{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001123358,0.00006203375,0.0002361676,0.00006906714,0.00008424888,0.00002792805,0.0000870351,0.00005378534,0.0002273866],"category_scores_gemma":[0.0009106391,0.00006784975,0.00005043652,0.0003178863,0.0001677965,0.0002198385,0.00006308415,0.0001259761,9.809492e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002198547,"about_ca_system_score_gemma":0.001513209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9814951,"about_ca_topic_score_gemma":0.9019175,"domain_scores_codex":[0.9984969,0.0002326608,0.0002244631,0.0001644891,0.0006319012,0.0002495355],"domain_scores_gemma":[0.9989225,0.0006371418,0.00008370589,0.00006360955,0.00007780438,0.0002152099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000293628,0.000009289712,0.9372504,0.00004653429,0.00001305111,0.00004505221,0.002142262,0.000004285622,0.000007057678,0.00008517714,0.05915998,0.001207529],"study_design_scores_gemma":[0.00007959909,0.000002173485,0.985526,0.00002069594,0.00000653979,2.235534e-7,0.011536,0.00001467524,0.00004050204,0.0001040882,0.002600252,0.00006931044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943591,0.0001883852,0.000003987833,0.0009732297,0.0005202943,0.00004945696,0.00002599919,0.000009321748,0.003870231],"genre_scores_gemma":[0.9985696,0.0001918241,0.000009195184,0.0009529126,0.0001965697,0.000001269613,0.00001031859,0.000002498238,0.00006579825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07957762,"threshold_uncertainty_score":0.2766832,"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."}}