{"id":"W4362459170","doi":"10.4212/cjhp.3272","title":"A Framework for Evaluating the Implementation of Biosimilar Drugs","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton; Cancer Care Ontario; Alberta Health Services; Canadian Pharmacists Association; Canadian Agency for Drugs and Technologies in Health","funders":"","keywords":"Biosimilar; Computer science; Medicine; Data science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002002206,0.00009062115,0.0001722399,0.00009843353,0.0003538234,0.00002475449,0.0003973783,0.00005520417,0.0004592379],"category_scores_gemma":[0.0003306368,0.00004807807,0.0001843776,0.0002840617,0.0002645407,0.00005399581,0.00002133465,0.0003113945,0.00001200978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004210183,"about_ca_system_score_gemma":0.0004891657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001232279,"about_ca_topic_score_gemma":0.0006892029,"domain_scores_codex":[0.9989831,0.0002140065,0.0003707629,0.00007725711,0.0000587253,0.0002961138],"domain_scores_gemma":[0.998665,0.0006284498,0.0002985996,0.0001297783,0.0002196636,0.00005853421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007656351,0.0001417468,0.02125877,0.0001716053,0.004098882,0.00003583373,0.03261115,0.00009203331,0.1002765,0.04815161,0.2985114,0.4938848],"study_design_scores_gemma":[0.00934463,0.007133476,0.0358738,0.0003758019,0.002394344,0.0001427339,0.03191873,0.0004484623,0.4861907,0.1698601,0.2553952,0.0009220033],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9209152,0.002804726,0.0005165359,0.07215482,0.002705891,0.0005846839,0.0001813346,0.00000992376,0.0001268362],"genre_scores_gemma":[0.9979799,0.00005353025,0.0008276922,0.0008920695,0.0001183786,0.000007207942,0.000004593308,0.00001058016,0.0001060856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4929627,"threshold_uncertainty_score":0.5028333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07292815816171819,"score_gpt":0.4316925842939202,"score_spread":0.3587644261322019,"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."}}