{"id":"W4399055997","doi":"10.1007/s12325-024-02875-0","title":"Epidemiology and Treatment Patterns of Patients with Vitiligo: A Real-World Analysis","year":2024,"lang":"en","type":"article","venue":"Advances in Therapy","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"ABB (Canada)","funders":"AbbVie","keywords":"Vitiligo; Medicine; Comorbidity; Population; Epidemiology; Depigmentation; Internal medicine; Incidence (geometry); Psoriasis; Alopecia areata; Dermatology","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":[0.0007382969,0.0001137014,0.0003101125,0.001214221,0.0002358402,0.0006672614,0.0003284402,0.0003153726,0.001276622],"category_scores_gemma":[0.00225069,0.0001948128,0.0004003881,0.001904658,0.000206087,0.0004802434,0.000450819,0.0003156854,0.0001368088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000448077,"about_ca_system_score_gemma":0.0003403998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005070858,"about_ca_topic_score_gemma":0.004068443,"domain_scores_codex":[0.9991857,0.0002633377,0.0001336463,0.0001707112,0.0001442165,0.0001023714],"domain_scores_gemma":[0.9980949,0.0003205544,0.001198237,0.00009128109,0.0001390915,0.000155911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002462576,0.00001029462,0.9992542,0.000007476729,0.00002629157,0.0000194366,0.00002128777,0.00003480845,0.00002408128,0.000008265605,0.00004807476,0.0005210482],"study_design_scores_gemma":[0.000005306964,0.00003051463,0.9989795,0.0000101171,0.00001717054,0.0002815877,0.0001916927,0.0003059274,0.00002111501,0.00001340503,0.000140786,0.000002803933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979442,0.000517827,0.00008844143,0.00008167157,0.000002413701,0.00001505642,0.0009889732,0.00000330627,0.0003580505],"genre_scores_gemma":[0.9989455,0.0001756872,0.00007015881,0.00002387748,0.000005083499,0.00001134614,0.0007382636,0.000001203985,0.00002883857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005070858,"threshold_uncertainty_score":0.01008272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212984609834504,"score_gpt":0.3232031301508689,"score_spread":0.3110732840525238,"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."}}