{"id":"W4391236964","doi":"10.2196/54480","title":"Evaluating Participation in Gender-Affirming Care: Cross-Sectional Analysis of Dermatology Program Websites in the United States","year":2024,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute","keywords":"Cross-sectional study; Medicine; Family medicine; Dermatology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004327093,0.0001850775,0.0004498194,0.002029309,0.0001188953,0.00008163857,0.0002771886,0.0003214546,0.0002915153],"category_scores_gemma":[0.000106851,0.000159581,0.0001491232,0.003311266,0.0002339161,0.0001217467,0.00005014454,0.0004413127,0.0001113703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103027,"about_ca_system_score_gemma":0.000138485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004457843,"about_ca_topic_score_gemma":0.005513401,"domain_scores_codex":[0.9965222,0.001271534,0.0009471809,0.0004266914,0.0002401979,0.0005921451],"domain_scores_gemma":[0.9982883,0.001001966,0.0001790198,0.0003418746,0.0001355799,0.00005326251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005671813,0.0002708402,0.9730979,0.0007230091,0.0002454593,0.0002234603,0.0168395,0.001231705,0.00001594642,0.005484744,0.0004785429,0.001332212],"study_design_scores_gemma":[0.0005198314,0.00005923661,0.968568,0.00001039115,0.0002180375,0.0003442377,0.001188113,0.02655593,0.00001187213,0.0009082573,0.00147546,0.0001406877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938908,0.001954644,0.00004551789,0.001224824,0.0004365669,0.0006730976,0.00002659942,0.0001016158,0.001646391],"genre_scores_gemma":[0.9981337,0.00006417288,0.00009597729,0.000322496,0.00005677262,0.0008106685,0.0004501035,0.00001911938,0.00004698145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02532423,"threshold_uncertainty_score":0.6738955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.135174574189561,"score_gpt":0.5403784708424569,"score_spread":0.4052038966528959,"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."}}