{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":14,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":14,"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":"05c462076aa7","filters":{"venue":"Journal of eScience Librarianship"}},"results":[{"id":"W2239105819","doi":"10.7191/jeslib.2015.1085","title":"Research Data Services in Academic Libraries: Data Intensive Roles for the Future?","year":2015,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Research Data Management Practices","field":"Computer Science","cited_by":103,"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":"Academic library; Service (business); Stratified sampling; Sample (material); Survey data collection; Library science; Public relations; Political science; Business; Psychology; Computer science; Marketing; Statistics; Mathematics","authors":[{"name":"Carol Tenopir","is_ca":false},{"name":"Suzie Allard","is_ca":false},{"name":"Mike Frame","is_ca":false},{"name":"Ben Birch","is_ca":false},{"name":"Lynn Baird","is_ca":false},{"name":"Robert J. Sandusky","is_ca":false},{"name":"Madison L. Langseth","is_ca":false},{"name":"Dane Hughes","is_ca":false},{"name":"Andrew Lundeen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5760048811854739,"gpt":0.4825300829947619,"spread":0.09347479819071203,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.1467667,0.0004756904,0.000869865,0.004687754,0.009397929,0.03736528,0.005801372,0.004546554,0.01765835],"category_scores_gemma":[0.237374,0.000937024,0.0007650589,0.01258382,0.008388981,0.03993887,0.01194171,0.006394961,0.006173938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01360012,"about_ca_system_score_gemma":0.05660992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02258386,"about_ca_topic_score_gemma":0.03231685,"domain_scores_codex":[0.899525,0.0713499,0.008761294,0.003640845,0.01125111,0.005471933],"domain_scores_gemma":[0.5369264,0.2298205,0.03578407,0.03772485,0.07818716,0.0815572],"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":[0.0003445898,0.0005757186,0.1059607,0.005138979,0.0001138075,0.0005325423,0.05782482,0.0003886218,0.001447778,0.0804963,0.2228908,0.5242854],"study_design_scores_gemma":[0.00006443556,0.0002068374,0.04179046,0.005334998,0.00006387805,0.0007288583,0.2234719,0.001232825,0.001325761,0.03790843,0.6876678,0.0002039306],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03066817,0.008907697,0.0052243,0.9318359,0.001024075,0.0002151111,0.001133863,0.0002861917,0.02070462],"genre_scores_gemma":[0.6658148,0.04070725,0.08987973,0.1696532,0.005282234,0.001206439,0.003083498,0.0005927605,0.02378013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9626347,"threshold_uncertainty_score":0.7761856,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4318021337","doi":"10.7191/jeslib.624","title":"There's no \"I\" in Research Data Management: Reshaping RDM Services Toward a Collaborative Multi-Stakeholder Model","year":2023,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Research Data Management Practices","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"McGill University","funders":"","keywords":"RDM; Knowledge management; Stakeholder; Computer science; Service (business); Data management; World Wide Web; Public relations; Business; Political science; Database","authors":[{"name":"Alisa Rod","is_ca":true},{"name":"Biru Zhou","is_ca":true},{"name":"Marc-Étienne Rousseau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7485915573649452,"gpt":0.489634210264553,"spread":0.2589573471003922,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.171438,0.001161764,0.001034766,0.005231953,0.02537699,0.03745327,0.007407563,0.009733718,0.003863334],"category_scores_gemma":[0.1078201,0.001718163,0.002366934,0.005638638,0.06407998,0.04932993,0.03871376,0.01267136,0.00226946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02359296,"about_ca_system_score_gemma":0.08095668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02742737,"about_ca_topic_score_gemma":0.02579186,"domain_scores_codex":[0.7696856,0.1766629,0.00656353,0.01164189,0.02578014,0.009666036],"domain_scores_gemma":[0.8314927,0.07951093,0.009631419,0.03208694,0.02287832,0.02439972],"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":[0.0001888739,0.0004291297,0.01296259,0.0008569341,0.0001329817,0.001132571,0.2367593,0.001801027,0.002581658,0.5810804,0.02322712,0.1388474],"study_design_scores_gemma":[0.000134264,0.0005036551,0.003030322,0.001419548,0.0001075087,0.001028586,0.180423,0.01020192,0.002086646,0.3486118,0.4522209,0.0002318487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.07247952,0.001880503,0.3981221,0.4002921,0.001635429,0.001164186,0.0001151172,0.001538128,0.1227728],"genre_scores_gemma":[0.6720496,0.001268275,0.2661763,0.03973024,0.0008433599,0.001182855,0.0001726675,0.0008517255,0.01772482],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9625467,"threshold_uncertainty_score":0.9066616,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2750859426","doi":"10.7191/jeslib.2017.1114","title":"Using Peer Review to Support Development of Community Resources for Research Data Management","year":2017,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","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":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Data management; Outreach; Computer science; Data quality; Data sharing; Process (computing); Currency; Knowledge management; Process management; Engineering management; Business; Engineering; Political science; Operations management; Data mining","authors":[{"name":"Heather Soyka","is_ca":false},{"name":"Amber E Budden","is_ca":false},{"name":"Vivian B. Hutchison","is_ca":false},{"name":"D. M. Bloom","is_ca":false},{"name":"Jonah Duckles","is_ca":false},{"name":"Amy Hodge","is_ca":true},{"name":"Matthew S. Mayernik","is_ca":false},{"name":"Timothée Poisot","is_ca":true},{"name":"Shannon Rauch","is_ca":false},{"name":"Gail Steinhart","is_ca":false},{"name":"Leah Wasser","is_ca":false},{"name":"Amanda Whitmire","is_ca":false},{"name":"Stephanie Wright","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8559943669589536,"gpt":0.5786205222715999,"spread":0.2773738446873537,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.4444479,0.001884424,0.002057395,0.01651105,0.01574023,0.02572449,0.01102893,0.007034454,0.04190176],"category_scores_gemma":[0.6814396,0.002032298,0.001963715,0.007863423,0.0124103,0.02915474,0.03750014,0.01179697,0.02691455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01026007,"about_ca_system_score_gemma":0.09776069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002961221,"about_ca_topic_score_gemma":0.006086547,"domain_scores_codex":[0.4663449,0.3531639,0.03205222,0.0212893,0.1169608,0.01018886],"domain_scores_gemma":[0.1601019,0.3114184,0.03961853,0.1312621,0.3130717,0.04452745],"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":[0.0001506092,0.0003596131,0.002000308,0.001683387,0.0001175054,0.0008168648,0.02366068,0.0008537508,0.002455059,0.03484757,0.3711738,0.5618808],"study_design_scores_gemma":[0.0001482472,0.0002199627,0.002132384,0.002029116,0.00004026186,0.0002653674,0.006889388,0.001972374,0.00178108,0.03305699,0.9512064,0.0002583571],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01838212,0.003180003,0.4339665,0.1831296,0.03993246,0.03688984,0.000928206,0.009928429,0.2736627],"genre_scores_gemma":[0.2124641,0.0038933,0.5587405,0.02473864,0.0186879,0.03587902,0.002689522,0.007984021,0.134923],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9742755,"threshold_uncertainty_score":0.6850946,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3199519791","doi":"10.7191/jeslib.2021.1206","title":"Computational Reproducibility: A Practical Framework for Data Curators","year":2021,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","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":true},"ca_institutions":"University of Victoria; Mount Saint Vincent University","funders":"","keywords":"Reproducibility; Data curation; Computer science; Data science; Focus (optics); Best practice; Chemistry; Political science","authors":[{"name":"Sandra Sawchuk","is_ca":true},{"name":"Shahira Khair","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5691208347646384,"gpt":0.513880646528131,"spread":0.05524018823650734,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5479612,0.002710433,0.003437774,0.01573381,0.01599669,0.0319824,0.01753404,0.01278573,0.008821301],"category_scores_gemma":[0.6090811,0.003451839,0.005909284,0.01114783,0.05239908,0.04185007,0.0350671,0.01706219,0.004596518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01466401,"about_ca_system_score_gemma":0.07319357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01369263,"about_ca_topic_score_gemma":0.009109804,"domain_scores_codex":[0.4359955,0.454779,0.03187358,0.02183926,0.05149137,0.004021227],"domain_scores_gemma":[0.2213183,0.4630933,0.02546654,0.1969391,0.08698685,0.006196121],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006180922,0.00005427247,0.0009926017,0.0008095135,0.0001187222,0.0001666045,0.007566187,0.003312088,0.0003886378,0.9122963,0.01753471,0.05669856],"study_design_scores_gemma":[0.00007291945,0.00006039997,0.0002949143,0.001599426,0.00006848352,0.000238657,0.001864694,0.008914677,0.0009319248,0.8405218,0.145293,0.0001390247],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005919085,0.0005373104,0.9655079,0.02339706,0.0004377528,0.001006589,0.0001863239,0.001218255,0.007116849],"genre_scores_gemma":[0.02596931,0.0004351236,0.9653729,0.002697142,0.0005109897,0.002660509,0.0003155624,0.000545049,0.001493341],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.982466,"threshold_uncertainty_score":0.5574443,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1979070752","doi":"10.7191/jeslib.2014.1061","title":"The New England Collaborative Data Management Curriculum Pilot at the University of Manitoba: A Canadian Experience","year":2014,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Research Data Management Practices","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Manitoba","funders":"","keywords":"Curriculum; Data management; New england; Library science; Medical education; Computer science; Sociology; Political science; Medicine; Pedagogy; Database","authors":[{"name":"Mayu Ishida","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08100423073144579,"gpt":0.2879438046269408,"spread":0.206939573895495,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01838463,0.0005597616,0.0006634592,0.001744031,0.01865987,0.004138614,0.003209626,0.001310801,0.005437068],"category_scores_gemma":[0.01479287,0.0008438769,0.0004674016,0.004777226,0.003233766,0.002166228,0.005833746,0.00258759,0.001128708],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1086023,"about_ca_system_score_gemma":0.3128046,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9810187,"about_ca_topic_score_gemma":0.9937164,"domain_scores_codex":[0.9914491,0.002220782,0.0002531328,0.0004823687,0.002799707,0.002794905],"domain_scores_gemma":[0.9737674,0.001753111,0.0002691058,0.0006334606,0.01315284,0.01042417],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001061297,0.008292482,0.05744076,0.001277569,0.00007454907,0.003395266,0.4612857,0.002121864,0.007206723,0.01266196,0.1134301,0.3317517],"study_design_scores_gemma":[0.0003573668,0.001708869,0.09028606,0.000756022,0.00006001701,0.0004095737,0.369783,0.001481241,0.004134806,0.0008273727,0.5299075,0.0002881803],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9010462,0.002163123,0.002500307,0.02447789,0.0004141092,0.003770018,0.001621639,0.0004898991,0.06351677],"genre_scores_gemma":[0.9199479,0.002837902,0.01682237,0.0041194,0.00004948142,0.001583343,0.00146628,0.0002458512,0.05292755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9958614,"threshold_uncertainty_score":0.7879684,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2795569399","doi":"10.7191/jeslib.2018.1153","title":"Space for Listening: using a library unConference as an alternative method of communication","year":2018,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Research Data Management Practices","field":"Computer 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 Guelph","funders":"","keywords":"RDM; Outreach; Conversation; Exhibition; Space (punctuation); Library science; Scholarly communication; World Wide Web; Computer science; Sociology; Public relations; Political science; Publishing","authors":[{"name":"Matthew Murray","is_ca":true},{"name":"A.L. Carson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2534737493690861,"gpt":0.4400836801852588,"spread":0.1866099308161727,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03714364,0.001428017,0.000793145,0.003974012,0.02146808,0.02879073,0.006015776,0.007949294,0.01770274],"category_scores_gemma":[0.07560675,0.00109384,0.001310498,0.002870962,0.01858705,0.03049798,0.03451801,0.008067213,0.007297249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004101175,"about_ca_system_score_gemma":0.005613291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003129565,"about_ca_topic_score_gemma":0.004515722,"domain_scores_codex":[0.9060172,0.08426425,0.001333821,0.002457072,0.003591299,0.002336308],"domain_scores_gemma":[0.9201936,0.05962771,0.003122252,0.008177231,0.004794477,0.00408481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002385997,0.0001030029,0.001033717,0.0004540998,0.00003020873,0.00105829,0.8360164,0.0001756951,0.00194663,0.06924998,0.02802726,0.0616661],"study_design_scores_gemma":[0.00007516269,0.0002038918,0.0006324076,0.001228717,0.00005698631,0.001363382,0.3753586,0.0009647958,0.001950469,0.0306126,0.5873619,0.0001909408],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1265758,0.006067617,0.2660775,0.09629097,0.007372372,0.001314975,0.0003858822,0.004696692,0.4912181],"genre_scores_gemma":[0.7719932,0.002499793,0.1164877,0.02533899,0.002542408,0.00300612,0.0003520556,0.002316447,0.07546321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03714364,"threshold_uncertainty_score":0.1964366,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3213980078","doi":"10.7191/jeslib.2021.1220","title":"Data Management for Systematic Reviews: Guidance is Needed","year":2021,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Systematic review; Transparency (behavior); Best practice; Data management plan; Computer science; Data management; Data sharing; Protocol (science); Plan (archaeology); Process (computing); Process management; Knowledge management; Data extraction; Data science; Management science; Engineering; MEDLINE; Data mining; Medicine; Political science","authors":[{"name":"Heather Ganshorn","is_ca":true},{"name":"Zahra Premji","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8978865292113629,"gpt":0.5569794916163165,"spread":0.3409070375950464,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5739433,0.005501979,0.01858446,0.03943811,0.004420654,0.02273763,0.01026631,0.02425675,0.05671864],"category_scores_gemma":[0.774306,0.01040989,0.0182757,0.05969321,0.01409191,0.02632232,0.01237713,0.02573589,0.07545586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01331701,"about_ca_system_score_gemma":0.09982873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007798522,"about_ca_topic_score_gemma":0.01428076,"domain_scores_codex":[0.2501845,0.4706491,0.2250503,0.01088278,0.04008491,0.003148413],"domain_scores_gemma":[0.09099582,0.5072482,0.1010439,0.1230353,0.1700916,0.007585255],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006283657,0.0001617255,0.0006731358,0.1040941,0.001381162,0.0002315334,0.00448827,0.0008367592,0.001120024,0.01729389,0.6830255,0.1860655],"study_design_scores_gemma":[0.003034219,0.0002192128,0.001663233,0.1945347,0.001195523,0.0003766804,0.001877835,0.00343124,0.001511074,0.04587194,0.7455603,0.0007240862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001386472,0.0217979,0.3874095,0.2349485,0.04753658,0.1883083,0.06928098,0.02256284,0.02676891],"genre_scores_gemma":[0.003536202,0.01084136,0.7479354,0.01708436,0.003819132,0.1970822,0.009429453,0.003036453,0.007235471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4260567,"threshold_uncertainty_score":0.5254039,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1465657245","doi":"10.7191/jeslib.2015.1079","title":"En Français S'il Vous Plaît: Translation and Adaptation of the New England Collaborative Data Management Curriculum’s Introductory Module","year":2015,"lang":"fr","type":"article","venue":"Journal of eScience Librarianship","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":"Université de Montréal","funders":"","keywords":"Curriculum; Adaptation (eye); Data management; Computer science; Library science; Mathematics education; Medical education; Sociology; Pedagogy; Psychology; Medicine; Database","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1725076749438037,"gpt":0.324639648186782,"spread":0.1521319732429783,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008242281,0.0004614778,0.0002752096,0.001371977,0.001774819,0.002463025,0.0007103572,0.0008079596,0.02154932],"category_scores_gemma":[0.0221237,0.0003601182,0.0003263312,0.001266058,0.0007254875,0.00123391,0.001977865,0.001869486,0.006738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008532504,"about_ca_system_score_gemma":0.01758041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1851734,"about_ca_topic_score_gemma":0.2087796,"domain_scores_codex":[0.996115,0.001847408,0.0003142479,0.0003907132,0.0009482553,0.0003843402],"domain_scores_gemma":[0.9885607,0.002821181,0.0004627044,0.000734419,0.006657675,0.0007632803],"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":[0.0004313658,0.001231959,0.008789903,0.0006311007,0.00001738956,0.0004299944,0.05623413,0.00078222,0.00851546,0.01877542,0.2277896,0.6763715],"study_design_scores_gemma":[0.00007277366,0.0002250894,0.0212735,0.0005752241,0.00001239928,0.000129322,0.01104528,0.0004424317,0.004383154,0.0008153626,0.9609589,0.0000666132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4751962,0.003190503,0.07481611,0.03534132,0.009759768,0.005533418,0.01658492,0.004146596,0.3754312],"genre_scores_gemma":[0.544916,0.002764969,0.1723805,0.007188608,0.0003945021,0.005529901,0.01444138,0.002605477,0.2497786],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.997537,"threshold_uncertainty_score":0.3681912,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400400816","doi":"10.7191/jeslib.935","title":"Navigating the Currents: Reflections from the Community Data Toolkits Workshop","year":2024,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Intellectual Property Law","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":"Computer science; World Wide Web","authors":[{"name":"Mikala Narlock","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4633645650666481,"gpt":0.4667584346318828,"spread":0.003393869565234742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.06673903,0.0007995333,0.001040076,0.001926927,0.05173085,0.02440518,0.007292812,0.01330971,0.006678943],"category_scores_gemma":[0.06827009,0.001353248,0.001062793,0.003352046,0.04337626,0.01587376,0.03674392,0.02574714,0.001629173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02802565,"about_ca_system_score_gemma":0.06160305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1122347,"about_ca_topic_score_gemma":0.1629824,"domain_scores_codex":[0.9371858,0.04584044,0.00103751,0.001733569,0.006104694,0.008097945],"domain_scores_gemma":[0.911684,0.04892861,0.001858843,0.00290923,0.009210583,0.02540866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003766401,0.00008929626,0.0005979511,0.0001538677,0.000008180227,0.001431992,0.9032949,0.00007984931,0.0002085796,0.01267684,0.07105477,0.01036602],"study_design_scores_gemma":[0.00001528352,0.00002506909,0.0002364762,0.0002131379,0.00000389757,0.0001154776,0.7396357,0.00004987372,0.0001212935,0.001921351,0.2576329,0.00002961479],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1797744,0.005523557,0.006372693,0.726239,0.00708234,0.0007262658,0.000367716,0.0003072414,0.07360682],"genre_scores_gemma":[0.7713348,0.004881445,0.005580646,0.1419847,0.001436068,0.001125771,0.0003301425,0.0009462056,0.07238034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9755948,"threshold_uncertainty_score":0.352954,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389964982","doi":"10.7191/jeslib.862","title":"Special Issue: 2023 Research Data Access and Preservation (RDAP) Summit","year":2023,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Research Data Management Practices","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":"Queen's University","funders":"","keywords":"Summit; World Wide Web; Data science; Theme (computing); Computer science; Geography; Cartography","authors":[{"name":"Alicia Cappello","is_ca":true},{"name":"Marla I. Hertz","is_ca":false},{"name":"Tina Griffin","is_ca":false},{"name":"Jamaica Jones","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6084863932464564,"gpt":0.496831382646432,"spread":0.1116550106000244,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00998167,0.002691155,0.002413356,0.005284629,0.007167032,0.0183988,0.003804959,0.00924461,0.1745653],"category_scores_gemma":[0.01967645,0.0009515111,0.00200918,0.003557203,0.002638568,0.00888576,0.008081638,0.00999233,0.0856581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004129695,"about_ca_system_score_gemma":0.007706261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003016687,"about_ca_topic_score_gemma":0.008740037,"domain_scores_codex":[0.9932302,0.0007833786,0.000524472,0.0006867265,0.003917414,0.0008576656],"domain_scores_gemma":[0.9710979,0.005554344,0.001516966,0.001534284,0.01095318,0.00934326],"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":[0.000010036,0.00001668798,0.0000332509,0.0000718127,0.000002346342,0.00003546842,0.00002295802,0.000007428008,0.00007049817,0.0002178619,0.9960856,0.003426046],"study_design_scores_gemma":[0.00001085173,0.00001882925,0.0003280241,0.0002146699,0.000005090008,0.00006317552,0.000111558,0.00004744742,0.0000757006,0.0005835962,0.998528,0.00001301399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0004961244,0.003855524,0.0006171643,0.0833715,0.8687247,0.0002878408,0.00137283,0.000602797,0.04067153],"genre_scores_gemma":[0.002207252,0.005541427,0.0007889885,0.0348357,0.7579291,0.0005725466,0.002681425,0.0009290322,0.1945145],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9816012,"threshold_uncertainty_score":0.5839791,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319662495","doi":"10.7191/jeslib.670","title":"Special Issue: 2022 Research Data Access and Preservation (RDAP) Summit","year":2023,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Research Data Management Practices","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":"University of Regina","funders":"","keywords":"Summit; Theme (computing); Research data; Computer science; Political science; World Wide Web; Data science; Geography; Cartography","authors":[{"name":"Caitlin Bakker","is_ca":true},{"name":"Kathryn Brooks","is_ca":false},{"name":"Jeanine Finn","is_ca":false},{"name":"Paria Aria","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5796832604062911,"gpt":0.4926165552489745,"spread":0.08706670515731663,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01001932,0.00267036,0.002364035,0.003650629,0.006089372,0.01695458,0.003792434,0.009980837,0.2161435],"category_scores_gemma":[0.01904223,0.0009157172,0.001633783,0.002184521,0.00218224,0.007667173,0.006204196,0.008961936,0.1086444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003334051,"about_ca_system_score_gemma":0.006589488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003479775,"about_ca_topic_score_gemma":0.00904999,"domain_scores_codex":[0.9948413,0.0006189158,0.0003832991,0.0006069154,0.002828985,0.0007206701],"domain_scores_gemma":[0.9735538,0.004310698,0.001263875,0.001656751,0.01179512,0.007419771],"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":[0.00001829738,0.00001761015,0.00003826803,0.00006713143,0.000002472631,0.00003512647,0.00001294675,0.000008151986,0.0000726521,0.0002643407,0.9962315,0.00323143],"study_design_scores_gemma":[0.00001593916,0.00002074353,0.0003632826,0.0001575419,0.000005209292,0.00004624335,0.00006946578,0.00006625128,0.0001045313,0.0005919724,0.9985451,0.00001366187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.000517715,0.002956908,0.0006742135,0.09435006,0.8442002,0.0003335759,0.002161751,0.0008514588,0.05395409],"genre_scores_gemma":[0.002914274,0.003970585,0.0009170374,0.04133426,0.5709045,0.000623984,0.004410911,0.0009996959,0.3739248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9830454,"threshold_uncertainty_score":0.7230719,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200387823","doi":"10.7191/jeslib.2021.1232","title":"Data Soup Webinar, December 16, 2021: hosted by the Data Curation Network and the Journal of eScience Librarianship","year":2021,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Research Data Management Practices","field":"Computer 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":"Data curation; Library science; Data archive; Digital curation; Research data; World Wide Web; Computer science; Information retrieval","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1732649198154146,"gpt":0.3449126051052467,"spread":0.1716476852898322,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008724794,0.001101682,0.001177965,0.006873585,0.006666257,0.01874994,0.002173987,0.003300709,0.5582273],"category_scores_gemma":[0.03417862,0.001162913,0.0008089253,0.009832139,0.001780401,0.01300708,0.008853391,0.004014398,0.6112833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004045535,"about_ca_system_score_gemma":0.0135762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01571954,"about_ca_topic_score_gemma":0.04333419,"domain_scores_codex":[0.9955004,0.0006276233,0.0003713514,0.000532033,0.002532089,0.0004365043],"domain_scores_gemma":[0.9752085,0.002778445,0.001057336,0.004247402,0.01093327,0.00577507],"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":[0.00001337605,0.00001220589,0.0001218475,0.00005426452,0.000001437362,0.00001619927,0.00007136347,0.000006854169,0.00009279604,0.0006356427,0.9856353,0.0133388],"study_design_scores_gemma":[0.000004518533,0.000003451374,0.000325319,0.00004267367,7.153723e-7,0.00001426063,0.0001065108,0.00002998507,0.00008543916,0.0003007438,0.9990796,0.000006955305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001785384,0.00298533,0.009595037,0.03124077,0.01473052,0.001591213,0.07272954,0.04809036,0.8172519],"genre_scores_gemma":[0.003884746,0.002129767,0.009049428,0.006946035,0.002258684,0.000836877,0.04542702,0.01852175,0.9109457],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.98125,"threshold_uncertainty_score":0.6301351,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3200944274","doi":"10.7191/jeslib.2021.1201","title":"Creating Guidance for Canadian Dataverse Curators: Portage Network’s Dataverse Curation Guide","year":2021,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Research Data Management Practices","field":"Computer 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":"Dalhousie University; Canadian Association of Research Libraries; Université de Montréal; Wilfrid Laurier University; McMaster University; Queen's University","funders":"Arizona Biomedical Research Commission; Canadian Association of Research Libraries; Association of Research Libraries","keywords":"Data curation; Digital curation; Workflow; Metadata; Computer science; World Wide Web; Resource (disambiguation); Data science; Database","authors":[{"name":"Alexandra Cooper","is_ca":true},{"name":"Michael Steeleworthy","is_ca":true},{"name":"Ève Paquette-Bigras","is_ca":true},{"name":"Erin Clary","is_ca":true},{"name":"Erin MacPherson","is_ca":true},{"name":"Louise Gillis","is_ca":true},{"name":"Jason Brodeur","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09503263367957987,"gpt":0.3376919548699979,"spread":0.242659321190418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.05159242,0.001367858,0.0009473928,0.01437141,0.02215201,0.01841264,0.005955994,0.003903967,0.04611753],"category_scores_gemma":[0.1029699,0.001776215,0.001295116,0.01898558,0.008452926,0.01249997,0.01532375,0.006082017,0.02979822],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06704337,"about_ca_system_score_gemma":0.3177078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8827569,"about_ca_topic_score_gemma":0.9364367,"domain_scores_codex":[0.9564036,0.01122288,0.003489412,0.003666358,0.02184213,0.003375666],"domain_scores_gemma":[0.8698259,0.01926986,0.002396544,0.01588413,0.08312182,0.009501695],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005405216,0.00004449874,0.00144249,0.0004936578,0.00001262671,0.0005187278,0.02084027,0.0005279466,0.001178137,0.06197013,0.8035973,0.1093201],"study_design_scores_gemma":[0.000004264403,0.000002436169,0.0002508037,0.0002813072,0.000003222239,0.0000530731,0.002366831,0.0001377791,0.000337931,0.002489395,0.9940358,0.00003695892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.007040356,0.004221613,0.2428369,0.1109214,0.004789597,0.005389205,0.03425187,0.01843593,0.5721132],"genre_scores_gemma":[0.032112,0.005952342,0.5739706,0.02086076,0.0004781466,0.004199186,0.02689375,0.01508965,0.3204436],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.994044,"threshold_uncertainty_score":0.486436,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400401143","doi":"10.7191/jeslib.907","title":"Identifying metadata commonalities across restricted health data sources: A mixed methods study exploring how to improve the discovery of and access to restricted datasets","year":2024,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Intellectual Property Law","field":"Social 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":"Toronto Dementia Research Alliance; University of Toronto; National Research Council Canada; Canadian Respiratory Research Network; University of Saskatchewan","funders":"","keywords":"Computer science; Chemistry","authors":[{"name":"Kevin Read","is_ca":true},{"name":"Grant Gibson","is_ca":true},{"name":"Ambery Leahey","is_ca":false},{"name":"Lynn Peterson","is_ca":true},{"name":"Sarah Rutley","is_ca":true},{"name":"Julie Shi","is_ca":true},{"name":"Victoria Smith","is_ca":true},{"name":"Kelly Stathis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4708980200227392,"gpt":0.4873116199781883,"spread":0.01641359995544911,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2125939,0.000589511,0.001289499,0.009582081,0.003517796,0.006889492,0.002856404,0.001477699,0.002549458],"category_scores_gemma":[0.346612,0.001005967,0.002879195,0.008397339,0.003387371,0.008675629,0.007792844,0.002052751,0.0002913084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006855306,"about_ca_system_score_gemma":0.01340949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01017256,"about_ca_topic_score_gemma":0.02051155,"domain_scores_codex":[0.8477796,0.1175424,0.01442411,0.007774158,0.01050428,0.001975451],"domain_scores_gemma":[0.4485392,0.4528743,0.04222191,0.02221064,0.03116839,0.002985641],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001239417,0.001081601,0.4651333,0.01287589,0.001990574,0.0009057164,0.2917588,0.0006668877,0.001678266,0.01537531,0.003110015,0.2041842],"study_design_scores_gemma":[0.0005579081,0.002922878,0.2667502,0.02675943,0.00397552,0.001562324,0.601426,0.008575057,0.006540378,0.02623228,0.0542392,0.0004588254],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.902486,0.007075108,0.0687977,0.004812404,0.0001326991,0.00886451,0.002332767,0.000121342,0.005377561],"genre_scores_gemma":[0.8438188,0.002623107,0.1387488,0.002067459,0.00007136777,0.01011374,0.001736232,0.00009093443,0.0007295887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9931105,"threshold_uncertainty_score":0.9710119,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}