{"id":"W4379649312","doi":"10.1136/annrheumdis-2023-eular.4556","title":"POS1607 BIOLOGICS THERAPIES FOR PSORIASIS DECREASE FUTURE RISK FOR DEVELOPING PSORIATIC ARTHRITIS","year":2023,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; University Health Network Foundation; Krembil Foundation; Arthritis Society; National Psoriasis Foundation","keywords":"Medicine; Psoriatic arthritis; Psoriasis; Dermatology; Ustekinumab; Arthritis; Immunology; Adalimumab; Rheumatoid arthritis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000429584,0.0003267403,0.0006027978,0.000320243,0.0001938125,0.0005430161,0.0001900475,0.0005906575,0.01745158],"category_scores_gemma":[0.001383519,0.0001469026,0.0005137437,0.0001922898,0.0001322524,0.0003854221,0.0001740081,0.001181817,0.004048718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127098,"about_ca_system_score_gemma":0.0002853566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001620225,"about_ca_topic_score_gemma":0.0003725199,"domain_scores_codex":[0.9997376,0.00007973908,0.00002354564,0.00003117465,0.0000840534,0.00004386522],"domain_scores_gemma":[0.999249,0.0002471755,0.000229117,0.00005022546,0.00008870128,0.0001356958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02594913,0.004170947,0.07513116,0.001176563,0.0009547288,0.0005245545,0.00008985725,0.0006489363,0.05117252,0.001228427,0.01946514,0.819488],"study_design_scores_gemma":[0.007616951,0.07220843,0.7302482,0.0009772475,0.003344206,0.008453046,0.0006443056,0.003317716,0.03670653,0.00697521,0.1293793,0.0001288832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8818987,0.04298206,0.001899619,0.004067547,0.001292753,0.0001657339,0.002237166,0.0006404837,0.06481589],"genre_scores_gemma":[0.9769399,0.00783311,0.001978021,0.001398529,0.0004659248,0.00005911402,0.001336515,0.00004936411,0.009939463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01745158,"threshold_uncertainty_score":0.05838138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04518630496748564,"score_gpt":0.2937621905716569,"score_spread":0.2485758856041713,"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."}}