{"id":"W4210488261","doi":"10.1177/08465371211069325","title":"Gender Distribution of Faculty Is Strongly Correlated With Resident Gender at Canadian Radiology Residency Programs","year":2022,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Family medicine; Gender disparity; Radiology; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001633331,0.0001924668,0.0002001619,0.001555294,0.001752383,0.0008611977,0.0005712686,0.0002983092,0.006788955],"category_scores_gemma":[0.01160061,0.0001664768,0.0002721175,0.001692932,0.0009166796,0.0003617142,0.0008299553,0.000363038,0.0004858776],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004101694,"about_ca_system_score_gemma":0.007270452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5233864,"about_ca_topic_score_gemma":0.7199838,"domain_scores_codex":[0.997674,0.0002880452,0.0001033147,0.0002931516,0.001031353,0.0006100674],"domain_scores_gemma":[0.9936374,0.0009337025,0.001871405,0.0001407141,0.001868739,0.001548065],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006592638,0.00001114313,0.9897082,0.00002230427,0.00001799129,0.00007393565,0.0009959234,0.00005988519,0.0002931798,0.0001198945,0.001543648,0.007088034],"study_design_scores_gemma":[0.000002781069,0.00002402353,0.99624,0.0000375095,0.000008317209,0.0001511075,0.001685811,0.00009676029,0.0001277726,0.00005266684,0.001565412,0.000007848882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903961,0.0006586505,0.000306112,0.001147639,0.00004087043,0.00001965726,0.0007781681,0.00001956433,0.006633244],"genre_scores_gemma":[0.9984245,0.0002795547,0.0001480054,0.000133639,0.00001786222,0.000007370275,0.0001921661,0.000008262524,0.0007886403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9983667,"threshold_uncertainty_score":0.9588409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04125617501132053,"score_gpt":0.2718025829367223,"score_spread":0.2305464079254017,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}