{"id":"W4405945136","doi":"10.3390/surgeries6010002","title":"Gender Diversity in Canadian Surgical Residency","year":2024,"lang":"en","type":"article","venue":"Surgeries","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"","keywords":"Obstetrics and gynaecology; Diversity (politics); Medicine; Gender diversity; Family medicine; General surgery; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001240884,0.00004307757,0.00007761916,0.0001542264,0.0004484553,0.00008234158,0.0001664071,0.00006380021,0.002008665],"category_scores_gemma":[0.0001177652,0.00004349107,0.00003766351,0.0003597791,0.0002689312,0.0001985955,0.00008101782,0.0001061654,0.0001140308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000186694,"about_ca_system_score_gemma":0.0009724032,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8145486,"about_ca_topic_score_gemma":0.9199988,"domain_scores_codex":[0.9990487,0.00008558219,0.00005972159,0.0001232024,0.0003680671,0.0003146918],"domain_scores_gemma":[0.9995842,0.0001194632,0.000004963939,0.00005708736,0.00002557494,0.000208708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007851839,0.000005925354,0.6512066,0.00002282271,0.00001133056,0.002418545,0.05172403,8.529795e-7,3.954777e-7,0.2401074,0.05150907,0.002985257],"study_design_scores_gemma":[0.0000423032,0.000004230793,0.04084468,0.00002757471,0.000006103626,0.000001549817,0.02102827,0.000001572233,0.000002283464,0.005849248,0.9321127,0.00007946345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5583786,0.001654009,0.000001075544,0.007725584,0.001526186,0.00006200899,0.00001514996,0.00008247657,0.4305549],"genre_scores_gemma":[0.9944823,0.0003230211,0.000005541593,0.0001477375,0.0001539384,8.036937e-7,0.000003966596,0.000002222469,0.004880507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8806037,"threshold_uncertainty_score":0.9989036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06294231718889774,"score_gpt":0.3097962609271717,"score_spread":0.246853943738274,"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."}}