{"id":"W4409602439","doi":"10.1007/s13555-025-01402-5","title":"Canadian Consensus Guidelines for the Management of Vitiligo","year":2025,"lang":"en","type":"article","venue":"Dermatology and Therapy","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Trent University; Lynde Centre for Dermatology; Dalhousie University; Women's College Hospital; University of Toronto; Nova Chemicals (Canada); Centre de Recherche Dermatologique du Québec Métropolitain; Vancouver Coastal Health Research Institute; University of British Columbia; Probity Medical Research; Blackberry (Canada); Calgary Laboratory Services; SKiN Health; McGill University; University of Calgary","funders":"Incyte","keywords":"Vitiligo; Medicine; Political science; Dermatology","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":[0.03400306,0.001863879,0.002574508,0.01269796,0.004349525,0.004833888,0.009701309,0.008136618,0.02138561],"category_scores_gemma":[0.08950168,0.001223365,0.006310581,0.008701199,0.002985938,0.003024707,0.004741432,0.01014137,0.008073244],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02346854,"about_ca_system_score_gemma":0.1217433,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2200293,"about_ca_topic_score_gemma":0.2464907,"domain_scores_codex":[0.9604718,0.01330548,0.007754657,0.001419053,0.01496131,0.002087663],"domain_scores_gemma":[0.9036861,0.01518816,0.006313809,0.002254289,0.06876538,0.003792322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009271313,0.00007887861,0.001095898,0.02038466,0.000237249,0.000626208,0.00115443,0.0007325209,0.0003846851,0.01396776,0.6708223,0.2904228],"study_design_scores_gemma":[0.0001462182,0.00004347045,0.002229379,0.04818179,0.0003412798,0.00102572,0.000644281,0.0003385694,0.0002266754,0.00721093,0.9395199,0.00009172885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001605724,0.5259784,0.03658772,0.2437431,0.02547668,0.009965638,0.01345958,0.001342364,0.1418408],"genre_scores_gemma":[0.03879099,0.5316846,0.2452031,0.07311405,0.005553915,0.01693587,0.03134188,0.000772982,0.05660272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9765314,"threshold_uncertainty_score":0.4374971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436952334446925,"score_gpt":0.3249563532079566,"score_spread":0.3005868298634874,"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."}}