{"id":"W2091162745","doi":"10.1111/j.1365-2133.2008.08678.x","title":"Identification of categories at risk for high quality of life impairment in patients with vitiligo","year":2008,"lang":"en","type":"article","venue":"British Journal of Dermatology","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Medicine; Identification (biology); Vitiligo; Library science; Psychology; Dermatology; Computer science; Mathematics education; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005282928,0.0002338155,0.0003307318,0.001009611,0.0003867631,0.0004978544,0.0001840327,0.0003756432,0.002360151],"category_scores_gemma":[0.002505576,0.0001045251,0.0002933703,0.000752665,0.0002676124,0.0004019976,0.0006627369,0.0004892209,0.0002468153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002047543,"about_ca_system_score_gemma":0.0002115886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008732333,"about_ca_topic_score_gemma":0.0008363365,"domain_scores_codex":[0.9996493,0.0001075212,0.00003876787,0.00004243787,0.00006976679,0.00009232731],"domain_scores_gemma":[0.9987003,0.000323916,0.000588101,0.00003825764,0.0001013601,0.000248127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006508081,0.00002268793,0.9972311,0.00001336602,0.000009374574,0.00007426667,0.0001074372,0.00003319922,0.0001341959,0.000008273017,0.00005873196,0.00224231],"study_design_scores_gemma":[0.000005387642,0.00009720372,0.9987327,0.000008315246,0.00001082272,0.0005996677,0.0002704982,0.0001128774,0.00004544517,0.00003557214,0.00007829339,0.000003135803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993038,0.000184659,0.00004071804,0.00004735296,0.000002183993,0.000007340876,0.00006894508,0.000001687061,0.0003433721],"genre_scores_gemma":[0.9997819,0.00003927711,0.00005484321,0.00001071938,0.000003418655,0.000004429383,0.00007563233,3.765819e-7,0.00002934745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002360151,"threshold_uncertainty_score":0.007895529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007790009760276121,"score_gpt":0.2405824887110398,"score_spread":0.2327924789507637,"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."}}