{"id":"W3130515584","doi":"10.1007/s11126-021-09888-w","title":"Gender and Racial Disparities among US Psychiatry Residents: A Review of Trends","year":2021,"lang":"en","type":"review","venue":"Psychiatric Quarterly","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pacific islanders; Ethnic group; Medicine; Public health; Graduate medical education; Accreditation; Diversity (politics); Psychiatry; Family medicine; Gerontology; Political science; Nursing; Population; Medical education; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001509452,0.0003831334,0.001965934,0.0004230792,0.0003692834,0.0001158646,0.0007535335,0.000399743,0.0008500501],"category_scores_gemma":[0.00006955343,0.000349013,0.0007356134,0.001491863,0.000539877,0.0002205518,0.00005555155,0.0004847527,0.00001814408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006775757,"about_ca_system_score_gemma":0.0008949891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001477291,"about_ca_topic_score_gemma":0.0009859162,"domain_scores_codex":[0.9960346,0.0008315996,0.0008970677,0.0005541255,0.001239895,0.0004427161],"domain_scores_gemma":[0.9983219,0.000118246,0.000679765,0.0004541842,0.0001679494,0.0002579707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002918391,0.00009728569,0.00149061,0.07485202,0.0002169069,0.00001057674,0.002168948,2.358209e-9,5.390747e-10,0.007745714,0.1068468,0.8065682],"study_design_scores_gemma":[0.0002251165,0.0001367711,0.0008855311,0.03832178,0.002721043,0.00000782371,0.00322397,4.374526e-8,5.442999e-10,0.0004477035,0.953665,0.0003652849],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001693063,0.9718228,0.000009326624,0.0005253726,0.00323576,0.0003817755,0.00008085449,0.00004441725,0.02388279],"genre_scores_gemma":[0.00001245127,0.9963138,0.0002135298,0.0005323266,0.001367922,0.00003061783,0.0001236035,0.00002648746,0.001379288],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8468181,"threshold_uncertainty_score":0.9998962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03249472293823372,"score_gpt":0.3518095841916761,"score_spread":0.3193148612534424,"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."}}