{"id":"W3032626619","doi":"10.1002/pds.5008","title":"Rapid monitoring of health services utilization following a shift in coverage from brand name to biosimilar drugs in British Columbia—An interim report","year":2020,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Ministry of Health","keywords":"Medicine; Biosimilar; Interim; Cohort; Etanercept; Christian ministry; Interim analysis; Family medicine; Demography; Cohort study; Health policy; Pharmacoepidemiology; Environmental health; Public health; Clinical trial; Internal medicine; Nursing; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.003654671,0.0001821292,0.001034226,0.00007262607,0.0001231962,0.00001954189,0.0002188682,0.0002623914,0.0002306524],"category_scores_gemma":[0.0004012454,0.00023523,0.0001012258,0.00031761,0.0001201701,0.0001695493,0.000170799,0.0004532676,0.000003399572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004544342,"about_ca_system_score_gemma":0.00005814922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01559091,"about_ca_topic_score_gemma":0.006850821,"domain_scores_codex":[0.9948974,0.00264873,0.001282678,0.0006791791,0.00004212443,0.0004498655],"domain_scores_gemma":[0.9984263,0.0009576253,0.000298027,0.0001715842,0.00002245413,0.0001240189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004385037,0.0001605584,0.9247282,0.0001506881,0.0001116947,0.00005889396,0.00377719,0.00001945936,0.009320181,0.000008408638,0.000391154,0.06083512],"study_design_scores_gemma":[0.004229967,0.000299933,0.9718392,0.0006438966,0.00007896776,0.00002912245,0.001893921,0.0003149082,0.005234105,0.000737401,0.01423727,0.0004613389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811262,0.01087657,0.001070346,0.005633636,0.0006243544,0.0004198682,0.0001545626,0.00004304221,0.00005145404],"genre_scores_gemma":[0.9908766,0.002182553,0.0008957325,0.005792731,0.00005602258,0.00001543436,0.0001484497,0.00001606647,0.00001647621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06037378,"threshold_uncertainty_score":0.9909644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05374257445547603,"score_gpt":0.3616216383470049,"score_spread":0.3078790638915289,"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."}}