{"id":"W4405623848","doi":"10.1007/s12630-024-02896-x","title":"Addressing gender disparities in academic anesthesiology through structural change","year":2024,"lang":"en","type":"editorial","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; Women's College Hospital; St. Paul's Hospital; University of Toronto; University Health Network; University of British Columbia; Toronto Western Hospital; Providence Health Care","funders":"","keywords":"Anesthesiology; Gender disparity; Psychology; Medical education; Medicine; Sociology; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01873507,0.003893548,0.004439705,0.004546554,0.005647974,0.00931237,0.004604071,0.0225425,0.01562645],"category_scores_gemma":[0.06623241,0.001194721,0.003205767,0.002660943,0.003054092,0.003713449,0.001630837,0.02084586,0.003910049],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006350697,"about_ca_system_score_gemma":0.01368105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01465632,"about_ca_topic_score_gemma":0.04890395,"domain_scores_codex":[0.9920427,0.001669713,0.0009431974,0.0007813846,0.003828916,0.0007340661],"domain_scores_gemma":[0.9441539,0.03251263,0.001704704,0.0008688654,0.01488613,0.005873806],"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":[0.00003623367,0.00002155184,0.00007956222,0.0003760706,0.00003934317,0.00006955289,0.00004092615,0.00001969953,0.00001926219,0.0003455913,0.994675,0.004277195],"study_design_scores_gemma":[0.0005526617,0.0001291958,0.00247736,0.003587936,0.0008420931,0.0002790018,0.0007187406,0.0004898417,0.0001728209,0.004717882,0.9859589,0.00007358478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006064632,0.003609507,0.00005691254,0.04182772,0.9536141,0.00002331911,0.00005959691,0.00002061515,0.0007275674],"genre_scores_gemma":[0.0008484498,0.005788792,0.0001147791,0.02080363,0.9691104,0.00005661294,0.00002774631,0.00002208526,0.00322751],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9936493,"threshold_uncertainty_score":0.0990817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07610468578730975,"score_gpt":0.3223994719580262,"score_spread":0.2462947861707165,"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."}}