{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009645265,0.0001188944,0.0001992651,0.00009376548,0.000210391,0.00001339265,0.00008545346,0.00007033457,0.0001280055],"category_scores_gemma":[0.00004000161,0.00009898886,0.00003410195,0.00008090835,0.00005852605,0.0001044996,0.0000889684,0.0001074533,0.000001518477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000263573,"about_ca_system_score_gemma":0.00004527676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005120073,"about_ca_topic_score_gemma":0.0001037323,"domain_scores_codex":[0.9991249,0.0002045039,0.0002277205,0.000221218,0.0000897775,0.0001318102],"domain_scores_gemma":[0.9994422,0.00008767552,0.0002372614,0.00008843633,0.0001222441,0.00002224146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002493713,0.0001314796,0.9863335,0.00001080616,0.0005747393,0.000001495267,0.002710211,0.00001019147,0.0003869692,0.00005946391,0.0004223328,0.009109474],"study_design_scores_gemma":[0.003313723,0.0002474215,0.9940219,0.00007556627,0.00006664773,0.0000163168,0.001001516,0.000004586599,0.0004944802,0.000004784678,0.000647463,0.0001056045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953061,0.002671709,0.000002855776,0.00003377353,0.0007854324,0.0002525426,0.0008357524,0.00002685977,0.00008491359],"genre_scores_gemma":[0.9978831,0.0001864953,0.00001917441,0.0000279085,0.000007477215,0.00005253413,0.001317462,0.00001133068,0.0004945014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009003869,"threshold_uncertainty_score":0.4036649,"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."}}