{"id":"W4406777766","doi":"10.1177/12034754241304683","title":"Burden of Vitiligo in Canada: Retrospective Analysis of a Canadian Public Claims Database","year":2025,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université de Montréal; Centre de Recherche Dermatologique du Québec Métropolitain","funders":"LEO Pharma; Michael Smith Health Research BC; Incyte","keywords":"Vitiligo; Medicine; Depigmentation; Discontinuation; Retrospective cohort study; Pediatrics; Dermatology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00130336,0.0005302767,0.0006919522,0.003767917,0.002305381,0.00170088,0.001781454,0.0005995941,0.002370641],"category_scores_gemma":[0.004181644,0.0005268157,0.0009186579,0.01299737,0.0006530571,0.0005159874,0.001128576,0.0008951916,0.00025867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04374887,"about_ca_system_score_gemma":0.04681184,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.995365,"about_ca_topic_score_gemma":0.9947788,"domain_scores_codex":[0.9976195,0.0001547837,0.000224586,0.0003676933,0.001090987,0.0005425552],"domain_scores_gemma":[0.993602,0.0003730067,0.001864643,0.0002870216,0.003076732,0.0007966812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007268613,0.00002604673,0.9936884,0.00009288243,0.0001602586,0.00006799572,0.0001569544,0.000171439,0.00005890648,0.0001056911,0.003144452,0.002254317],"study_design_scores_gemma":[0.00001767538,0.00001709395,0.9972338,0.00008444562,0.00007472219,0.00008680351,0.0003479376,0.0007089748,0.00003579484,0.00002144237,0.001357444,0.00001381016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.895898,0.003983375,0.0003523763,0.001080692,0.00003159381,0.0002555539,0.09407052,0.00005968189,0.004268092],"genre_scores_gemma":[0.9796876,0.001397615,0.0003570862,0.0003152959,0.00001668951,0.00007573542,0.01763763,0.00001216357,0.0005003603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04374887,"threshold_uncertainty_score":0.3174217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491257224562095,"score_gpt":0.248200497774782,"score_spread":0.2332879255291611,"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."}}