{"id":"W4283454900","doi":"10.1016/j.jdin.2022.06.018","title":"Trajectories of systemic agent use and associated depression- and anxiety-related health care costs among patients with psoriasis","year":2022,"lang":"en","type":"article","venue":"JAAD International","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Université de Montréal; McGill University Health Centre; Impact; Douglas Mental Health University Institute; Centre Hospitalier de l’Université de Montréal; McGill University","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Réseau Québécois de Recherche sur les Médicaments","keywords":"Medicine; Discontinuation; Acitretin; Psoriasis; Depression (economics); Anxiety; Methotrexate; Ustekinumab; Adalimumab; Pediatrics; Internal medicine; Psychiatry; Rheumatoid arthritis; Dermatology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009905805,0.000254864,0.000298019,0.0006983108,0.0003790731,0.0007383691,0.0004204127,0.0004203716,0.001218418],"category_scores_gemma":[0.003671803,0.0003116258,0.0008168552,0.001139879,0.0001727546,0.0005507402,0.000551463,0.0007811819,0.0001682618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008356483,"about_ca_system_score_gemma":0.0006438724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01669982,"about_ca_topic_score_gemma":0.01253582,"domain_scores_codex":[0.9992148,0.0002292978,0.0001009174,0.0001915049,0.0001190632,0.0001444013],"domain_scores_gemma":[0.9978043,0.0004152528,0.001247112,0.0001697159,0.0001543794,0.0002091041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001171203,0.00003598376,0.9975923,0.000007066101,0.00006527567,0.00002844433,0.00004501176,0.0004571432,0.00006152625,0.00003281841,0.00008607887,0.001471302],"study_design_scores_gemma":[0.00001567436,0.0001186972,0.9957973,0.00001542855,0.00005316132,0.0002041011,0.0001584027,0.003318028,0.00005580399,0.0001272386,0.0001284452,0.000007835562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991327,0.0001137567,0.0001435277,0.00005193505,0.000001686601,0.000008680924,0.0004369977,0.000002799521,0.0001079492],"genre_scores_gemma":[0.9992336,0.00007753813,0.0001444823,0.00001348858,0.000002515661,0.000008606396,0.0004647858,0.000001250413,0.00005374321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01669982,"threshold_uncertainty_score":0.03320521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007608735013366949,"score_gpt":0.2160101524074504,"score_spread":0.2084014173940835,"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."}}