{"id":"W4210633796","doi":"10.1186/s41927-021-00235-x","title":"Rapid monitoring of health services use following a policy to switch patients from originator to biosimilar etanercept—a cohort study in British Columbia","year":2022,"lang":"en","type":"article","venue":"BMC Rheumatology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Ministry of Health, British Columbia","keywords":"Biosimilar; Medicine; Etanercept; Cohort; Cumulative incidence; Health care; Cohort study; Population; Incidence (geometry); Family medicine; Emergency medicine; Environmental health; Demography; Internal medicine; Rheumatoid arthritis","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":[0.001564497,0.0004467214,0.0006489365,0.001490061,0.003048993,0.002027607,0.002391312,0.0008546244,0.001980085],"category_scores_gemma":[0.003521636,0.0007493889,0.0007002632,0.004028311,0.0008581292,0.0004980371,0.00151141,0.001504945,0.0004392565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02234558,"about_ca_system_score_gemma":0.02939025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.97884,"about_ca_topic_score_gemma":0.9870248,"domain_scores_codex":[0.9977258,0.0002993997,0.0001548193,0.0004680685,0.0006412881,0.0007105359],"domain_scores_gemma":[0.9949881,0.0003462765,0.0009907398,0.0003378701,0.001929853,0.001407251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001285233,0.00007797137,0.9964308,0.00002019554,0.00006510218,0.000120962,0.0004308171,0.00008572378,0.0001812189,0.0000426354,0.0007602946,0.00165572],"study_design_scores_gemma":[0.00003344378,0.00006133797,0.9972329,0.00003819046,0.00003688526,0.00009986802,0.001087721,0.0004799156,0.00007058368,0.00002631399,0.0008163733,0.0000165391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948506,0.0001774924,0.0001625233,0.0002009185,0.00001242035,0.0001362901,0.003365113,0.000009042201,0.001085676],"genre_scores_gemma":[0.9959844,0.000210524,0.0003174718,0.0003340763,0.00001021281,0.0001018478,0.002138685,0.000007792733,0.0008949828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02234558,"threshold_uncertainty_score":0.1621293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02240548029457103,"score_gpt":0.3008699764831337,"score_spread":0.2784644961885627,"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."}}