{"id":"W4415691157","doi":"10.1080/09546634.2025.2572655","title":"A CollaboraTive Initiative of worldwide Vitiligo Experts and patients to define vitiligo activity (ACTIVE): study protocol","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":"Institute of Infection and Immunity","funders":"Vlaamse regering; Universiteit Gent; Pfizer","keywords":"Vitiligo; Protocol (science); Comparability; Clinical trial; Consistency (knowledge bases); Disease; Quality of life (healthcare)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1175887,0.00253696,0.002896826,0.002981537,0.004899109,0.004014264,0.004095716,0.004982045,0.04779618],"category_scores_gemma":[0.06320587,0.002340973,0.00286196,0.002531228,0.002934017,0.004514882,0.006358657,0.007039383,0.01284629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006587777,"about_ca_system_score_gemma":0.04804249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002731886,"about_ca_topic_score_gemma":0.005051189,"domain_scores_codex":[0.9414907,0.04441216,0.006066836,0.002947009,0.002900812,0.002182483],"domain_scores_gemma":[0.9501275,0.01820305,0.006692396,0.006882021,0.01239457,0.005700451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1440339,0.02885941,0.01810812,0.06398039,0.001299493,0.002665807,0.02702291,0.004923656,0.009344451,0.05135512,0.2771339,0.371273],"study_design_scores_gemma":[0.1423386,0.01919081,0.05069603,0.0356177,0.001011803,0.00112084,0.0127044,0.005358932,0.005194015,0.02256749,0.703455,0.0007443259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002339188,0.0001787429,0.004537116,0.0005488282,0.0001828214,0.9886516,0.001133097,0.00005180772,0.002376753],"genre_scores_gemma":[0.001816851,0.0001056866,0.006149148,0.0002846601,0.00003082446,0.9907131,0.0003874507,0.000008124724,0.0005042101],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1175887,"threshold_uncertainty_score":0.6218758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371678565151099,"score_gpt":0.3356993190594204,"score_spread":0.3219825334079094,"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."}}