{"id":"W7111323769","doi":"10.2196/85171","title":"Vitiligo in the Digital Spotlight: Retrospective Longitudinal Study in Germany","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vitiligo; Stigma (botany); Longitudinal study; Disease; Public health; Retrospective cohort study; Longitudinal data","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009143514,0.0002585228,0.000506555,0.001517714,0.0005251717,0.0009968327,0.0003366469,0.0004126502,0.001570312],"category_scores_gemma":[0.001645721,0.0003865577,0.0005641755,0.002176552,0.000335474,0.001031019,0.0007015286,0.0005164404,0.0004351738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009532729,"about_ca_system_score_gemma":0.0007098365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01797206,"about_ca_topic_score_gemma":0.02048993,"domain_scores_codex":[0.9993455,0.00010717,0.00009494251,0.0001891695,0.0001234786,0.0001397685],"domain_scores_gemma":[0.9990356,0.0001405109,0.0004584825,0.0000862716,0.0001372862,0.0001417807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009180166,0.00009011685,0.9969978,0.00005178417,0.00006820995,0.0002026388,0.0005071292,0.00002677876,0.0001154958,0.00003825432,0.0002829767,0.001526947],"study_design_scores_gemma":[0.000008603442,0.0001405423,0.9976605,0.00003327331,0.0000659483,0.0003538305,0.0009467492,0.0001042361,0.00004717276,0.00001853133,0.0006124304,0.000008173175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979164,0.0004451614,0.00006246903,0.00003216682,0.00000363317,0.00003542266,0.001182594,0.000002926286,0.0003192087],"genre_scores_gemma":[0.9981798,0.000314766,0.00008601876,0.00005733999,0.000006466399,0.00003912732,0.001109685,0.000002736182,0.0002040507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01797206,"threshold_uncertainty_score":0.03573489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03527757140191783,"score_gpt":0.4136095070974499,"score_spread":0.378331935695532,"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."}}