{"id":"W4411149809","doi":"10.1097/ceh.0000000000000611","title":"Sex, Race, and Ethnicity in Academic Dermatology in the United States: A Longitudinal Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Continuing Education in the Health Professions","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver General Hospital; Western University","funders":"","keywords":"Ethnic group; Demography; Demographics; Medicine; Race (biology); Test (biology); White (mutation); Gerontology; Family medicine; Gender studies; Sociology","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":[0.001505995,0.0001235377,0.0001818734,0.001056195,0.0006432223,0.0006896388,0.0003903718,0.0003157962,0.001488365],"category_scores_gemma":[0.00258648,0.0002225978,0.0005023638,0.001696549,0.0002396869,0.0007661943,0.0005665484,0.0007856397,0.0002522493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004744061,"about_ca_system_score_gemma":0.0008829638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02183391,"about_ca_topic_score_gemma":0.02692306,"domain_scores_codex":[0.9994454,0.0001590069,0.00005211775,0.0001024752,0.0001340482,0.0001070005],"domain_scores_gemma":[0.9979039,0.0002891449,0.0009481473,0.0001566089,0.0003089353,0.0003932558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000127445,0.00001283526,0.9993373,0.000002204507,0.0000139543,0.000007347377,0.00004744418,0.00001083697,0.00001152644,0.00001103792,0.00008993309,0.0004428171],"study_design_scores_gemma":[0.000001645247,0.00002582777,0.9991183,0.000008711832,0.00001209912,0.00004402213,0.0003622687,0.0001297487,0.00001681017,0.00002074661,0.0002571929,0.00000262125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971632,0.0004028663,0.0000907903,0.000198888,0.00001252717,0.000008697041,0.001463688,0.000004472953,0.0006548448],"genre_scores_gemma":[0.9985109,0.00025773,0.00008888699,0.00005295661,0.000011495,0.00001380384,0.0009065327,0.000002355683,0.0001552695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02183391,"threshold_uncertainty_score":0.04341364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05442484848481235,"score_gpt":0.4604155857745434,"score_spread":0.405990737289731,"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."}}