{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001491162,0.0001338731,0.0002452041,0.00134436,0.0002953809,0.000701292,0.000443032,0.0003875746,0.001590142],"category_scores_gemma":[0.006976073,0.0001613054,0.0004605308,0.002143991,0.0003412184,0.0004812848,0.0005897956,0.0004499436,0.0001755828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007459885,"about_ca_system_score_gemma":0.0008384726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01197547,"about_ca_topic_score_gemma":0.01426475,"domain_scores_codex":[0.9970006,0.0007210747,0.0005593303,0.0007493416,0.0006523525,0.0003172818],"domain_scores_gemma":[0.9842297,0.002321709,0.01123387,0.0004188738,0.001041096,0.0007548296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006075375,0.00001524631,0.9969105,0.00001441243,0.00005426464,0.00003066543,0.0001399676,0.00004706844,0.0001521276,0.00002746544,0.0001441345,0.002403361],"study_design_scores_gemma":[0.00000630427,0.00006311227,0.9985142,0.00002842621,0.00002047684,0.0002709882,0.0004102463,0.0002142023,0.0001229182,0.00001602348,0.000328658,0.000004277076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980703,0.0005649657,0.00009237271,0.0001460515,0.000003712608,0.00000738429,0.0006826028,0.000007650546,0.0004249557],"genre_scores_gemma":[0.9991499,0.0002033115,0.0000788075,0.00004100181,0.000005959221,0.00000618276,0.0004442061,0.000001966352,0.00006858482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01197547,"threshold_uncertainty_score":0.02381152,"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."}}