{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":17,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":17,"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":"f06ef9155133","filters":{"venue":"Women in Engineering ProActive Network"}},"results":[{"id":"W2613309781","doi":"","title":"Impact of a Gender-Balanced Summer Engineering and Science Program on Future Course and Career Choices","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nortel (Canada); Natural Sciences and Engineering Research Council","funders":"","keywords":"Course (navigation); Engineering ethics; Science and engineering; Engineering; Engineering management; Mathematics education; Psychology; Aerospace engineering","authors":[{"name":"Monique Frize","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01460748183508426,"gpt":0.2634335184394978,"spread":0.2488260366044135,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001906845,0.0003925775,0.0005019294,0.0003988312,0.002480228,0.001028462,0.0006663326,0.001070039,0.01749813],"category_scores_gemma":[0.003939175,0.000211416,0.0004413446,0.0002549512,0.0005629379,0.0005576031,0.00204689,0.001041254,0.0009583283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001952446,"about_ca_system_score_gemma":0.005032629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006667311,"about_ca_topic_score_gemma":0.02426208,"domain_scores_codex":[0.9989395,0.0002869118,0.00002686143,0.0001146341,0.0001186507,0.0005134828],"domain_scores_gemma":[0.9933406,0.0004611215,0.0002842259,0.0001137231,0.0001907714,0.005609677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.07354555,0.1678407,0.2465235,0.0003643133,0.0004737374,0.00143106,0.008169207,0.00600715,0.03184737,0.0111623,0.02664393,0.4259911],"study_design_scores_gemma":[0.005189457,0.0346048,0.9124608,0.000202893,0.0003229815,0.0002048423,0.0133696,0.002813564,0.003529624,0.00315684,0.02402491,0.0001197135],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945784,0.00007905253,0.0001386046,0.001616935,0.0003014778,0.00007098661,0.0001232102,0.0000207046,0.00307062],"genre_scores_gemma":[0.9935986,0.00007995217,0.0004532193,0.0005543195,0.0001182351,0.0001907872,0.0001419075,0.000009776368,0.004853295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01749813,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2187017687","doi":"","title":"Discover Engineering Follow-up Surveys: Assessment/evaluation of recruitment programs","year":2005,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Phone; Engineering education; Engineering; Medical education; Class (philosophy); Psychology; Engineering management; Computer science; Medicine; Artificial intelligence","authors":[{"name":"Lisa Anderson","is_ca":true},{"name":"Kimberley A. Gilbridge","is_ca":true},{"name":"Nandita Bajaj","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06371651886138399,"gpt":0.3176112340336749,"spread":0.2538947151722909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1052317,0.00115198,0.001232693,0.003600295,0.002275531,0.001653418,0.002584216,0.001782286,0.00380391],"category_scores_gemma":[0.1327782,0.001038973,0.0009890929,0.001795911,0.0007689876,0.001646066,0.003447753,0.001436467,0.00308242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002258487,"about_ca_system_score_gemma":0.005574438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004687087,"about_ca_topic_score_gemma":0.007468444,"domain_scores_codex":[0.9348797,0.04071136,0.00571714,0.001817695,0.01393936,0.002934823],"domain_scores_gemma":[0.8596246,0.06306379,0.01341193,0.01790562,0.03973014,0.006263902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007867629,0.02503869,0.2625165,0.001641181,0.0002046584,0.0002792367,0.02013073,0.001114663,0.00732128,0.0006721615,0.0168586,0.6563547],"study_design_scores_gemma":[0.002179092,0.04867138,0.867121,0.0005264771,0.0003312726,0.000245292,0.01425202,0.003821024,0.01808207,0.0005289587,0.04398777,0.000253585],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9090809,0.000364322,0.01121663,0.001273858,0.000281959,0.05737893,0.003446147,0.0009159237,0.01604142],"genre_scores_gemma":[0.7920105,0.0008125704,0.0530785,0.001681954,0.0002489491,0.1266375,0.00514543,0.0002234306,0.02016112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1052317,"threshold_uncertainty_score":0.556525,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2611474599","doi":"","title":"Ways To Attract And Retain Women Faculty And Graduate Students In Engineering","year":2007,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Career Development and Diversity","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 Toronto","funders":"","keywords":"Graduate students; Engineering; Engineering management; Medical education; Engineering ethics; Engineering physics; Sociology; Pedagogy; Medicine","authors":[{"name":"Ann Holmes","is_ca":false},{"name":"Marta Ecsedi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03784193551493861,"gpt":0.2783071857332439,"spread":0.2404652502183053,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008351133,0.0004059143,0.000293287,0.001745186,0.01324788,0.009341997,0.002101125,0.003166056,0.01815652],"category_scores_gemma":[0.01451115,0.000484883,0.0003894772,0.001064823,0.001510269,0.00748506,0.009565474,0.003040933,0.002849422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002260383,"about_ca_system_score_gemma":0.01262636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00231524,"about_ca_topic_score_gemma":0.01289125,"domain_scores_codex":[0.9953236,0.002078498,0.0001309306,0.0002500754,0.001187028,0.00103001],"domain_scores_gemma":[0.9824342,0.001948514,0.001015296,0.0004925018,0.001367345,0.01274213],"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":[0.0003527972,0.004055044,0.04285779,0.0004229099,0.00007072877,0.0005594085,0.02854784,0.0002094338,0.003212108,0.01143573,0.184493,0.7237832],"study_design_scores_gemma":[0.001280145,0.005199178,0.08868955,0.001579921,0.0002610821,0.001274384,0.3749572,0.001741244,0.003686811,0.0328001,0.4882122,0.0003180766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6784291,0.001769064,0.01465898,0.206057,0.005220735,0.001939613,0.0001967491,0.000827682,0.09090115],"genre_scores_gemma":[0.8776162,0.001476352,0.02553192,0.02824686,0.001286791,0.002638472,0.0002028433,0.0001288151,0.06287177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01815652,"threshold_uncertainty_score":0.06073964,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2614034809","doi":"","title":"Participation Trends In And Lessons Learned From Outreach","year":2007,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Evaluation and Performance Assessment","field":"Decision 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":"Carleton University","funders":"","keywords":"Outreach; Engineering ethics; Engineering; Engineering management; Political science; Computer science","authors":[{"name":"J. M. J. McDill","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1983696644447026,"gpt":0.4600124918212262,"spread":0.2616428273765236,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01886457,0.0002569376,0.0002988093,0.001380311,0.002270611,0.003824751,0.001789593,0.001751428,0.008155265],"category_scores_gemma":[0.03587169,0.0003117527,0.0002854385,0.001807771,0.001403035,0.00515241,0.002978215,0.002584426,0.0006411536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004713857,"about_ca_system_score_gemma":0.00642409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02562775,"about_ca_topic_score_gemma":0.04707447,"domain_scores_codex":[0.9877543,0.006990519,0.0004067791,0.001009759,0.001868416,0.001970212],"domain_scores_gemma":[0.962173,0.0223018,0.002033365,0.0009636036,0.005761858,0.006766382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009246481,0.001739798,0.3267167,0.0008550304,0.00005897732,0.0006784385,0.1143005,0.0007165103,0.001662187,0.01547743,0.01717542,0.5196944],"study_design_scores_gemma":[0.00006331473,0.001484878,0.582759,0.001262308,0.000061149,0.0004728721,0.3037105,0.001882223,0.002592471,0.008287407,0.09733444,0.00008955637],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8794279,0.001896169,0.002711833,0.07022462,0.0003614248,0.0002111747,0.0006048361,0.00008012314,0.04448191],"genre_scores_gemma":[0.9887943,0.0008312973,0.0006839255,0.001518081,0.0001225193,0.0001218322,0.0002028947,0.00003698139,0.007688302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02562775,"threshold_uncertainty_score":0.09976661,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2779993452","doi":"","title":"First Year For Your Information (F.Y.I.) Centre","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Library Science and Information Literacy","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 Manitoba","funders":"","keywords":"Computer science; Library science; Engineering; World Wide Web","authors":[{"name":"Irene Mikawoz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006269093607104724,"gpt":0.2117138391941537,"spread":0.205444745587049,"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":[0.0005654974,0.0004172746,0.0004397417,0.0007546479,0.004297994,0.005320892,0.000651847,0.002369742,0.7339511],"category_scores_gemma":[0.002354142,0.0002832777,0.000326089,0.0005893116,0.0004084486,0.00189991,0.003046327,0.001907612,0.4379466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127988,"about_ca_system_score_gemma":0.002754151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008283423,"about_ca_topic_score_gemma":0.02746723,"domain_scores_codex":[0.9997404,0.00003219023,0.00000815791,0.00004874999,0.00007995664,0.00009057311],"domain_scores_gemma":[0.9966555,0.0001452143,0.0000677658,0.0001255985,0.000703964,0.002302057],"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":[0.00002101016,0.00002681125,0.0002668535,0.00002102307,0.000001165111,0.00005069559,0.00007659772,0.000004460223,0.00007976053,0.0003764925,0.9756339,0.02344137],"study_design_scores_gemma":[0.000004805911,0.00002153188,0.0009021708,0.00002859819,0.000001589101,0.00004633484,0.0003626585,0.00001379384,0.00008971362,0.0001558336,0.9983684,0.000004566303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006086365,0.004358671,0.001009266,0.1115849,0.03096609,0.0002565302,0.002732604,0.002719843,0.8402858],"genre_scores_gemma":[0.004117198,0.0004360371,0.0002308845,0.00300504,0.0006302993,0.00002810225,0.0002321912,0.0001772584,0.991143],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9946791,"threshold_uncertainty_score":0.3794864,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2602127322","doi":"","title":"Building a Coalition Between Industry, Academia and Government","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","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":"Hewlett-Packard (Canada)","funders":"","keywords":"Government (linguistics); Engineering; Engineering management; Architectural engineering; Business; Construction engineering; Engineering ethics; Public administration; Political science","authors":[{"name":"Irene Bjorklund","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04333219272514315,"gpt":0.3388002143502932,"spread":0.2954680216251501,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03597049,0.0006877836,0.0005582181,0.00363943,0.02355804,0.02094528,0.003583821,0.007106885,0.01839152],"category_scores_gemma":[0.03654831,0.0007380602,0.0006888263,0.001977027,0.007733042,0.01822757,0.03722832,0.00951035,0.002931461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008597223,"about_ca_system_score_gemma":0.04911916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00602602,"about_ca_topic_score_gemma":0.0129769,"domain_scores_codex":[0.980182,0.009792531,0.0005057185,0.001884163,0.002586027,0.005049544],"domain_scores_gemma":[0.9456602,0.01386134,0.002154795,0.003024394,0.005254909,0.03004453],"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":[0.0003393437,0.002026257,0.02508856,0.0003097061,0.0001452126,0.001092989,0.04931401,0.002354987,0.003479995,0.6406643,0.08749347,0.1876912],"study_design_scores_gemma":[0.0001473394,0.0005574603,0.005941011,0.0005808585,0.00009944598,0.0002769159,0.145703,0.00493299,0.001745545,0.2619922,0.5779022,0.0001211704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2738086,0.002054886,0.07823061,0.3579859,0.003986988,0.0009429058,0.0001127287,0.0004558912,0.2824215],"genre_scores_gemma":[0.9322167,0.0005031735,0.01306072,0.0169609,0.0002964893,0.0004165665,0.00008387713,0.00008204421,0.03637959],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03597049,"threshold_uncertainty_score":0.1902325,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2614609014","doi":"","title":"A Panel Discussion of \"Best Practices\" in the IT Industry To Support and Retain Technical Women","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Digital Economy and Work Transformation","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":"Hewlett-Packard (Canada)","funders":"","keywords":"Panel discussion; Engineering; Engineering management; Engineering ethics; Construction engineering; Business; Forensic engineering; Advertising","authors":[{"name":"Cathy Campbell","is_ca":false},{"name":"E. Laws","is_ca":false},{"name":"Shari H. Moore","is_ca":true},{"name":"Linda A. Scherr","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02863783672424279,"gpt":0.277195242837337,"spread":0.2485574061130942,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09831505,0.002175065,0.001074051,0.00233067,0.03844944,0.01989586,0.008351204,0.06808394,0.007738097],"category_scores_gemma":[0.06377567,0.001486038,0.002427339,0.003919436,0.01711361,0.01829606,0.01567422,0.05594487,0.001129379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01783326,"about_ca_system_score_gemma":0.0390576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02221349,"about_ca_topic_score_gemma":0.05358152,"domain_scores_codex":[0.9437292,0.03356001,0.002935071,0.004495264,0.008429397,0.006851052],"domain_scores_gemma":[0.9430211,0.03886533,0.002293726,0.001562151,0.008836241,0.005421496],"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":[0.0001363365,0.0002807826,0.002261337,0.0009355897,0.0000712605,0.001837935,0.0916872,0.0007054043,0.002141243,0.194368,0.6686834,0.03689167],"study_design_scores_gemma":[0.0001066397,0.0001838337,0.004325385,0.002523553,0.0001131939,0.0003986337,0.136973,0.0004427527,0.001625201,0.03211298,0.8209497,0.0002451281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004324215,0.001326841,0.002211828,0.9719947,0.008065037,0.0001491851,0.00006025692,0.00003115229,0.01183664],"genre_scores_gemma":[0.1415098,0.003639337,0.00764613,0.8014659,0.006937713,0.001334964,0.0001222834,0.0001654435,0.0371784],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09831505,"threshold_uncertainty_score":0.5199459,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2660657845","doi":"","title":"The Women in Engineering Project at U.N.B. Sharing Information Across Canada","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","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":true},"ca_institutions":"Nortel (Canada); Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Information sharing; Engineering; Engineering management; Computer science; World Wide Web","authors":[{"name":"Monique Frize","is_ca":true},{"name":"J. McGinn-Giberson","is_ca":true},{"name":"Gaëtan Lévesque","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02284733948570374,"gpt":0.2997657476983336,"spread":0.2769184082126299,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003843294,0.0002489333,0.0002037593,0.0008812518,0.01792528,0.005194503,0.001071852,0.001283027,0.009160949],"category_scores_gemma":[0.006525055,0.0002075219,0.0001591,0.001579194,0.002544133,0.001713754,0.004015965,0.001605351,0.0007819408],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0315375,"about_ca_system_score_gemma":0.1642837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9407328,"about_ca_topic_score_gemma":0.9795573,"domain_scores_codex":[0.9968843,0.0007376472,0.00003056384,0.000235144,0.000796417,0.001315861],"domain_scores_gemma":[0.9899914,0.0009489185,0.0002590295,0.0002590135,0.001704836,0.006836783],"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":[0.000612778,0.0009093634,0.06270277,0.0002521633,0.00007823619,0.0008220148,0.06767008,0.001655086,0.00371985,0.07613526,0.363384,0.4220583],"study_design_scores_gemma":[0.0001310343,0.0003242544,0.05860515,0.0001950444,0.00004549063,0.00009341631,0.132718,0.001290735,0.002206283,0.007703796,0.7966195,0.00006722386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4707163,0.003055566,0.007014113,0.2096149,0.0011102,0.001109377,0.002761914,0.0004121369,0.3042055],"genre_scores_gemma":[0.8059702,0.001434443,0.004496395,0.01006356,0.00006480884,0.0002862305,0.0005668196,0.0000869455,0.1770306],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9684625,"threshold_uncertainty_score":0.2288217,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2751503300","doi":"","title":"Measuring Progress for Women in Engineering, Science and Technology -- Are We There Yet, And If So, How Can We Be Sure?","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Career Development and Diversity","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":"Innovation, Science and Economic Development Canada","funders":"","keywords":"Engineering ethics; Engineering; Science and engineering; Engineering management","authors":[{"name":"Jeanne E. Inch","is_ca":true},{"name":"L. Leclerc","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01619403765973314,"gpt":0.2096687532540709,"spread":0.1934747155943377,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02465847,0.0006897348,0.0008936279,0.002858615,0.001870822,0.004322748,0.001337754,0.001418419,0.002780252],"category_scores_gemma":[0.0630533,0.0002472661,0.0005619657,0.002987856,0.001458956,0.008689665,0.00536539,0.002048068,0.0009570181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002472679,"about_ca_system_score_gemma":0.005631985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01210252,"about_ca_topic_score_gemma":0.02168001,"domain_scores_codex":[0.988008,0.005959265,0.0008550491,0.0008789112,0.00267804,0.001620611],"domain_scores_gemma":[0.9675917,0.009385036,0.006294131,0.001717535,0.007810593,0.007200923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001538927,0.0002626236,0.7467054,0.000655412,0.0002376813,0.00003866702,0.01365713,0.0005105779,0.0003923635,0.007759421,0.01935202,0.2102748],"study_design_scores_gemma":[0.00005632558,0.001382548,0.7911747,0.002882098,0.0003541472,0.0001411104,0.08765889,0.001988377,0.002536778,0.01786898,0.0937971,0.0001590012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8110334,0.01193919,0.007113021,0.1287192,0.002177745,0.0002918543,0.003313111,0.000160604,0.03525183],"genre_scores_gemma":[0.9829264,0.004157284,0.005566732,0.002444825,0.0003013407,0.0003128944,0.0007469551,0.00002868083,0.003514915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9986622,"threshold_uncertainty_score":0.130408,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2626391968","doi":"","title":"Gender Communications: He Said...She Said","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Gender Politics and Representation","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":"Hewlett-Packard (Canada)","funders":"","keywords":"Telecommunications; Engineering; Computer science","authors":[{"name":"Jerri McKinney","is_ca":true},{"name":"Gary McCarney","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03055361832904854,"gpt":0.2868932516739975,"spread":0.256339633344949,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002094663,0.0005052696,0.000352529,0.0007317537,0.008275202,0.006033247,0.0005608094,0.006621785,0.03696268],"category_scores_gemma":[0.005327463,0.000261536,0.0003350574,0.0006617709,0.003318614,0.008226627,0.002138326,0.01008677,0.00881787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003726804,"about_ca_system_score_gemma":0.002644223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01711192,"about_ca_topic_score_gemma":0.03439051,"domain_scores_codex":[0.9983739,0.0005555634,0.00004047273,0.00019857,0.0004953286,0.0003361378],"domain_scores_gemma":[0.9974623,0.0007729814,0.0001088566,0.0001222361,0.0007726545,0.0007609928],"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":[0.00005552212,0.00002293649,0.002079893,0.00005303438,0.000009503336,0.0002307103,0.009078323,0.00004846542,0.0004668082,0.03628957,0.926747,0.0249182],"study_design_scores_gemma":[0.000004198664,0.00001988846,0.001069786,0.00009368584,0.000007203238,0.0003023348,0.01533935,0.00005321793,0.0004516368,0.004428967,0.9782015,0.00002824179],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006004604,0.003414684,0.0009716653,0.8828955,0.01535182,0.00001502597,0.0001869585,0.0000995529,0.09106014],"genre_scores_gemma":[0.08767299,0.003738661,0.0007326116,0.3763899,0.003262621,0.0000433749,0.0001205742,0.0001597661,0.5278795],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03696268,"threshold_uncertainty_score":0.1236525,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2612770520","doi":"","title":"Students in Crisis","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Higher Education Practises and Engagement","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":"Carleton University","funders":"","keywords":"Political science; Engineering physics; Psychology; Economic history; Engineering; Economics","authors":[{"name":"J. M. J. McDill","is_ca":true},{"name":"Monique Frize","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0140982887395274,"gpt":0.298555984473543,"spread":0.2844576957340156,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002683809,0.0005205304,0.0005874705,0.001056238,0.02050251,0.01312843,0.001307696,0.003646805,0.09791371],"category_scores_gemma":[0.007377225,0.0003968,0.0004113978,0.0009794319,0.00489569,0.006238562,0.01228984,0.0109323,0.01657739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003661859,"about_ca_system_score_gemma":0.01000199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005549807,"about_ca_topic_score_gemma":0.01927235,"domain_scores_codex":[0.9965732,0.0009585636,0.00006935962,0.0002308002,0.0003144827,0.001853588],"domain_scores_gemma":[0.9857634,0.0004100603,0.0004214148,0.0001866968,0.000823024,0.01239539],"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":[0.0004893918,0.001807033,0.04998777,0.0002492368,0.00003171735,0.002476221,0.1813943,0.0001846846,0.000843569,0.05679941,0.6215135,0.08422315],"study_design_scores_gemma":[0.00004888021,0.0002513086,0.01091546,0.0002400296,0.00001185897,0.0006223567,0.4255012,0.000146579,0.0002690445,0.009189703,0.5527746,0.00002893696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3001028,0.002712197,0.0006650617,0.355809,0.01089648,0.0002391577,0.0003969387,0.0002090394,0.3289693],"genre_scores_gemma":[0.7033314,0.001544327,0.0002764647,0.04116286,0.001602524,0.000164591,0.0001782428,0.0001402869,0.2515994],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09791371,"threshold_uncertainty_score":0.327554,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2785182746","doi":"","title":"The Access Program for Women in Science and Engineering (ACCESS W.I.S.E.)","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Labor market dynamics and wage inequality","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 Manitoba","funders":"","keywords":"Science and engineering; Women in science; Engineering; Engineering management; Library science; Engineering physics; Engineering ethics; Telecommunications; Computer science; Sociology; Gender studies","authors":[{"name":"Laura Binkley","is_ca":true},{"name":"Irene Mikawoz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01387732532206729,"gpt":0.2375583066764793,"spread":0.223680981354412,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006909354,0.0004156076,0.000371565,0.001258557,0.0008236902,0.0009009843,0.0005163879,0.0009315104,0.4142643],"category_scores_gemma":[0.002208513,0.0001351449,0.0002155282,0.0007441651,0.0002407161,0.001026176,0.002890131,0.0007162863,0.07971636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003774911,"about_ca_system_score_gemma":0.001995978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003411493,"about_ca_topic_score_gemma":0.008741614,"domain_scores_codex":[0.9997584,0.00004305733,0.000006288219,0.00003877816,0.00006743408,0.0000859293],"domain_scores_gemma":[0.9983615,0.0002025282,0.0000766985,0.00006683659,0.0001397149,0.001152693],"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":[0.0002339448,0.0002704237,0.001845165,0.0001138605,0.000004088166,0.00004540675,0.0001268637,0.00003243978,0.0004880997,0.003197655,0.8270199,0.1666222],"study_design_scores_gemma":[0.0001204014,0.0002709041,0.01478149,0.000141808,0.00001071393,0.00008836401,0.0002388752,0.0001846817,0.0003976832,0.001780022,0.9819756,0.000009493224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03353488,0.007810569,0.003746932,0.06231494,0.006891922,0.001277503,0.04357002,0.00292169,0.8379315],"genre_scores_gemma":[0.03876063,0.003354297,0.002208045,0.004408479,0.001281256,0.001052454,0.006058157,0.0002460351,0.9426308],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9993091,"threshold_uncertainty_score":0.8354809,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2610398589","doi":"","title":"Leveraging Our Best Practices: Hitting the Parity Jackpot","year":2005,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Parity (physics); Computer science; Biology; Physics; Particle physics","authors":[{"name":"Shan Carr","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1062756586515602,"gpt":0.36793783753478,"spread":0.2616621788832199,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005346663,0.0004724181,0.0003165042,0.0007961805,0.006619161,0.003990949,0.001411058,0.003254764,0.009329926],"category_scores_gemma":[0.01927683,0.0002949869,0.0003687875,0.0005151024,0.004128785,0.006344932,0.004931724,0.006835579,0.001680637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001469317,"about_ca_system_score_gemma":0.006557661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003202387,"about_ca_topic_score_gemma":0.01406412,"domain_scores_codex":[0.9960024,0.002028769,0.00008980479,0.0002784166,0.0007079677,0.0008926569],"domain_scores_gemma":[0.9918222,0.002068853,0.0007849711,0.0006870517,0.0006614591,0.003975554],"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":[0.0002993272,0.003256722,0.03012921,0.0002520636,0.0001225014,0.001070333,0.01809291,0.0006743153,0.00275001,0.0381918,0.1408124,0.7643484],"study_design_scores_gemma":[0.0004856118,0.003710869,0.06399076,0.001911595,0.0004198848,0.004744504,0.1482067,0.007877667,0.006843344,0.2122053,0.549247,0.0003568786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3659924,0.002744077,0.02125403,0.5302127,0.00397737,0.0001838667,0.00006779932,0.0005179453,0.07504972],"genre_scores_gemma":[0.8983926,0.001744171,0.01525654,0.06224672,0.000823841,0.0001951559,0.00005030934,0.0001789011,0.02111191],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009329926,"threshold_uncertainty_score":0.03121167,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2611994233","doi":"","title":"From Email Mentoring to Networking: Preparing for the Future through a Spectrum of Women in Engineering and Science Programs","year":2007,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Mentoring and Academic Development","field":"Psychology","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 Calgary","funders":"","keywords":"Science and engineering; Engineering ethics; Spectrum (functional analysis); Engineering; Engineering management; Medical education; World Wide Web; Computer science; Medicine; Physics","authors":[{"name":"Tamara L. McCarron","is_ca":true},{"name":"Elizabeth Cannon","is_ca":true},{"name":"S. C. Wirasinghe","is_ca":true},{"name":"M.P. Boorman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01445854240689557,"gpt":0.2745324047045052,"spread":0.2600738622976096,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003581281,0.0003089374,0.0001891007,0.0008983001,0.01376958,0.008409522,0.0008722624,0.001821879,0.0126526],"category_scores_gemma":[0.007565023,0.0002185773,0.000186145,0.0007978015,0.003032786,0.005649275,0.008305336,0.003442716,0.0009168395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002170597,"about_ca_system_score_gemma":0.006601038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003985617,"about_ca_topic_score_gemma":0.01121787,"domain_scores_codex":[0.9966389,0.001499299,0.00004750475,0.0001658441,0.0003512132,0.001297179],"domain_scores_gemma":[0.9928474,0.001023874,0.0004124518,0.0001456386,0.0004193159,0.005151207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004196585,0.0009618977,0.0886947,0.0002638776,0.00002962895,0.001699944,0.4646692,0.0001265496,0.003329401,0.04475503,0.06390209,0.331148],"study_design_scores_gemma":[0.00002541839,0.0003015433,0.03208628,0.0003981314,0.00001804978,0.0006749992,0.791104,0.0001565227,0.0007082123,0.006811681,0.1676715,0.00004362495],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7463303,0.003104871,0.001704786,0.1392535,0.001561857,0.0001307597,0.00006159746,0.0001438332,0.1077085],"genre_scores_gemma":[0.9650905,0.00141803,0.00063402,0.01062634,0.0002733487,0.00007116346,0.00002337818,0.00006253165,0.02180072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01376958,"threshold_uncertainty_score":0.04232717,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2619370869","doi":"","title":"Membership Profiles in the International Council of Academies of Engineering and Technological Sciences","year":2007,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","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":"Carleton University","funders":"","keywords":"Engineering ethics; Engineering; Research council; Engineering management; Engineering physics; Political science; Philosophy","authors":[{"name":"J. M. J. McDill","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06909086243882313,"gpt":0.2965471559865533,"spread":0.2274562935477302,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005805776,0.0002742465,0.0003911188,0.005516667,0.004231644,0.0032141,0.0009028444,0.001317696,0.02297015],"category_scores_gemma":[0.02073026,0.0002129442,0.0001865725,0.008528487,0.0003478255,0.001737783,0.003133423,0.001283191,0.005665463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002378287,"about_ca_system_score_gemma":0.005832972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01551197,"about_ca_topic_score_gemma":0.03718708,"domain_scores_codex":[0.995057,0.001024658,0.0003556414,0.0003869727,0.001519447,0.001656346],"domain_scores_gemma":[0.9637618,0.004514377,0.003204169,0.001066374,0.008475811,0.01897743],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001101161,0.0004937583,0.4311595,0.000429491,0.00007048193,0.0001613937,0.01301012,0.0005629286,0.002259249,0.01296387,0.3691604,0.1686277],"study_design_scores_gemma":[0.00003462658,0.0001345182,0.5596728,0.000224827,0.00003149321,0.00008494632,0.01649629,0.0007827648,0.0008202108,0.001249183,0.4204231,0.00004523342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5359563,0.002381593,0.002066449,0.02899734,0.00235797,0.0007131626,0.03020726,0.0004759177,0.396844],"genre_scores_gemma":[0.8025455,0.001288325,0.002267994,0.005220642,0.001138736,0.0007741937,0.01382656,0.0002280732,0.1727099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9941942,"threshold_uncertainty_score":0.07684278,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2743960969","doi":"","title":"Progress Toward a Canadian 'Centre' for Women in SETT (Science, Engineering, Trades and Technology)","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","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":true},"ca_institutions":"Women in Resource Development; Simon Fraser University","funders":"","keywords":"Engineering; Science and engineering; Engineering ethics","authors":[{"name":"Carolyn J. Emerson","is_ca":false},{"name":"Hiromi Matsui","is_ca":true},{"name":"Lorraine Michael","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02040147333018988,"gpt":0.2912263172811564,"spread":0.2708248439509666,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01225349,0.0008642742,0.0003560486,0.002386355,0.01671056,0.008729897,0.00346449,0.004165801,0.03750498],"category_scores_gemma":[0.009042091,0.0004287715,0.000758601,0.002731675,0.004204567,0.00308426,0.006079081,0.003757948,0.003952478],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0652574,"about_ca_system_score_gemma":0.4102655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9396296,"about_ca_topic_score_gemma":0.9737744,"domain_scores_codex":[0.9925648,0.001184769,0.0001515089,0.0006545531,0.002076259,0.003368144],"domain_scores_gemma":[0.9664905,0.001252835,0.0006638209,0.000571714,0.008923525,0.02209757],"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":[0.000352776,0.0004525802,0.02152076,0.0008439576,0.00005677539,0.0006234739,0.01202172,0.0009083118,0.003878782,0.1851129,0.4836633,0.2905646],"study_design_scores_gemma":[0.00005982307,0.0001304736,0.0221949,0.0003979297,0.00003819846,0.000129927,0.0123633,0.0004051258,0.001130008,0.004389088,0.9587035,0.00005778984],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0937496,0.0112843,0.02091867,0.4625892,0.007946263,0.001302756,0.003742294,0.001672459,0.3967945],"genre_scores_gemma":[0.5591782,0.009049765,0.04573347,0.06747411,0.001058205,0.0006292986,0.003230956,0.0003645805,0.3132814],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9877465,"threshold_uncertainty_score":0.4734778,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2593979910","doi":"","title":"Educators, Employers and Engineers Design New Bridges for Women in Engineering","year":2006,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Innovation, Science and Economic Development Canada","funders":"","keywords":"Engineering; Engineering ethics; Construction engineering; Engineering management","authors":[{"name":"Jeanne E. Inch","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01188841712944585,"gpt":0.224014665420498,"spread":0.2121262482910521,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005630548,0.0005134174,0.0002452415,0.0007821107,0.01609921,0.00896244,0.001342789,0.004807265,0.0291839],"category_scores_gemma":[0.0120765,0.0003830173,0.0002447732,0.0004926797,0.003078163,0.006176972,0.00747281,0.004392507,0.005062561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002867603,"about_ca_system_score_gemma":0.0103604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003602643,"about_ca_topic_score_gemma":0.01843828,"domain_scores_codex":[0.9976286,0.001080785,0.00004878513,0.0002015184,0.0003415462,0.0006987778],"domain_scores_gemma":[0.9934903,0.00153202,0.0004509381,0.0001550452,0.0006400525,0.00373163],"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":[0.0001279543,0.00141024,0.05481156,0.0004435825,0.0000314009,0.001295254,0.2766262,0.0006568623,0.003031857,0.1329445,0.2211378,0.3074827],"study_design_scores_gemma":[0.00004254601,0.0002177044,0.006017914,0.0004155272,0.00002316283,0.0002713218,0.4802798,0.0002203977,0.000636497,0.01823469,0.4936125,0.00002788684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3979019,0.003187022,0.01573723,0.2355168,0.006904406,0.000443714,0.00008039157,0.0002907513,0.3399377],"genre_scores_gemma":[0.7076793,0.001617216,0.006165725,0.02586895,0.0003795828,0.0002015227,0.00006304862,0.00009262344,0.257932],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0291839,"threshold_uncertainty_score":0.09762985,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}