{"id":"W2999853201","doi":"10.1002/pds.4957","title":"A rapid monitoring plan following a shift in coverage from brand name to biosimilar drugs for rheumatoid arthritis in British Columbia","year":2020,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biosimilar; Medicine; Etanercept; Infliximab; Rheumatoid arthritis; Cumulative incidence; Family medicine; Emergency medicine; Cohort; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002419626,0.0002547464,0.001175384,0.00007337189,0.0002225032,0.00004374905,0.0002537237,0.0004054253,0.0003688865],"category_scores_gemma":[0.001309315,0.0003420963,0.0002101993,0.0002493299,0.0001575901,0.0001294664,0.0001767894,0.0006679281,0.0000160511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004681354,"about_ca_system_score_gemma":0.0000441426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004971569,"about_ca_topic_score_gemma":0.007005122,"domain_scores_codex":[0.9960123,0.001383827,0.0009673078,0.0008451748,0.00003897392,0.0007524649],"domain_scores_gemma":[0.9957142,0.003820147,0.0001293636,0.0001468795,0.00001607136,0.0001733055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002126205,0.0002160841,0.7915314,0.00008723915,0.0003681866,0.0001401896,0.00339733,0.00002910981,0.02033903,0.00004816837,0.01638817,0.1653289],"study_design_scores_gemma":[0.04260476,0.0007368508,0.5353475,0.001806199,0.0001949752,0.00007413928,0.001806359,0.0006584459,0.01327457,0.00744143,0.3936007,0.002454055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9530845,0.03029512,0.001630912,0.01211742,0.001015619,0.0008811885,0.0007951215,0.00007939726,0.0001007421],"genre_scores_gemma":[0.9798166,0.01003454,0.001730585,0.008043958,0.0001115584,0.0001025492,0.0001011151,0.00002699569,0.00003209024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3772126,"threshold_uncertainty_score":0.9999031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873649454978425,"score_gpt":0.2975365821674436,"score_spread":0.2688000876176594,"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."}}