{"id":"W3164479392","doi":"10.1016/j.bja.2021.04.013","title":"Diversity of residency applicants to anaesthesiology and other specialties in the USA from 2014 to 2019","year":2021,"lang":"en","type":"article","venue":"British Journal of Anaesthesia","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; The Wilson Centre; University Health Network; University of Toronto; Toronto General Hospital; Providence Health Care; Toronto Western Hospital; St. Paul's Hospital; Women's College Hospital","funders":"University of Toronto; Association of American Medical Colleges","keywords":"Scopus; Specialty; Medicine; Family medicine; Medical school; MEDLINE; Gender diversity; Diversity (politics); Medical education; Management; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001538342,0.0001986098,0.0004325768,0.002857287,0.0009692929,0.001157158,0.0008861847,0.00100716,0.005636449],"category_scores_gemma":[0.006952386,0.0002871663,0.0007102265,0.002990986,0.0005385887,0.001103987,0.002781072,0.001524344,0.0009240804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001831959,"about_ca_system_score_gemma":0.003301774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06460968,"about_ca_topic_score_gemma":0.1174131,"domain_scores_codex":[0.9976233,0.0003879082,0.0002751863,0.0002922512,0.0004937507,0.0009276461],"domain_scores_gemma":[0.9920738,0.0006397846,0.001770857,0.0001110392,0.001637498,0.003767024],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003914022,0.0001242814,0.9668069,0.0001838579,0.0001505234,0.0002883699,0.00200975,0.0002090403,0.0004893489,0.0004240595,0.01433668,0.01458567],"study_design_scores_gemma":[0.000006420255,0.00006360637,0.9907269,0.0001156931,0.00001149388,0.0003094007,0.003295165,0.0001442427,0.00006031412,0.00007080377,0.005176177,0.0000197149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819365,0.001931524,0.0001785617,0.005501271,0.0003561403,0.00002290298,0.005672139,0.00001977955,0.004381334],"genre_scores_gemma":[0.9926004,0.0008596713,0.00009848757,0.001031163,0.0001561136,0.0000320478,0.002965753,0.00001408486,0.002242334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984617,"threshold_uncertainty_score":0.1284672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02603535350734919,"score_gpt":0.279078644314266,"score_spread":0.2530432908069168,"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."}}