{"id":"W4221112606","doi":"10.1503/cjs.008920","title":"Gender disparity in academic orthopedic programs in Canada: a cross-sectional study","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia; Western University","funders":"","keywords":"Medicine; Orthopedic surgery; Cross-sectional study; Promotion (chess); Gender disparity; Family medicine; Academic medicine; Demography; Medical education; Surgery; Sociology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001243792,0.0002451088,0.0004275251,0.002140969,0.002800205,0.001163749,0.0009488527,0.0004742142,0.002454933],"category_scores_gemma":[0.00352674,0.0002861234,0.0004586575,0.0058317,0.000861542,0.0007617503,0.0009756595,0.0005793546,0.0002113535],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01407128,"about_ca_system_score_gemma":0.0207541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9647516,"about_ca_topic_score_gemma":0.975021,"domain_scores_codex":[0.998271,0.0001170851,0.0001299978,0.0002325405,0.0006861382,0.0005632229],"domain_scores_gemma":[0.9969544,0.0003133905,0.0008482066,0.00008136057,0.001090266,0.0007123121],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001900837,0.00001915577,0.996682,0.00002717487,0.00001667797,0.00003343691,0.0009390998,0.00001365038,0.00004102879,0.00005667814,0.0005458538,0.001606171],"study_design_scores_gemma":[0.000002326291,0.00001931505,0.9963976,0.00003418188,0.00001074546,0.00004472347,0.002835803,0.00008137603,0.00002528932,0.00001503261,0.0005283614,0.000005423819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938161,0.0005383096,0.0001004378,0.000503451,0.00001435162,0.00006077097,0.002824103,0.000007098517,0.002135456],"genre_scores_gemma":[0.9983444,0.0003356628,0.0001086728,0.0002191964,0.00000803386,0.0000266061,0.0006899249,0.000002823078,0.0002646286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9987562,"threshold_uncertainty_score":0.1020948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1703064276472723,"score_gpt":0.3165407384322934,"score_spread":0.1462343107850211,"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."}}