{"id":"W3048838438","doi":"10.1001/jamasurg.2020.2828","title":"Intersectionality of Gender and Visible Minority Status Among General Surgery Residents in Canada","year":2020,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University; University of Toronto; Université de Sherbrooke; London Health Sciences Centre; Alberta Hospital Edmonton; University of Alberta Hospital","funders":"","keywords":"Mentorship; Medicine; Likert scale; Ethnic group; Diversity (politics); Family medicine; Scale (ratio); Gerontology; Medical education; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001233383,0.0001958556,0.0002632172,0.00123534,0.004221982,0.001198053,0.0008798719,0.0003099083,0.002130053],"category_scores_gemma":[0.004127479,0.0001924468,0.0003088815,0.001962767,0.001828228,0.0004797116,0.001884328,0.0006555482,0.0000969949],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01521041,"about_ca_system_score_gemma":0.03982951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.968592,"about_ca_topic_score_gemma":0.9874899,"domain_scores_codex":[0.9983406,0.0001804202,0.00006411951,0.0001836355,0.0005604416,0.0006707781],"domain_scores_gemma":[0.9968988,0.0002556101,0.0006619648,0.0000717857,0.0008589182,0.001252972],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000594086,0.00002832084,0.9760435,0.00006551314,0.00002483776,0.00016589,0.012821,0.00003915402,0.0002749033,0.0002340509,0.001214533,0.009028901],"study_design_scores_gemma":[0.000002939278,0.00002942305,0.9678995,0.000106217,0.00001454893,0.0001049073,0.03002281,0.0001280213,0.00007821128,0.00008246833,0.001515253,0.00001584516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954422,0.0004244852,0.00008206927,0.0009134362,0.00002089288,0.00002759954,0.0004737561,0.000004609163,0.002611041],"genre_scores_gemma":[0.9991141,0.0002695869,0.00008367341,0.0001343491,0.000005003661,0.000009893831,0.000105604,0.000002268896,0.0002754404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9987666,"threshold_uncertainty_score":0.1103598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05151527792055113,"score_gpt":0.258954130512773,"score_spread":0.2074388525922219,"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."}}