{"id":"W4410431250","doi":"10.1093/skinhd/vzaf021","title":"Predictors of treatment survival in patients with plaque psoriasis treated with phototherapy: registry analysis","year":2025,"lang":"en","type":"article","venue":"Skin Health and Disease","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novartis Portugal; Janssen Australia; Cilag; UCB Pharma; Merck Sharp and Dohme; Sandoz Canada; UCB Pharma France; LEO Pharma; Almirall; AMGEN Germany; Boehringer Ingelheim España; Celgene; AbbVie Canada; British Microcirculation Society; Amgen; Pfizer; Eli Lilly and Company","keywords":"Plaque psoriasis; Medicine; Psoriasis; Dermatology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006663323,0.0002128001,0.0004917359,0.0003119659,0.00009899623,0.00000630767,0.00006173048,0.00008269052,0.00004433985],"category_scores_gemma":[0.00001390378,0.0001377201,0.00007624551,0.0006049932,0.0001080335,0.00003702721,0.000009649193,0.00004622504,0.000001599595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001240673,"about_ca_system_score_gemma":0.0005595586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001843738,"about_ca_topic_score_gemma":0.0007932604,"domain_scores_codex":[0.9988707,0.0002036452,0.0002645449,0.0003411338,0.0000402954,0.0002796747],"domain_scores_gemma":[0.9992945,0.00008254685,0.0001398139,0.0002942655,0.00004201944,0.0001468444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009660464,0.0007752192,0.9810558,0.00006297883,0.00175146,0.000004710536,0.0002296681,0.00001773146,0.000004713797,0.00005081642,0.00008191996,0.006304501],"study_design_scores_gemma":[0.009859007,0.001280355,0.9868948,0.00006733785,0.0008414511,1.810585e-7,0.0001363459,0.000002914491,0.0001729563,0.00001176933,0.0006126699,0.0001201969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958466,0.002749323,0.00001424379,0.0001296592,0.00007548751,0.0005210768,0.0004805878,0.00002541855,0.0001576359],"genre_scores_gemma":[0.9979132,0.0004600496,0.00002140786,0.00009620502,0.000007195018,0.00009124109,0.0008995416,0.000009304968,0.0005018954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006184304,"threshold_uncertainty_score":0.5616064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007288268913860756,"score_gpt":0.2362312201339709,"score_spread":0.2289429512201102,"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."}}