{"id":"W4407256214","doi":"10.1177/12034754251316298","title":"Equity, Diversity, and Inclusion on Canadian Dermatology Residency Program Websites and Social Media","year":2025,"lang":"en","type":"letter","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Social media; Diversity (politics); Inclusion (mineral); Dermatology; Equity (law); Family medicine; World Wide Web; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003312739,0.0001604372,0.0003757161,0.001982027,0.01708363,0.005503602,0.001037739,0.005077567,0.01120825],"category_scores_gemma":[0.02182249,0.0002589202,0.0003691058,0.00317562,0.004827687,0.002896845,0.00296243,0.005669067,0.0006626409],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02415166,"about_ca_system_score_gemma":0.04410952,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9255543,"about_ca_topic_score_gemma":0.9701728,"domain_scores_codex":[0.9951596,0.0005387297,0.0001910077,0.0002169502,0.001950185,0.001943593],"domain_scores_gemma":[0.9738927,0.008365555,0.002519744,0.0004641566,0.006235004,0.008522879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001631271,0.0004135229,0.4737753,0.00008927235,0.00004002227,0.00201899,0.04595767,0.0001283031,0.0003456502,0.01262962,0.365975,0.09846351],"study_design_scores_gemma":[0.00004516439,0.0001123955,0.6018845,0.0005887197,0.00008097263,0.001100901,0.2221894,0.000575622,0.0003504534,0.007090928,0.1658172,0.0001638332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2883663,0.001039542,0.00009622449,0.6014351,0.0006651767,0.00006430395,0.0008452579,0.00002121992,0.1074669],"genre_scores_gemma":[0.9080896,0.0008938647,0.0001736718,0.06961549,0.0008793404,0.00005238374,0.0002065477,0.0000253275,0.02006385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9758483,"threshold_uncertainty_score":0.1752334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194392881163893,"score_gpt":0.3864801105710557,"score_spread":0.2670408224546664,"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."}}