{"id":"W2469373821","doi":"","title":"Diversity of Physician Faculty in Obstetrics and Gynecology.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute","funders":"","keywords":"Demographics; Medicine; Obstetrics and gynaecology; Diversity (politics); Family medicine; Pacific islanders; Physician assistants; Underrepresented Minority; Medical school; Gender diversity; Population; Obstetrics; Ethnic group; Medical education; Demography; Pregnancy; Nurse practitioners; Health care; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002448028,0.0001022975,0.0001857879,0.002602532,0.0008462237,0.0007538275,0.000353216,0.0002262242,0.003959452],"category_scores_gemma":[0.01462935,0.0001077719,0.0001779312,0.003098754,0.0004574456,0.0007644453,0.001705594,0.0003347104,0.000366429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116844,"about_ca_system_score_gemma":0.003134595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00653145,"about_ca_topic_score_gemma":0.01340574,"domain_scores_codex":[0.9977583,0.0005143579,0.00025867,0.000245807,0.0008903681,0.0003324063],"domain_scores_gemma":[0.9880099,0.002654201,0.004468262,0.0003573633,0.001665504,0.002844852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002787068,0.00002008691,0.9794477,0.00009604629,0.00001849189,0.00004483686,0.001106997,0.0000476097,0.0001415517,0.0002013953,0.001507994,0.01733954],"study_design_scores_gemma":[0.000002887916,0.00003158975,0.9942022,0.00007399062,0.000005531591,0.0002114015,0.001692003,0.00005751377,0.00008190899,0.0001052862,0.00353252,0.000003136065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826309,0.002711294,0.0004331735,0.002444348,0.00009821275,0.00005074301,0.003079695,0.00001612649,0.008535591],"genre_scores_gemma":[0.9967258,0.0007023439,0.0004032472,0.0002352506,0.0001082678,0.00003839877,0.001198853,0.000005475016,0.0005822866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00653145,"threshold_uncertainty_score":0.01324564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05241931812628331,"score_gpt":0.253939039273146,"score_spread":0.2015197211468627,"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."}}