{"id":"W4414337251","doi":"10.1111/pde.70029","title":"Beyond the Skin: A Patient‐Informed Vision for Integrated Vitiligo Care","year":2025,"lang":"en","type":"article","venue":"Pediatric Dermatology","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Vitiligo; MEDLINE; Current (fluid); Data sharing; Patient care","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":[0.00003979178,0.000115463,0.0001208471,0.0000735319,0.0001363888,0.00002010996,0.0001577927,0.0001620696,0.00001138537],"category_scores_gemma":[0.0001131532,0.00008353245,0.00008102819,0.0001510141,0.00004091686,0.000003570165,0.00006715755,0.00006054265,0.000009884167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001613206,"about_ca_system_score_gemma":0.0001571466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009345873,"about_ca_topic_score_gemma":0.0000488583,"domain_scores_codex":[0.9992461,0.00005291401,0.0002309164,0.0002075302,0.00006411811,0.0001984477],"domain_scores_gemma":[0.9994749,0.00007125712,0.00007582318,0.0002189586,0.0001290214,0.00002997546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007783198,0.000191982,0.05298986,0.0006698191,0.0001906681,0.00001552098,0.002461859,0.00003631432,0.01949112,0.003764451,0.8433959,0.07601415],"study_design_scores_gemma":[0.005101638,0.0008179068,0.009403576,0.00001789172,0.0003597822,0.000175349,0.008252129,0.0006249132,0.2163461,0.002159652,0.7560452,0.0006959545],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843618,0.002751228,0.003948183,0.0007546457,0.0009464493,0.0006063702,0.00004420711,0.0000175359,0.006569582],"genre_scores_gemma":[0.9966276,0.0002663812,0.0005131523,0.001373509,0.0001273161,0.0001443304,0.0006599959,0.000008984899,0.000278675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1968549,"threshold_uncertainty_score":0.3406354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003467678191279484,"score_gpt":0.263870476550441,"score_spread":0.2604027983591616,"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."}}