{"id":"W3158279613","doi":"10.1371/journal.pone.0251334","title":"Health care costs of rheumatoid arthritis: A longitudinal population study","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto; University of British Columbia; University Health Network","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care; Arthritis Society; Pfizer Pharmaceuticals; Institute for Clinical Evaluative Sciences; Gilead Sciences; Sanofi; Amgen; Pfizer; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Cohort; Comorbidity; Health care; Indirect costs; Observational study; Rheumatoid arthritis; Population; Cohort study; Demography; Public health; Gerontology; Environmental health; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001878407,0.0003898493,0.0004031801,0.001021725,0.001559739,0.001019317,0.000938944,0.000712808,0.0008535404],"category_scores_gemma":[0.003762063,0.0004899456,0.0008429335,0.002866784,0.0005279968,0.0006812795,0.0008845002,0.001103824,0.0002194096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005605521,"about_ca_system_score_gemma":0.00536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7013457,"about_ca_topic_score_gemma":0.7314304,"domain_scores_codex":[0.9981955,0.0004690512,0.0001434878,0.0003554431,0.0004040427,0.0004325439],"domain_scores_gemma":[0.9972505,0.0002389506,0.001090702,0.0002948762,0.0007087237,0.0004161396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008126601,0.00004327257,0.9986022,0.000008056315,0.00008173112,0.00004344508,0.0001911225,0.00003907685,0.00004559472,0.00003271507,0.0002315274,0.000600012],"study_design_scores_gemma":[0.00001911116,0.00006016614,0.998825,0.00001299387,0.00005553643,0.00006455452,0.0002988388,0.0002727009,0.00001489782,0.0000351824,0.0003334586,0.000007455501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958306,0.000291271,0.0002257761,0.0001758474,0.000006991813,0.00005175798,0.003068907,0.000005178797,0.0003436549],"genre_scores_gemma":[0.9967268,0.0002240997,0.0003049003,0.0001125141,0.00001339729,0.00007042927,0.002301415,0.000003149484,0.0002433972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7013457,"threshold_uncertainty_score":0.6008263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03977227082368611,"score_gpt":0.3003072416382211,"score_spread":0.260534970814535,"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."}}