{"id":"W7162127907","doi":"10.82308/44327","title":"Systemic agent use and mental health outcomes among patients with psoriasis","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psoriasis; Ustekinumab; Discontinuation; Cohort; Depression (economics); Rheumatoid arthritis; Retrospective cohort study; Cohort study","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":[0.0003510222,0.0001107465,0.00025244,0.0004260135,0.0007241623,0.0006414721,0.0002342075,0.0002310187,0.002775787],"category_scores_gemma":[0.00207469,0.0001298387,0.0004824543,0.001154796,0.0002048227,0.0003705895,0.0003149117,0.0008955541,0.0002575777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001607685,"about_ca_system_score_gemma":0.001067618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1536638,"about_ca_topic_score_gemma":0.2100722,"domain_scores_codex":[0.999676,0.00005626507,0.00002700609,0.00004717102,0.0001068129,0.00008678545],"domain_scores_gemma":[0.99914,0.0001044463,0.0003587299,0.00002949984,0.0001809091,0.0001863315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008970237,0.00006692485,0.9919174,0.00005615905,0.0001060138,0.00003774895,0.0002312646,0.00003896979,0.00006656382,0.00005827423,0.002210803,0.005120066],"study_design_scores_gemma":[0.000008981974,0.00003133442,0.9989161,0.00003131076,0.00002914134,0.00005399334,0.0002227311,0.00005843319,0.00001138453,0.00002926834,0.0006028786,0.000004381386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851697,0.003095547,0.00005228006,0.001815973,0.00005939845,0.00004253019,0.004535295,0.000007247795,0.005221964],"genre_scores_gemma":[0.9966834,0.001146754,0.00005960464,0.0004600058,0.00004932377,0.00002093378,0.001034283,0.000002102622,0.0005435316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1536638,"threshold_uncertainty_score":0.3055388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633118814465426,"score_gpt":0.2474666789683895,"score_spread":0.2311354908237352,"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."}}