{"id":"W2999942204","doi":"10.1002/acr2.11106","title":"Patterns of Tumor Necrosis Factor Inhibitor (<scp>TNF</scp>i) Biosimilar Use Across United States Rheumatology Practices","year":2020,"lang":"en","type":"article","venue":"ACR Open Rheumatology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada; University of British Columbia","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institutes of Health; Patient-Centered Outcomes Research Institute","keywords":"Biosimilar; Infliximab; Medicine; Rheumatoid arthritis; Etanercept; Rheumatology; Internal medicine; Medical prescription; Cohort; Tumor necrosis factor alpha; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006507665,0.0006470309,0.001953775,0.000190865,0.0003609967,0.0001907967,0.001788148,0.0009285514,0.0008761614],"category_scores_gemma":[0.006381419,0.0005389212,0.0002768229,0.0007396535,0.0008129188,0.0006524855,0.001756374,0.0009616041,0.0002934231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003649343,"about_ca_system_score_gemma":0.0001592653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003529798,"about_ca_topic_score_gemma":0.000295845,"domain_scores_codex":[0.9944235,0.001488899,0.001533613,0.001144141,0.0001156475,0.001294169],"domain_scores_gemma":[0.9921986,0.004538002,0.001883321,0.0007728255,0.0003783917,0.0002288122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001058985,0.001169931,0.8241757,0.0009033796,0.002633165,0.0001308411,0.01235661,0.000009126529,0.08124806,0.003707221,0.07012295,0.002483997],"study_design_scores_gemma":[0.008947253,0.002494612,0.0430317,0.0004703331,0.0003978081,0.001482667,0.01644088,0.0003491227,0.442281,0.0005380036,0.4824814,0.00108525],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884726,0.0007807738,0.0004559164,0.006629732,0.0009303781,0.0008117775,0.00169695,0.0001484986,0.0000733746],"genre_scores_gemma":[0.9905792,0.00155245,0.001960132,0.004839108,0.00001176054,0.00006711384,0.0004836439,0.00008391488,0.0004226846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.781144,"threshold_uncertainty_score":0.9997062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06740945790938267,"score_gpt":0.3396732556199923,"score_spread":0.2722637977106097,"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."}}