{"id":"W4385655615","doi":"10.1503/cjs.004522","title":"Sex and racial diversity in Canadian academic surgery","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"AstraZeneca","keywords":"Medicine; Diversity (politics); Indigenous; Inclusion (mineral); Race (biology); White (mutation); Gender disparity; Racial diversity; Ethnic group; Family medicine; Representation (politics); Demography; Gender studies","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006272533,0.00006946057,0.0002704075,0.001619737,0.0007244024,0.00005184075,0.0002562031,0.0001580375,0.0002463543],"category_scores_gemma":[0.001343289,0.00007881873,0.00008790094,0.000862293,0.0003442043,0.0002914806,0.00002370491,0.0003664672,0.00001805445],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000481734,"about_ca_system_score_gemma":0.00805454,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8958894,"about_ca_topic_score_gemma":0.9826111,"domain_scores_codex":[0.9984559,0.0001723315,0.0002314515,0.00009515194,0.0003998191,0.0006453151],"domain_scores_gemma":[0.9971435,0.0006603624,0.00009291049,0.00005543568,0.0001008885,0.001946909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003219905,8.77583e-7,0.8867278,0.000005303101,0.000008810991,0.001531429,0.009205539,0.000003323956,8.651401e-7,0.0001446259,0.09654029,0.005827955],"study_design_scores_gemma":[0.00009752998,0.000005070451,0.7296767,0.0001277839,0.00001740679,0.00001699006,0.02250076,0.000003326624,0.000003224556,0.0005716921,0.2468301,0.0001494848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871572,0.0005035382,5.316266e-7,0.007970552,0.001554278,0.00003664075,0.00002169822,0.000007339296,0.002748227],"genre_scores_gemma":[0.9974524,0.0008154556,0.000001322332,0.0009022217,0.0004203264,2.092555e-7,0.00000356309,0.000004460778,0.0004000407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1570511,"threshold_uncertainty_score":0.9975688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081784599435668,"score_gpt":0.2872402664807126,"score_spread":0.1790618065371458,"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."}}