{"id":"W4415040496","doi":"10.1080/09546634.2025.2555984","title":"Assessment of vitiligo in clinical practice: a cross-sectional survey among experts","year":2025,"lang":"en","type":"article","venue":"Journal of Dermatological Treatment","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital; SKiN Health","funders":"LEO Pharma; Incyte; Les Laboratories Pierre Fabre; Sanofi; Vlaamse regering; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Vitiligo; Clinical Practice; MEDLINE; Clinical trial; Quality of life (healthcare); Depigmentation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007511135,0.0001000319,0.0002902985,0.00006582771,0.00002785422,0.00001941375,0.000098109,0.0001719281,0.00001969819],"category_scores_gemma":[0.000527006,0.00006864475,0.000175187,0.00008205068,0.00008841321,0.000009817207,0.00003368304,0.00008502881,4.391359e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006285859,"about_ca_system_score_gemma":0.0001726665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001587131,"about_ca_topic_score_gemma":0.00002341037,"domain_scores_codex":[0.9981937,0.00046952,0.0008998693,0.0001558132,0.0001714315,0.0001096694],"domain_scores_gemma":[0.998956,0.0002628542,0.0004152737,0.0001205241,0.0001906842,0.00005465871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002624571,0.001064093,0.9945875,0.000006279759,0.00015692,0.00007738502,0.000008595756,0.00007390849,0.002857903,0.00009800402,0.0002718896,0.0005350132],"study_design_scores_gemma":[0.001919575,0.0006448613,0.9888041,0.00001600044,0.00001573832,0.0001272974,0.00006449255,0.00005603909,0.007458255,0.00005737144,0.0007833916,0.00005285215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968166,0.0003838521,0.0007937343,0.00007849032,0.0002792021,0.0001144734,0.00000789759,0.000001497913,0.001524194],"genre_scores_gemma":[0.9970997,0.0004885648,0.002110132,0.0001338101,0.00004585055,0.000008322086,0.00003000103,0.000003275121,0.00008036088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005783426,"threshold_uncertainty_score":0.2799252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05148168481073707,"score_gpt":0.4677310750810004,"score_spread":0.4162493902702634,"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."}}