{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":20,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":20,"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":"49b40f3d368a","filters":{"venue":"Women in engineering and science"}},"results":[{"id":"W4384010194","doi":"10.1007/978-3-031-27650-7_23","title":"Tanzanian Women in Archaeology","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Historical and Cultural Archaeology Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Tanzania; Mentorship; Colonialism; Work (physics); Government (linguistics); Curriculum; Representation (politics); Gender studies; Sociology; Political science; Geography; History; Archaeology; Pedagogy; Politics; Socioeconomics; Engineering; Law","authors":[{"name":"Kathryn L. Ranhorn","is_ca":false},{"name":"Mariam Bundala","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01582932011448594,"gpt":0.2345850988752413,"spread":0.2187557787607554,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007826299,0.0003574786,0.0001895077,0.001120474,0.006115517,0.002777039,0.0004383668,0.0008420592,0.008948085],"category_scores_gemma":[0.0007767847,0.0002503318,0.00005768916,0.001982538,0.004792306,0.001536274,0.00202038,0.00112757,0.000811439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003129522,"about_ca_system_score_gemma":0.002965065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01528,"about_ca_topic_score_gemma":0.06205925,"domain_scores_codex":[0.999691,0.0001394011,0.000007260933,0.00001482939,0.0000297531,0.0001177075],"domain_scores_gemma":[0.9997318,0.0001362145,0.00003465044,0.00001215734,0.00002927141,0.00005578606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006798666,0.00003708334,0.00324352,0.0003887685,0.000004198021,0.001210818,0.4181224,0.00006378259,0.001171645,0.4345906,0.05304164,0.08805764],"study_design_scores_gemma":[0.000009644382,0.0000601619,0.007998399,0.0006229383,0.000009102878,0.0005253867,0.1232296,0.00005104122,0.0003602463,0.0106998,0.8564264,0.000007305793],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.254321,0.09833486,0.00114754,0.03428805,0.001442439,0.0001167053,0.000154794,0.0000542268,0.6101404],"genre_scores_gemma":[0.7152027,0.01986029,0.0008927573,0.00267175,0.0004079439,0.000117925,0.0000486762,0.00004317502,0.2607546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9938845,"threshold_uncertainty_score":0.03038216,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416564955","doi":"10.1007/978-3-031-95890-8_11","title":"Social and Ethical Risks Posed by General-Purpose LLMs for Settling Newcomers in Canada","year":2025,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Mila - Quebec Artificial Intelligence Institute; National Research Council Canada","funders":"","keywords":"Settlement (finance); Immigration; Workflow; Government (linguistics); Human settlement; Sustainable development; Domain (mathematical analysis); Citizen journalism","authors":[{"name":"Isar Nejadgholi","is_ca":true},{"name":"Maryam Molamohammadi","is_ca":true},{"name":"Samir Bakhtawar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09304869272059642,"gpt":0.3761961170111199,"spread":0.2831474242905235,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003361918,0.0002613316,0.0003860318,0.001115147,0.03395047,0.01105813,0.002068812,0.004735281,0.01229379],"category_scores_gemma":[0.009360346,0.0003587903,0.0004512668,0.001695401,0.007190257,0.001601585,0.003683628,0.006802865,0.000660047],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1394369,"about_ca_system_score_gemma":0.2433604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9918438,"about_ca_topic_score_gemma":0.9976407,"domain_scores_codex":[0.9950418,0.000687782,0.00006949392,0.0002363373,0.001318687,0.002645777],"domain_scores_gemma":[0.9915371,0.001779331,0.0003145318,0.0001681076,0.002796769,0.003404176],"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":[0.0001973849,0.0001436924,0.02908968,0.0001720322,0.00004219484,0.003597662,0.1918771,0.001489574,0.001037262,0.3824797,0.2596999,0.1301739],"study_design_scores_gemma":[0.00002683824,0.00006924904,0.01991458,0.000449246,0.00004411908,0.0004618565,0.2413738,0.000986584,0.0006973207,0.009409364,0.726449,0.0001181339],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3564718,0.006133531,0.001560426,0.1314951,0.001209312,0.0001626203,0.000343224,0.0001241013,0.5024999],"genre_scores_gemma":[0.7156997,0.002523291,0.0008621264,0.01052753,0.0001050917,0.00005162931,0.00008463828,0.00007400581,0.270072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1394369,"threshold_uncertainty_score":0.9981313,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389512081","doi":"10.1007/978-3-031-33800-7","title":"Women’s Contribution to Science and Technology through ICWES Conferences","year":2023,"lang":"en","type":"book","venue":"Women in engineering and science","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"European Commission; University of Warwick; University of Alberta","keywords":"Engineering ethics; Library science; Political science; Engineering; Computer science","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01540318011771932,"gpt":0.2398719679142198,"spread":0.2244687877965005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001488477,0.0004788988,0.0002455724,0.002067392,0.004246855,0.008338609,0.0006970988,0.001172349,0.04363901],"category_scores_gemma":[0.002655592,0.000176243,0.0002457895,0.002309992,0.001392136,0.002668091,0.005325245,0.00218428,0.004627815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003220659,"about_ca_system_score_gemma":0.003769152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005005418,"about_ca_topic_score_gemma":0.02269416,"domain_scores_codex":[0.9989735,0.0003637886,0.00001880685,0.00004670962,0.0003073195,0.0002898617],"domain_scores_gemma":[0.9984615,0.0004252733,0.00005571023,0.00005933678,0.0002092554,0.0007889516],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009730193,0.000126686,0.001689265,0.0003531611,0.00001260312,0.0004599781,0.02800283,0.000209262,0.001074151,0.1604211,0.5093837,0.2981699],"study_design_scores_gemma":[0.000004258472,0.000018904,0.001036012,0.0001443291,0.000002946131,0.00008191313,0.005510639,0.00002683438,0.0001573824,0.002549874,0.9904632,0.000003793637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01048234,0.01021758,0.0002945153,0.01469692,0.003793079,0.00002184507,0.0000456641,0.00005827169,0.9603898],"genre_scores_gemma":[0.09107614,0.00967022,0.0003882344,0.002308221,0.002477203,0.00003641034,0.00006865159,0.00009082671,0.8938841],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9985115,"threshold_uncertainty_score":0.145987,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389506364","doi":"10.1007/978-3-031-33800-7_17","title":"ICWES-XIV: Lille, France, July 15–18, 2008","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Innovation Policy and R&D","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"General partnership; Theme (computing); Library science; Political science; Humanities; Media studies; Sociology; Art; Law; Computer science","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02382150427501687,"gpt":0.2013936048417682,"spread":0.1775721005667513,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006997972,0.001480798,0.0008818498,0.002038015,0.001714559,0.005271081,0.001122458,0.001416835,0.4238877],"category_scores_gemma":[0.0008948275,0.0005431007,0.0005822934,0.002140299,0.0005121703,0.002247228,0.001301547,0.001467269,0.2611947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002749486,"about_ca_system_score_gemma":0.001932208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03000914,"about_ca_topic_score_gemma":0.07738978,"domain_scores_codex":[0.9996336,0.00004253327,0.00001400502,0.00008714401,0.0001475279,0.00007514441],"domain_scores_gemma":[0.9997535,0.00003994891,0.0000177925,0.00003620266,0.0001011855,0.00005140663],"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":[0.000109213,0.0000387422,0.0002878454,0.0001372869,0.000009728717,0.00008928012,0.0001013919,0.0004737462,0.0005208006,0.005085333,0.8656051,0.1275413],"study_design_scores_gemma":[0.0000129112,0.00001302394,0.0007636451,0.0001892892,0.000004836181,0.00004943039,0.0000615983,0.0001876249,0.0004055157,0.0006983135,0.9976077,0.000006115132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002565414,0.02266596,0.003737578,0.0044507,0.002865254,0.0001537532,0.008894226,0.004574763,0.9500924],"genre_scores_gemma":[0.002885869,0.004017235,0.0009474867,0.0002135726,0.0001411075,0.00003353644,0.001742986,0.0005203169,0.9894979],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4238877,"threshold_uncertainty_score":0.8217543,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389506342","doi":"10.1007/978-3-031-33800-7_3","title":"ICWES-II, The Need to Continue: Cambridge, UK, July 1–9, 1967","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Political science; Population; Public relations; Library science; Engineering; Engineering ethics; Management; Sociology; Computer science; Economics","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007344237690095515,"gpt":0.2067891777168638,"spread":0.1994449400267683,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005388326,0.00139405,0.0006455769,0.002115339,0.002243081,0.004813719,0.0009116378,0.002168936,0.1661365],"category_scores_gemma":[0.001327694,0.0007774838,0.0003122679,0.003679636,0.001170693,0.004352963,0.002239753,0.003214114,0.06812425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00318244,"about_ca_system_score_gemma":0.003080565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03074895,"about_ca_topic_score_gemma":0.150691,"domain_scores_codex":[0.9995902,0.00005197014,0.00003310418,0.00006377055,0.0001811678,0.00007975881],"domain_scores_gemma":[0.999721,0.00007329517,0.0000182852,0.00002386933,0.00009309265,0.00007051726],"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":[0.0000282556,0.000007703088,0.00009095654,0.0001679709,0.000001860888,0.00005590314,0.0004303009,0.00006332083,0.0001471912,0.007802617,0.9153575,0.07584643],"study_design_scores_gemma":[0.000001091499,0.000002298742,0.0001357263,0.0001447085,7.75464e-7,0.0000269939,0.0001197221,0.000008220759,0.00003778348,0.0003673635,0.9991535,0.000001804747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009950825,0.329221,0.0009852196,0.01374362,0.01696268,0.00006881592,0.001039943,0.0003113666,0.6366722],"genre_scores_gemma":[0.001791716,0.03511302,0.0002652536,0.0005553465,0.0004354066,0.00002116084,0.0002380359,0.0001250693,0.961455],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1661365,"threshold_uncertainty_score":0.5557821,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394681328","doi":"10.1007/978-3-031-54085-1_3","title":"The Second Generation of Regional Chairs (2003–2011)","year":2024,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Royal Military College of Canada","funders":"","keywords":"Computer science","authors":[{"name":"Caroline D’Amours","is_ca":true},{"name":"Hannah Young","is_ca":true},{"name":"Catherine Mavriplis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02574278590925377,"gpt":0.248687845759342,"spread":0.2229450598500883,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001304506,0.0004427968,0.0002539907,0.000966857,0.001603359,0.003594902,0.0008711868,0.0013556,0.05362343],"category_scores_gemma":[0.001392982,0.0004237512,0.0003184883,0.001062455,0.0004768551,0.001740334,0.00202618,0.00247965,0.02027025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003835486,"about_ca_system_score_gemma":0.007102788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04484534,"about_ca_topic_score_gemma":0.1579877,"domain_scores_codex":[0.999391,0.00006235232,0.00001054225,0.00009826495,0.0001427952,0.0002950954],"domain_scores_gemma":[0.9993837,0.00003711509,0.00003430539,0.00002717402,0.0001777141,0.0003399759],"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":[0.0000541207,0.00001959675,0.0009881365,0.0000830525,0.000003538425,0.0001132361,0.001402245,0.0001093737,0.0003230649,0.02972798,0.8964382,0.07073739],"study_design_scores_gemma":[0.000001606742,0.000004905999,0.00100225,0.0000210636,9.113425e-7,0.00002713952,0.0001827525,0.00002065276,0.00006332868,0.0001892707,0.9984841,0.000002130347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02903983,0.0552815,0.002750778,0.05505695,0.03365803,0.0001774376,0.005356785,0.000540419,0.8181384],"genre_scores_gemma":[0.02565777,0.00319823,0.0003405279,0.002371437,0.0006335326,0.00003798802,0.0005493976,0.0001292337,0.967082],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9983966,"threshold_uncertainty_score":0.1793883,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389509810","doi":"10.1007/978-3-031-33800-7_12","title":"ICWES-XI, Chiba, Japan, July 24–27, 1999","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Theme (computing); Political science; Women in science; China; Environmental ethics; Library science; Engineering ethics; Sociology; Engineering; Law; Gender studies","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0110360008236663,"gpt":0.2067920655731098,"spread":0.1957560647494435,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000316177,0.001410309,0.0005170807,0.000979963,0.001662865,0.002415155,0.001033868,0.0007785399,0.4553595],"category_scores_gemma":[0.0004168569,0.0004484398,0.0002724581,0.001948913,0.0003987173,0.001465573,0.0009992027,0.0009544497,0.2563848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299625,"about_ca_system_score_gemma":0.001152481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0242051,"about_ca_topic_score_gemma":0.1272267,"domain_scores_codex":[0.9998972,0.000005824002,0.000003805051,0.00002402739,0.00004309334,0.00002591205],"domain_scores_gemma":[0.9998287,0.00001809771,0.000005821343,0.00001484931,0.00008312253,0.00004945085],"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":[0.00007441281,0.00003382054,0.0003047183,0.0001146959,0.000005138427,0.0000863664,0.0001428261,0.000166817,0.0008214395,0.00227397,0.8649451,0.1310307],"study_design_scores_gemma":[0.00000798199,0.00001100271,0.001033289,0.00009480299,0.000007620202,0.0000445868,0.0001585814,0.0001636464,0.00036637,0.0004135824,0.9976943,0.000004141535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002319633,0.01041951,0.002267714,0.001505533,0.003003868,0.0001048174,0.001914717,0.00109688,0.9773673],"genre_scores_gemma":[0.001051309,0.002015792,0.0003412428,0.00007527551,0.0000548287,0.00001511734,0.0005516591,0.0001375011,0.9957572],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4553595,"threshold_uncertainty_score":0.7768636,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389506351","doi":"10.1007/978-3-031-33800-7_5","title":"ICWES-IV, Cracow, Poland, September 8–13, 1975","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Historical Education Studies Worldwide","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"World War II; Service (business); Iron Curtain; Library science; Political science; Media studies; Sociology; Law; Politics; Cold war; Economy; Computer science","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01857132980536598,"gpt":0.2722200718026205,"spread":0.2536487419972546,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003134428,0.001058308,0.0003688944,0.001678038,0.001305107,0.002514903,0.0008458307,0.00066863,0.1353601],"category_scores_gemma":[0.000494459,0.0004868013,0.0002293462,0.002813074,0.0006195561,0.001300894,0.00126021,0.0008668847,0.04874373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002249838,"about_ca_system_score_gemma":0.001632354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03894284,"about_ca_topic_score_gemma":0.1317377,"domain_scores_codex":[0.9998068,0.00001559696,0.00001060837,0.0000433132,0.0000670036,0.00005666513],"domain_scores_gemma":[0.9999056,0.00001439347,0.000006336421,0.00001162262,0.00003649866,0.00002562304],"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":[0.0002749751,0.00006029103,0.0007590075,0.0004008192,0.0000181661,0.0002702348,0.0006446498,0.0007405193,0.0015551,0.009027869,0.7084556,0.2777927],"study_design_scores_gemma":[0.000009969257,0.00001480402,0.002321751,0.0002460639,0.000008984101,0.00007543077,0.0002933697,0.0001010245,0.0008446819,0.000587628,0.9954918,0.00000450162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01164892,0.07950048,0.001973448,0.002610304,0.004460804,0.000117808,0.002800695,0.0006653545,0.8962222],"genre_scores_gemma":[0.009378654,0.0164686,0.0005652113,0.00009375836,0.0001154304,0.00003015708,0.001072159,0.0001655345,0.9721105],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1353601,"threshold_uncertainty_score":0.4528246,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389509834","doi":"10.1007/978-3-031-33800-7_18","title":"Development of CIWES-ICFIS","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Corporation; Library science; Political science; Engineering; Sociology; Engineering ethics; Law; Computer science","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0662091343405579,"gpt":0.3442026752379396,"spread":0.2779935408973817,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004931871,0.0006490889,0.0002630068,0.002913499,0.002491632,0.007166781,0.001830541,0.001300069,0.03215623],"category_scores_gemma":[0.004005521,0.0002725982,0.0003196638,0.002427347,0.001728395,0.002413496,0.004410963,0.002769091,0.007378471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009570141,"about_ca_system_score_gemma":0.01842487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01697927,"about_ca_topic_score_gemma":0.03111849,"domain_scores_codex":[0.9987484,0.000311442,0.000035633,0.0001529952,0.0004693334,0.0002821808],"domain_scores_gemma":[0.9974251,0.0003444506,0.00005361193,0.0002737808,0.001085691,0.000817424],"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":[0.00002087765,0.00008310821,0.000859723,0.000104783,0.000004217871,0.00009527458,0.002603404,0.0004560293,0.0006911877,0.6437184,0.08432584,0.2670372],"study_design_scores_gemma":[0.000002575219,0.00001423359,0.0007370778,0.0001402414,0.000001632893,0.000051977,0.0007881509,0.0001823179,0.0005355718,0.009853958,0.9876879,0.000004446305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007468837,0.002151424,0.01513752,0.005302521,0.001201037,0.0002039444,0.0002579778,0.0004166925,0.96786],"genre_scores_gemma":[0.08072019,0.002802444,0.04534114,0.00234809,0.0002545035,0.0004230866,0.0009762069,0.0003785766,0.8667558],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03215623,"threshold_uncertainty_score":0.1075733,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389506324","doi":"10.1007/978-3-031-33800-7_4","title":"ICWES-III, Turin, Italy, September 5–12, 1971","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Historical Gender and Feminism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Theme (computing); Feminism; Feminist movement; Library science; Political science; Sociology; Gender studies; Media studies; History","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02987385041296626,"gpt":0.2572991215173504,"spread":0.2274252711043842,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003007109,0.0009741496,0.0005075911,0.00157085,0.001727415,0.002540991,0.0008426199,0.0008443008,0.1434169],"category_scores_gemma":[0.0004225006,0.0004209665,0.0002793196,0.002545757,0.00061375,0.001012975,0.001251535,0.001079174,0.05208633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002280216,"about_ca_system_score_gemma":0.0009956947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02376823,"about_ca_topic_score_gemma":0.08126207,"domain_scores_codex":[0.9997749,0.00002762925,0.000006995128,0.00005375351,0.00007342731,0.00006331687],"domain_scores_gemma":[0.9999194,0.00001422082,0.000006016618,0.000009354381,0.0000331329,0.00001785839],"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":[0.0001571941,0.00003547236,0.0004972827,0.0002161411,0.000009821765,0.0001720414,0.000383402,0.0003621491,0.0006211257,0.005776631,0.8731351,0.1186336],"study_design_scores_gemma":[0.000007363285,0.00001606326,0.001839449,0.0001702818,0.00000549748,0.00006307429,0.0001422267,0.0000806271,0.0005219944,0.0003903025,0.9967596,0.000003533128],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009053882,0.07971356,0.001391892,0.004291511,0.007725047,0.0001053718,0.003264853,0.0006638108,0.89379],"genre_scores_gemma":[0.008910866,0.01031913,0.00036938,0.0001776993,0.0002942793,0.0000353061,0.001002073,0.000216982,0.9786743],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1434169,"threshold_uncertainty_score":0.4797772,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389509847","doi":"10.1007/978-3-031-33800-7_6","title":"ICWES-V, Rouen, France, September 4–8, 1978","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Solidarity; Theme (computing); Political science; Library science; Order (exchange); Event (particle physics); Media studies; Sociology; Management; Public relations; Law; Business; Computer science","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05536196121912312,"gpt":0.3346335922466237,"spread":0.2792716310275006,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004204501,0.001285362,0.0006951115,0.001720847,0.001894548,0.003636184,0.001178988,0.001152991,0.2974221],"category_scores_gemma":[0.0006451769,0.0005135596,0.0004110242,0.002142651,0.0006245533,0.001783182,0.0009787309,0.001193371,0.1249338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00234884,"about_ca_system_score_gemma":0.001106922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04004482,"about_ca_topic_score_gemma":0.1269426,"domain_scores_codex":[0.9997079,0.00002934953,0.0000111585,0.00006801672,0.0001127151,0.00007073888],"domain_scores_gemma":[0.9998525,0.00003967977,0.000007556078,0.00001650147,0.00005552447,0.00002822484],"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":[0.0002067102,0.00007089096,0.0005735111,0.0002223898,0.00002024292,0.0004030377,0.0003384112,0.0008566199,0.00173429,0.01678613,0.7950414,0.1837464],"study_design_scores_gemma":[0.00001263407,0.00001960595,0.000974357,0.0001459331,0.000006431166,0.0001180513,0.0001351012,0.0001820602,0.0005920011,0.0008067506,0.9970011,0.000006018714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004101951,0.0320011,0.002399064,0.00204828,0.003528327,0.000103955,0.002018571,0.0009124204,0.9528863],"genre_scores_gemma":[0.003870718,0.006455261,0.00057616,0.000102792,0.0001365931,0.00002538392,0.0004953559,0.0002034954,0.9881342],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2974221,"threshold_uncertainty_score":0.994976,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389506205","doi":"10.1007/978-3-031-33800-7_15","title":"INWES Between 2002 and 2008","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Interim; Political science; Period (music); Public relations; Management; Law; Art","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03017249434790333,"gpt":0.2749505975966604,"spread":0.2447781032487571,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003979476,0.0005089132,0.0002791428,0.001227582,0.001833643,0.003169534,0.0006451664,0.0009002592,0.1297532],"category_scores_gemma":[0.0009064293,0.0001701514,0.0001554573,0.001669483,0.0006938534,0.001897624,0.001653664,0.001355036,0.03011277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002476531,"about_ca_system_score_gemma":0.001956166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005827596,"about_ca_topic_score_gemma":0.03265693,"domain_scores_codex":[0.9997683,0.0000359353,0.000009318254,0.00004137588,0.0001023317,0.00004273507],"domain_scores_gemma":[0.9997695,0.00005802583,0.00001436576,0.00001569168,0.00007425447,0.00006805608],"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":[0.00006468855,0.00003285693,0.0004017107,0.000228884,0.000003135455,0.0002488634,0.002738144,0.0001114633,0.0004066722,0.1019669,0.6652721,0.2285246],"study_design_scores_gemma":[5.608734e-7,0.000001592383,0.00007875195,0.00003576138,3.371104e-7,0.0000246759,0.0001272767,0.000005736512,0.00004348531,0.0004802516,0.9992009,5.780354e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003179391,0.02560977,0.001014997,0.006566465,0.008482985,0.00004369776,0.0006669957,0.0001396626,0.954296],"genre_scores_gemma":[0.00321986,0.002467734,0.0001798135,0.0004924093,0.0001764493,0.0000119924,0.0001209686,0.00003430757,0.9932966],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1297532,"threshold_uncertainty_score":0.4340677,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389506303","doi":"10.1007/978-3-031-33800-7_9","title":"ICWES-VIII, Abidjan, Ivory Coast, September 20–27, 1987","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Theme (computing); Ivory tower; Cote d ivoire; Library science; Geography; History; Political science; Humanities; Art; Computer science; World Wide Web","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01418867449462346,"gpt":0.2040772082424196,"spread":0.1898885337477961,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004126551,0.0007691954,0.0004164935,0.001103697,0.002426657,0.002602095,0.0009929574,0.0007731513,0.2206326],"category_scores_gemma":[0.0005634468,0.0004126799,0.0002225434,0.002239659,0.0005424488,0.0008653438,0.001037203,0.0009291096,0.06448121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002602076,"about_ca_system_score_gemma":0.002188182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09453965,"about_ca_topic_score_gemma":0.3540324,"domain_scores_codex":[0.999821,0.00001278509,0.000007478417,0.00002995252,0.00006543698,0.00006336976],"domain_scores_gemma":[0.9998559,0.00001636167,0.000007126995,0.00001288401,0.0000685587,0.00003913699],"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":[0.0001200878,0.00005248874,0.0008994854,0.0001708598,0.000006323732,0.0001948825,0.0006517218,0.0002607252,0.0006327967,0.003295223,0.8872547,0.1064607],"study_design_scores_gemma":[0.000004690471,0.000009225982,0.002173326,0.0001210836,0.000002914277,0.00003407953,0.0003628657,0.00004888884,0.0001827833,0.0002280851,0.9968293,0.000002755064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009580153,0.03266132,0.0008595402,0.003044359,0.006567937,0.0001270935,0.003170229,0.0004838611,0.9435056],"genre_scores_gemma":[0.003032324,0.002551947,0.0002133653,0.00007687783,0.00005985715,0.0000130607,0.0006177411,0.00006533653,0.9933696],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2206326,"threshold_uncertainty_score":0.7380897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394681231","doi":"10.1007/978-3-031-54085-1_5","title":"Epilogue","year":2024,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Royal Military College of Canada","funders":"","keywords":"History","authors":[{"name":"Caroline D’Amours","is_ca":true},{"name":"Hannah Young","is_ca":true},{"name":"Catherine Mavriplis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01356509449288989,"gpt":0.2431154586000913,"spread":0.2295503641072014,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001591685,0.0006069868,0.0004698092,0.001815381,0.001566929,0.003395191,0.001158812,0.002432374,0.5159832],"category_scores_gemma":[0.007719506,0.0002478075,0.0005769754,0.0008007334,0.0005371268,0.002274521,0.002070733,0.002696543,0.2575228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291841,"about_ca_system_score_gemma":0.002511603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003245831,"about_ca_topic_score_gemma":0.008479785,"domain_scores_codex":[0.9992288,0.0001503107,0.00002841654,0.00008659818,0.0003858922,0.0001197944],"domain_scores_gemma":[0.9972634,0.0004752063,0.00006898966,0.000174571,0.001345309,0.0006725403],"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":[0.00001939007,0.000006795251,0.00004307783,0.0000681458,7.341881e-7,0.00004250675,0.00002414337,0.000007001147,0.00004786615,0.001983145,0.9769111,0.02084611],"study_design_scores_gemma":[0.000005203899,0.000007776996,0.0001086352,0.0000566293,0.000001145097,0.00004699486,0.0000491842,0.000006381236,0.00003205126,0.0008851169,0.9987983,0.000002603609],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006860617,0.004465992,0.001357219,0.06026793,0.1844803,0.0004303342,0.004247674,0.001072058,0.7429924],"genre_scores_gemma":[0.002419627,0.001313189,0.0005471525,0.02233521,0.01172628,0.000212214,0.001018582,0.0002802062,0.9601476],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5159832,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389506848","doi":"10.1007/978-3-031-33800-7_10","title":"ICWES-IX, Warwick University, Coventry, UK, July 14–20, 1991","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Theme (computing); Demographics; Library science; Event (particle physics); Media studies; Public relations; Political science; Sociology; Management; Computer science","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05590116167147966,"gpt":0.304487328306827,"spread":0.2485861666353473,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005716668,0.001322585,0.0007331333,0.001565405,0.001653471,0.004619112,0.001092273,0.00112512,0.4866905],"category_scores_gemma":[0.001307877,0.0006935559,0.0003256944,0.002848575,0.0005851715,0.002599692,0.001442536,0.001329947,0.28277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0019634,"about_ca_system_score_gemma":0.001472247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01913853,"about_ca_topic_score_gemma":0.08293003,"domain_scores_codex":[0.9997116,0.00002477137,0.00001731959,0.00005793643,0.0001312549,0.00005722603],"domain_scores_gemma":[0.9996608,0.0000669479,0.0000147836,0.00003509386,0.0001407164,0.00008162385],"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":[0.00007078157,0.00002172968,0.0001949283,0.0001352544,0.000003753247,0.00006972277,0.0002388013,0.000202679,0.0003536235,0.004783595,0.8951028,0.0988223],"study_design_scores_gemma":[0.000006646684,0.00001046746,0.0006598278,0.0001928907,0.000003241062,0.00004404842,0.0001735936,0.00007867315,0.0002474756,0.0008308086,0.9977481,0.000004202927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001787513,0.01780296,0.00158541,0.002400925,0.002391987,0.00008712529,0.002305802,0.000738507,0.9708998],"genre_scores_gemma":[0.0009838359,0.003007489,0.0002445517,0.00007825233,0.00005554396,0.00001298343,0.0004334789,0.0001227396,0.9950611],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4866905,"threshold_uncertainty_score":0.7321737,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389506358","doi":"10.1007/978-3-031-33800-7_1","title":"Methodology in Creating and Analyzing the ICWES Database","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Balkan and Eastern European Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Table of contents; Table (database); Computer science; Library science; World Wide Web; Transcription (linguistics); Database; Information retrieval; Linguistics","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.105698637495701,"gpt":0.2473721881389283,"spread":0.1416735506432273,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01063567,0.0006223382,0.00064347,0.009634111,0.001120229,0.008079028,0.002168379,0.0007815339,0.02373404],"category_scores_gemma":[0.05445687,0.0007259131,0.0007025251,0.01449578,0.0007923099,0.003215061,0.002995691,0.001610248,0.01620804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027859,"about_ca_system_score_gemma":0.004117315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005832051,"about_ca_topic_score_gemma":0.006903028,"domain_scores_codex":[0.9894314,0.003845847,0.002084589,0.001556947,0.00264584,0.0004353136],"domain_scores_gemma":[0.9657647,0.01621598,0.001342799,0.009308612,0.006517061,0.0008508431],"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":[0.0003222203,0.000459619,0.02086575,0.0009687794,0.0001577914,0.0004878137,0.003227233,0.005118544,0.008803244,0.07467366,0.1511262,0.7337891],"study_design_scores_gemma":[0.0002790884,0.0001916415,0.02079611,0.0007992012,0.0002020138,0.0007256262,0.005095143,0.04840942,0.03275119,0.06476822,0.8258287,0.0001537399],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02697327,0.0006026454,0.8242865,0.0013275,0.0003744209,0.005869275,0.07964332,0.02427812,0.03664491],"genre_scores_gemma":[0.03681856,0.0003195582,0.8894265,0.0003820652,0.00014109,0.00424205,0.0559645,0.003887753,0.008818019],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9988798,"threshold_uncertainty_score":0.07939827,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389506321","doi":"10.1007/978-3-031-33800-7_2","title":"ICWES-I, Setting the Stage: ICWES-I, New York City, USA, June 15–21, 1964","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Twentieth Century Scientific Developments","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Theme (computing); Population; Political science; Clothing; Diversity (politics); Engineering; Library science; Economic growth; Engineering ethics; Public relations; Sociology; Law","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03236802168692689,"gpt":0.2105059497146262,"spread":0.1781379280276993,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001007089,0.001972381,0.000549984,0.003389627,0.003491388,0.005730809,0.001017805,0.002007517,0.1095197],"category_scores_gemma":[0.002325102,0.0007619859,0.0003083845,0.007062605,0.001813888,0.005333268,0.002487295,0.003717282,0.04721788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007242933,"about_ca_system_score_gemma":0.006594943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1071203,"about_ca_topic_score_gemma":0.3006566,"domain_scores_codex":[0.9994146,0.00006522649,0.0000402241,0.0000962651,0.0002926587,0.00009108706],"domain_scores_gemma":[0.9995093,0.00009327402,0.00003091478,0.00003227339,0.0002134738,0.0001207882],"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":[0.00001279826,0.000005980375,0.0000927869,0.00004894948,9.935973e-7,0.0000164287,0.0001656785,0.00005698446,0.00005015876,0.003086887,0.9694421,0.02702023],"study_design_scores_gemma":[0.000002110685,0.000002349203,0.0003848899,0.0001847047,0.000001354949,0.00001434999,0.000186273,0.00002178686,0.00008367694,0.0004573366,0.9986571,0.00000401188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001185656,0.1482419,0.001320854,0.01466386,0.01967644,0.0001128545,0.002663544,0.000570756,0.8115643],"genre_scores_gemma":[0.002962144,0.0353572,0.0004959563,0.0007463014,0.001129107,0.00007589947,0.000695456,0.0003313064,0.9582067],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1095197,"threshold_uncertainty_score":0.3663799,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4384010067","doi":"10.1007/978-3-031-27650-7_21","title":"Women and the Foundation of Egyptian Archaeology","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Archaeological Research and Protection","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Foundation (evidence); Egyptology; History; Archaeology","authors":[{"name":"Caroline Arbuckle MacLeod","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01751774532032038,"gpt":0.2119050489306127,"spread":0.1943873036102924,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001635909,0.0004364172,0.0004194273,0.001832694,0.005868348,0.008909258,0.0007588967,0.001359013,0.0135786],"category_scores_gemma":[0.001882293,0.0002545432,0.0001521614,0.002388861,0.01911811,0.002979433,0.003308881,0.001997353,0.00089034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00936925,"about_ca_system_score_gemma":0.007773314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01300953,"about_ca_topic_score_gemma":0.02721605,"domain_scores_codex":[0.9991522,0.0003649551,0.00002926783,0.00006080031,0.0001196168,0.0002731763],"domain_scores_gemma":[0.9992812,0.0003380992,0.00007716619,0.00007158518,0.0001101145,0.0001218921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003390154,0.000009763746,0.0003590284,0.0000884888,0.000004776949,0.0001376398,0.01377552,0.0000807613,0.00007460051,0.9574467,0.008613905,0.01937486],"study_design_scores_gemma":[0.00001410091,0.00002033588,0.001759389,0.000454412,0.00001160942,0.0001409075,0.01378222,0.00007901034,0.0001909269,0.1631623,0.8203744,0.00001041202],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04398921,0.05496037,0.001287533,0.03130073,0.0009061752,0.0000462823,0.0001289858,0.00003821297,0.8673425],"genre_scores_gemma":[0.7642123,0.01825418,0.0008337437,0.002574751,0.0007581396,0.00005916146,0.00007030919,0.00004841016,0.213189],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9941316,"threshold_uncertainty_score":0.06797904,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389506241","doi":"10.1007/978-3-031-33800-7_11","title":"ICWES-X, Budapest, Hungary, October 8–10, 1996","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"International Science and Diplomacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Theme (computing); Library science; Discretion; Political science; History; Law; Computer science","authors":[{"name":"Monique Frize","is_ca":true},{"name":"Claire Deschênes","is_ca":true},{"name":"Ruby Heap","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01720777452626606,"gpt":0.2764952308900956,"spread":0.2592874563638295,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003433869,0.0008404804,0.0005122813,0.000898357,0.000643516,0.002139837,0.001127224,0.0006992802,0.2368297],"category_scores_gemma":[0.0004888365,0.0003806689,0.0002352551,0.001608787,0.0003137433,0.001184008,0.0009489417,0.000643615,0.1162707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009859011,"about_ca_system_score_gemma":0.00056458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007365446,"about_ca_topic_score_gemma":0.01868713,"domain_scores_codex":[0.9998327,0.00001102553,0.000007786017,0.0000371701,0.00006738824,0.00004396623],"domain_scores_gemma":[0.9998714,0.00002106356,0.000006409292,0.00001702327,0.00004893381,0.00003505736],"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":[0.0003071238,0.00006262826,0.0005469751,0.0002729473,0.00001645375,0.0002759096,0.0002549652,0.0005618425,0.001948512,0.00415349,0.7799858,0.2116133],"study_design_scores_gemma":[0.00002755579,0.00002498379,0.002506685,0.0001658768,0.00001617306,0.0001183952,0.0001915328,0.0002218396,0.001025216,0.0006814802,0.9950135,0.000006646229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01093186,0.03089977,0.003639148,0.002048014,0.005829982,0.0001791871,0.005582433,0.001464198,0.9394255],"genre_scores_gemma":[0.008052805,0.006665333,0.0007806506,0.0001030828,0.0001317431,0.00003291216,0.00188902,0.0002286181,0.9821159],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2368297,"threshold_uncertainty_score":0.7922743,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394681325","doi":"10.1007/978-3-031-54085-1_1","title":"A National Chair for Women in Engineering (1989–1997)","year":2024,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Royal Military College of Canada","funders":"","keywords":"Engineering; Aeronautics; Computer science","authors":[{"name":"Caroline D’Amours","is_ca":true},{"name":"Hannah Young","is_ca":true},{"name":"Catherine Mavriplis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05183317619714425,"gpt":0.336309687823137,"spread":0.2844765116259927,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001761127,0.0007279019,0.0004600528,0.001127718,0.002148765,0.002960133,0.0007837453,0.002064979,0.1048851],"category_scores_gemma":[0.001263907,0.0003304201,0.0002235432,0.001327707,0.0004968524,0.003057003,0.002113187,0.002504688,0.0678125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003373902,"about_ca_system_score_gemma":0.007421625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01042839,"about_ca_topic_score_gemma":0.04655814,"domain_scores_codex":[0.9992562,0.0000812759,0.00002997971,0.0001714964,0.0003156293,0.0001453414],"domain_scores_gemma":[0.9991129,0.00006151154,0.00004112624,0.00002554509,0.0003949376,0.0003640365],"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":[0.0000141806,0.00001196777,0.0001371181,0.00004512508,8.960545e-7,0.00002581432,0.0001085277,0.0000376761,0.0001450195,0.008849707,0.9282958,0.0623281],"study_design_scores_gemma":[0.000001020313,0.000002497136,0.0001340953,0.00003573309,6.395727e-7,0.00001684231,0.00005795348,0.00001172418,0.0000325933,0.0002512892,0.9994547,0.000001097631],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001939668,0.08062618,0.00433694,0.1099714,0.1070736,0.0001808622,0.001625533,0.0003496499,0.6938963],"genre_scores_gemma":[0.002398976,0.006048478,0.0005764238,0.003326533,0.001024595,0.00003359737,0.0001683406,0.00005379628,0.9863693],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9978513,"threshold_uncertainty_score":0.3508757,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}