{"id":"W4280534059","doi":"10.1097/acm.0000000000004743","title":"Association Between Resident Race and Ethnicity and Clinical Performance Assessment Scores in Graduate Medical Education","year":2022,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"National Institute on Aging","keywords":"Ethnic group; Medicine; Graduate medical education; Specialty; Family medicine; Accreditation; Percentile rank; Percentile; Educational measurement; Psychology; Medical education; Curriculum","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01784212,0.00008168032,0.0002837853,0.0001222543,0.0004429606,0.000008412816,0.0003140222,0.0001937831,0.0003921431],"category_scores_gemma":[0.003752966,0.00007571543,0.00001479747,0.0003142708,0.0004608864,0.0001498253,0.0002584003,0.001599395,0.000001894938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003831104,"about_ca_system_score_gemma":0.0006807071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003059222,"about_ca_topic_score_gemma":0.000402242,"domain_scores_codex":[0.9959375,0.0009167018,0.0004314015,0.000264359,0.002202081,0.0002479755],"domain_scores_gemma":[0.9984162,0.0009467166,0.0002044694,0.0000845387,0.0000662885,0.0002817476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001130115,0.00001042821,0.9332503,0.00001551581,0.00001717347,0.000002675388,0.01229522,4.283029e-7,0.000001646117,0.0008450792,0.02959099,0.02395924],"study_design_scores_gemma":[0.0009389644,0.0002123648,0.9425477,0.0001640819,0.0000865403,0.000001958034,0.03683394,0.00009485215,8.765236e-7,0.001224605,0.01780608,0.00008796645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9136567,0.0008224162,0.00001387853,0.08225401,0.0006831022,0.0002104216,0.000001825315,0.00002188599,0.002335722],"genre_scores_gemma":[0.9769359,0.01644511,0.00001784995,0.00349771,0.0009348012,0.00001490126,0.00001768152,0.000004331875,0.002131666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0787563,"threshold_uncertainty_score":0.6948663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011963513377395,"score_gpt":0.4484918107996952,"score_spread":0.3472954594619557,"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."}}