.05011521,0.02495995],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03535663,"threshold_uncertainty_score":0.1182798,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2811159042","doi":"10.3897/biss.2.26145","title":"Building Next-Generation Collections: Natural History Specimens, Just One Click Away!","year":2018,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Canadian Museum of Nature","funders":"","keywords":"Usability; World Wide Web; Computer science; Digital curation; Digitization; Special collections; Library science; Telecommunications","authors":[{"name":"Kamal Khidas","is_ca":true},{"name":"Stéphanie Tessier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07222009102828959,"gpt":0.2645033610243511,"spread":0.1922832699960615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008966252,0.001477461,0.001089799,0.005444225,0.003544052,0.009446489,0.004646393,0.002800588,0.2914581],"category_scores_gemma":[0.02671083,0.001870065,0.001464212,0.004717852,0.001757086,0.01801546,0.01052167,0.003996368,0.2329913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001924286,"about_ca_system_score_gemma":0.005005815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02453172,"about_ca_topic_score_gemma":0.05912381,"domain_scores_codex":[0.9956661,0.0006221411,0.0003438894,0.000506493,0.002587596,0.0002737425],"domain_scores_gemma":[0.9838538,0.00220798,0.0007151713,0.004475397,0.005046394,0.003701236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005448612,0.00003725065,0.0007956655,0.0004833328,0.00002016516,0.0002310634,0.0007555612,0.00004763526,0.001062197,0.002137443,0.8115577,0.1828175],"study_design_scores_gemma":[0.00001320932,0.00001584444,0.001045222,0.0003801648,0.0000159516,0.0002535768,0.0004076329,0.00005495909,0.0004228969,0.00207895,0.9952757,0.00003583043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007619897,0.02329349,0.1408254,0.07902289,0.0396866,0.003610637,0.07716632,0.07253386,0.556241],"genre_scores_gemma":[0.01689783,0.0208734,0.4561659,0.02450891,0.007748432,0.002240229,0.07201379,0.0329065,0.3666451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9905535,"threshold_uncertainty_score":0.9750245,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7116897234","doi":"10.3897/biss.9.183306","title":"Using NatureCounts to Support the Kunming-Montreal Global Biodiversity Framework in Canada","year":2025,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Birds Canada","funders":"","keywords":"Upload; Workflow; Data sharing; Data access; Biodiversity; Measurement of biodiversity; Interface (matter); Raw data; Data security","authors":[{"name":"Catherine Jardine","is_ca":true},{"name":"Denis Lepage","is_ca":true},{"name":"Kyle Horner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01749258606678905,"gpt":0.2640425208170329,"spread":0.2465499347502439,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008413129,0.0006955098,0.0004918248,0.004605531,0.005401164,0.007364888,0.003546403,0.0009653337,0.02100382],"category_scores_gemma":[0.01902723,0.0006868708,0.000798518,0.007921781,0.001933101,0.004201124,0.006974418,0.001707885,0.004640866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05436849,"about_ca_system_score_gemma":0.1258336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9816537,"about_ca_topic_score_gemma":0.9875324,"domain_scores_codex":[0.9938436,0.0007183604,0.0002856721,0.0007029559,0.003438958,0.001010499],"domain_scores_gemma":[0.9769022,0.002605632,0.0006598927,0.002290576,0.01173272,0.005808956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002419729,0.0001027163,0.01959432,0.0003602199,0.00007708248,0.0007238357,0.004423639,0.004932935,0.002055285,0.04116326,0.7643889,0.1619359],"study_design_scores_gemma":[0.0000558856,0.00002622732,0.01788764,0.0003405276,0.00002065416,0.00006196825,0.002134395,0.007954953,0.001052936,0.008607078,0.961643,0.0002145851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06838472,0.004063514,0.1079485,0.0620156,0.002719904,0.003266704,0.2016418,0.05741781,0.4925416],"genre_scores_gemma":[0.2711055,0.005267889,0.3981258,0.009983311,0.0006097266,0.002496171,0.1670704,0.01132603,0.1340153],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05436849,"threshold_uncertainty_score":0.3944729,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416100715","doi":"10.3897/biss.9.177306","title":"Mobile Applications to Conservation Applications: Incentivizing FAIR Principles of Data Management by Providing Users with Flexible Mobile Data Collection Tools","year":2025,"lang":"","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Birds Canada","funders":"","keywords":"Mobile apps; Data management; Data collection; Mobile device; Variety (cybernetics); Data access; Best practice; Data discovery; Data flow diagram","authors":[{"name":"Catherine Jardine","is_ca":true},{"name":"Denis Lepage","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07201024220187423,"gpt":0.3131231373349676,"spread":0.2411128951330934,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01173583,0.002083576,0.001057859,0.002339248,0.001879985,0.008919916,0.005326775,0.004176274,0.03925584],"category_scores_gemma":[0.0586918,0.001844989,0.001710919,0.00195412,0.00193123,0.01424418,0.02045154,0.003930887,0.02496978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008809776,"about_ca_system_score_gemma":0.002084929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002380514,"about_ca_topic_score_gemma":0.003748162,"domain_scores_codex":[0.9922885,0.002782951,0.0006246693,0.001016985,0.002500435,0.0007864292],"domain_scores_gemma":[0.9660524,0.0186441,0.001058189,0.007120316,0.004614226,0.002510699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001522908,0.0005421521,0.006896042,0.002420599,0.0001703945,0.001925875,0.009697003,0.001186632,0.009479509,0.07395557,0.4843937,0.4078097],"study_design_scores_gemma":[0.0002759739,0.0002068826,0.003998565,0.001504096,0.0001126113,0.0007426705,0.001180967,0.008414974,0.003212625,0.06943377,0.9106662,0.000250687],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04164793,0.00586457,0.5401362,0.02986705,0.003414905,0.006162151,0.006630021,0.1573093,0.2089678],"genre_scores_gemma":[0.1976674,0.005686167,0.6148108,0.02765637,0.003681507,0.01240828,0.01003357,0.0297855,0.09827037],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9946733,"threshold_uncertainty_score":0.1313238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117534599","doi":"10.3897/biss.9.183520","title":"BID Picture Thinking Drives Increased Biodiversity Capacity and Data Access","year":2025,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"National Science Foundation","keywords":"Biodiversity; Capacity building; Global biodiversity; Latin Americans; Capacity development; Distribution (mathematics)","authors":[{"name":"Maheva Bagard Laursen","is_ca":false},{"name":"Mélianie Raymond","is_ca":false},{"name":"Laura Russell","is_ca":false},{"name":"Sanja Novakovikj","is_ca":false},{"name":"April Suen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0394234096523928,"gpt":0.2855814297463636,"spread":0.2461580200939708,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04103952,0.0006264306,0.0006784823,0.003866933,0.009156669,0.02645274,0.004231375,0.006961053,0.02664226],"category_scores_gemma":[0.07096215,0.0008777965,0.0008917758,0.004586027,0.0302559,0.04081913,0.03514993,0.01196277,0.003733334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01747558,"about_ca_system_score_gemma":0.03019125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01589253,"about_ca_topic_score_gemma":0.01267863,"domain_scores_codex":[0.9702574,0.01296803,0.00110035,0.003895345,0.008790083,0.002988803],"domain_scores_gemma":[0.9493709,0.02077891,0.002468575,0.007023693,0.0124054,0.007952514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003955559,0.00003833508,0.001787285,0.000206044,0.00001813104,0.0002172392,0.01879288,0.0005027603,0.0003955772,0.8755236,0.07003237,0.03244631],"study_design_scores_gemma":[0.00002730332,0.00003392381,0.001217856,0.0003382973,0.000009762091,0.0002010873,0.02033333,0.001071143,0.0004625169,0.3489081,0.6273441,0.00005251672],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03953167,0.002810468,0.04598666,0.5277025,0.002213028,0.00043406,0.000859873,0.0004676725,0.3799941],"genre_scores_gemma":[0.8028493,0.002423135,0.04267398,0.06739473,0.001265963,0.0009216029,0.001190481,0.0008786191,0.08040215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04103952,"threshold_uncertainty_score":0.2170403,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2810125787","doi":"10.3897/biss.2.26273","title":"Building the Beaty: Creating, Maintaining, and Growing a Publicly Accessible Biodiversity Museum Collection in the Pacific Ring of Fire","year":2018,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Digitization; Biodiversity; Archaeology; Geography; Library science; Environmental resource management; Computer science; Ecology; Telecommunications; Environmental science","authors":[{"name":"Christopher H. Stinson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02290290491575113,"gpt":0.2592301128120939,"spread":0.2363272078963428,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005357799,0.0006727386,0.0003436058,0.002547058,0.02446795,0.01056726,0.00463653,0.001574804,0.02140707],"category_scores_gemma":[0.007030865,0.001673551,0.0006505763,0.003467267,0.005758472,0.008131078,0.01376969,0.004038874,0.003771065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01221866,"about_ca_system_score_gemma":0.03083246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3806695,"about_ca_topic_score_gemma":0.7949586,"domain_scores_codex":[0.9959295,0.0008469461,0.000115131,0.000523969,0.001757444,0.0008268896],"domain_scores_gemma":[0.9902685,0.0008988399,0.0004283323,0.00134666,0.001598354,0.00545937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001817242,0.0005447771,0.02009446,0.0009569941,0.0000699875,0.007210534,0.1521259,0.000968888,0.007204296,0.01517821,0.3259236,0.4695407],"study_design_scores_gemma":[0.00002625993,0.0001014897,0.01644194,0.0005753894,0.00003465719,0.001219624,0.07191425,0.000545197,0.001330179,0.00118272,0.9065144,0.0001137848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3754528,0.009514729,0.06671066,0.03913778,0.001857539,0.004857801,0.005117793,0.01075707,0.4865939],"genre_scores_gemma":[0.3406162,0.008075736,0.3870875,0.004499197,0.0005196419,0.001641943,0.006404476,0.004948767,0.2462066],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3806695,"threshold_uncertainty_score":0.7569075,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2742650289","doi":"10.3897/tdwgproceedings.1.19993","title":"mangal - making sense of biotic interaction data","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hierarchy; Modularity (biology); Computer science; Function (biology); Biodiversity; Modular design; Data science; Ecology; Core (optical fiber); Data presentation; Presentation (obstetrics); Biology","authors":[{"name":"Timothée Poisot","is_ca":false},{"name":"Dominique Gravel","is_ca":false},{"name":"Steve Vissault","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07442395284927976,"gpt":0.3242268407257539,"spread":0.2498028878764741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01465782,0.001221555,0.0007981844,0.004305974,0.001355748,0.006799448,0.004196792,0.001306382,0.01221799],"category_scores_gemma":[0.07348561,0.001274022,0.001954713,0.00551423,0.002179478,0.01449351,0.0104882,0.003205921,0.005673084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001866174,"about_ca_system_score_gemma":0.002825785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006358986,"about_ca_topic_score_gemma":0.007304672,"domain_scores_codex":[0.9919619,0.002139116,0.00186118,0.001532578,0.002148654,0.0003566417],"domain_scores_gemma":[0.9403937,0.02228389,0.002680955,0.02653429,0.006814147,0.001293054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009030345,0.0001882395,0.01858013,0.001648127,0.0002188212,0.0006516546,0.00351285,0.01519041,0.005041888,0.3511662,0.2845185,0.3183801],"study_design_scores_gemma":[0.00009801795,0.00008191822,0.003646996,0.0004729392,0.00005095735,0.000351143,0.000773968,0.04084925,0.009142697,0.196844,0.7475212,0.0001670789],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01052439,0.000298753,0.7969232,0.003838924,0.0007375132,0.000690926,0.08786053,0.07830171,0.0208241],"genre_scores_gemma":[0.1149101,0.0005259863,0.7281647,0.00203625,0.0002817051,0.002105167,0.129439,0.01387766,0.008659427],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.01465782,"threshold_uncertainty_score":0.07751894,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2737452235","doi":"10.3897/tdwgproceedings.1.17011","title":"Canadensys and GBIF France: collaboration through the GBIF network to help launch the new Canadensys explorer","year":2017,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Upload; Computer science; Database; World Wide Web","authors":[{"name":"Canadensys Network","is_ca":false},{"name":"Anne‐Sophie Archambeau","is_ca":false},{"name":"Fabien Cavière","is_ca":false},{"name":"Jeremy Goimard","is_ca":false},{"name":"Marie-Elise Lecoq","is_ca":false},{"name":"Carole Sinou","is_ca":false},{"name":"A. A. Bruneau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02184123154507604,"gpt":0.2586340627541854,"spread":0.2367928312091094,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.007822755,0.001189456,0.0005240928,0.002842796,0.004337577,0.005844437,0.001235116,0.001606831,0.07466929],"category_scores_gemma":[0.007512223,0.0003365172,0.000683645,0.002463514,0.001193254,0.003687447,0.007073092,0.002404517,0.02079525],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005434626,"about_ca_system_score_gemma":0.01157653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1616241,"about_ca_topic_score_gemma":0.1810324,"domain_scores_codex":[0.995645,0.001093729,0.00007064361,0.0005271016,0.001590854,0.001072753],"domain_scores_gemma":[0.9927061,0.001199314,0.0003059199,0.0006758432,0.001881099,0.003231724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004026443,0.00006882703,0.003549639,0.0001633268,0.00003395815,0.000535226,0.00295115,0.0004009573,0.001559362,0.01090442,0.9159998,0.06343071],"study_design_scores_gemma":[0.00002192845,0.00001161162,0.002343391,0.00004513893,0.000003118301,0.00006524749,0.0008032628,0.0001327379,0.000168052,0.0004982908,0.9958891,0.00001803194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05967207,0.01266806,0.01491055,0.09975357,0.006631284,0.001063523,0.05637364,0.01952023,0.729407],"genre_scores_gemma":[0.2114332,0.006370625,0.05702464,0.0199555,0.002721524,0.001745839,0.08406852,0.01307081,0.6036094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9987649,"threshold_uncertainty_score":0.3213667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416414481","doi":"10.3897/biss.9.178687","title":"Mobilising Legacy Georeferencing Efforts","year":2025,"lang":"","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Herbarium; Georeference; Biodiversity; Extinction (optical mineralogy); Workflow; Distribution (mathematics); Representativeness heuristic; Context (archaeology)","authors":[{"name":"Ashleigh Whittaker","is_ca":false},{"name":"Jack Plummer","is_ca":false},{"name":"Nicky Nicolson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01801769695264495,"gpt":0.2576423361718435,"spread":0.2396246392191985,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02080727,0.001233752,0.000757981,0.01294921,0.003729087,0.01015838,0.004850181,0.002072519,0.0330601],"category_scores_gemma":[0.06559461,0.0008297849,0.0009059936,0.014687,0.001659444,0.01201698,0.01584888,0.002796622,0.02235126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003298123,"about_ca_system_score_gemma":0.01093687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01636679,"about_ca_topic_score_gemma":0.01916341,"domain_scores_codex":[0.9880201,0.002934535,0.0008796507,0.002941452,0.004459962,0.0007641896],"domain_scores_gemma":[0.939541,0.01154322,0.003852482,0.0236377,0.0194514,0.001974214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001617011,0.0001599915,0.01320097,0.0009661454,0.00008491123,0.0007425513,0.01970709,0.001946014,0.003442483,0.04544709,0.1385531,0.7755878],"study_design_scores_gemma":[0.00002084629,0.00004250031,0.006251442,0.0008265009,0.00005871137,0.000270967,0.006722965,0.001867312,0.002080831,0.02037851,0.9614183,0.00006111413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07791785,0.005323031,0.4602255,0.02809872,0.005914547,0.001445946,0.02761367,0.02058193,0.3728788],"genre_scores_gemma":[0.2295825,0.004864149,0.5714861,0.007236593,0.001898004,0.001938477,0.07091478,0.01194287,0.1001366],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0330601,"threshold_uncertainty_score":0.1105971,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416682517","doi":"10.3897/biss.9.180293","title":"The Canadian Genomic Adaptation and Resilience to Climate Change (GenARCC) Project","year":2025,"lang":"","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Fisheries and Oceans Canada; Agriculture and Agri-Food Canada","funders":"Government of Canada","keywords":"Climate change; Biodiversity; Resilience (materials science); Adaptation (eye); Climate resilience; Psychological resilience; Ecosystem services; Leverage (statistics); Ecosystem","authors":[{"name":"James Macklin","is_ca":true},{"name":"Tony Kess","is_ca":true},{"name":"Satpal Bilkhu","is_ca":true},{"name":"Ian Bradbury","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02483432817027196,"gpt":0.2471483838941274,"spread":0.2223140557238554,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005748736,0.001304278,0.0007768521,0.005092894,0.005502079,0.005225901,0.002660252,0.0008855817,0.01395193],"category_scores_gemma":[0.01362642,0.0005351951,0.001328029,0.01282439,0.001494904,0.001792849,0.005461714,0.002353072,0.003634616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04994274,"about_ca_system_score_gemma":0.1410919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9834388,"about_ca_topic_score_gemma":0.9877211,"domain_scores_codex":[0.9953164,0.0004712258,0.0001462985,0.0008891238,0.002336739,0.0008402535],"domain_scores_gemma":[0.9860643,0.001186261,0.0005938077,0.001637156,0.008109967,0.002408401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003367755,0.00006653294,0.04202007,0.0006341892,0.0001971065,0.0001457635,0.001548809,0.004697482,0.00163559,0.02830857,0.8269033,0.09350592],"study_design_scores_gemma":[0.00006989768,0.00002904347,0.06025738,0.000421914,0.0001092701,0.00005750805,0.00144994,0.004818124,0.00177948,0.006225897,0.9246386,0.000142933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.01556903,0.001048761,0.01501018,0.007421885,0.0003692847,0.0006193633,0.9110311,0.003878961,0.04505135],"genre_scores_gemma":[0.05596024,0.002283236,0.07080931,0.002237214,0.00009711947,0.001121816,0.8437904,0.001596563,0.02210421],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04994274,"threshold_uncertainty_score":0.3623616,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}