{"id":"W1999674713","doi":"10.1177/0194599813485063","title":"The Evolution of Racial, Ethnic, and Gender Diversity in US Otolaryngology Residency Programs","year":2013,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Ethnic group; Otorhinolaryngology; Diversity (politics); Medicine; Census; Representation (politics); Population; Family medicine; Demography; Gender diversity; Surgery; Political science; Sociology; Management; Environmental health","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":[0.001429427,0.0000873039,0.0002038398,0.00009727478,0.0006934439,0.00002232444,0.000494176,0.0002411171,0.0001427087],"category_scores_gemma":[0.0003607677,0.0000724049,0.00004285453,0.0003184949,0.001555646,0.0002311078,0.0004620339,0.000248235,0.00003295506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001148594,"about_ca_system_score_gemma":0.0001596169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03933704,"about_ca_topic_score_gemma":0.0407684,"domain_scores_codex":[0.9982825,0.0005808119,0.0001916402,0.0002178431,0.0003338732,0.0003933507],"domain_scores_gemma":[0.9992273,0.0002503038,0.0001027901,0.0001790942,0.0001445087,0.00009604308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002854937,0.00004754073,0.9142591,0.00001697952,0.00001842522,0.00001358837,0.01386135,4.157412e-7,0.0001058038,0.06828455,0.0005433522,0.002820295],"study_design_scores_gemma":[0.0003801195,0.0001048969,0.9604352,0.000009403873,0.00002085262,0.000004693715,0.01135221,0.00001179267,0.000005649239,0.02526309,0.002331918,0.00008020789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756815,0.002008886,0.0000440354,0.001645325,0.0003077735,0.0005259123,0.000001203096,0.00002705161,0.01975835],"genre_scores_gemma":[0.9986948,0.0005675947,0.00007850683,0.0002088254,0.00006855821,0.00002136183,0.000002478862,0.000003734282,0.0003541793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04617601,"threshold_uncertainty_score":0.9767351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.046799842998661,"score_gpt":0.2986584595949285,"score_spread":0.2518586165962675,"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."}}