{"id":"W4383683871","doi":"10.58931/cdet.2023.118","title":"The use of biosimilar insulins in 2023","year":2023,"lang":"en","type":"article","venue":"Canadian Diabetes & Endocrinology Today","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"LMC Diabetes & Endocrinology (Canada)","funders":"","keywords":"Biosimilar; Medicine; Drug; Intensive care medicine; Pharmacology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004430195,0.0003806298,0.0003065571,0.001112822,0.001216957,0.003422057,0.0007929636,0.00211399,0.005453398],"category_scores_gemma":[0.00454445,0.000258758,0.0005836149,0.001086421,0.002367392,0.001326059,0.001000948,0.002169802,0.002010806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009490306,"about_ca_system_score_gemma":0.007787759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07645229,"about_ca_topic_score_gemma":0.06060629,"domain_scores_codex":[0.9957297,0.0005660593,0.0002270929,0.0003321533,0.002853534,0.0002913668],"domain_scores_gemma":[0.9976568,0.0004260213,0.0002925377,0.0001226302,0.001220321,0.0002815572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006851844,0.0002280302,0.004402035,0.001222645,0.00004823728,0.00185752,0.001509868,0.0003084012,0.02912641,0.1276148,0.1262203,0.7067766],"study_design_scores_gemma":[0.0000126344,0.00007473397,0.001225008,0.000232571,0.000008786675,0.001010933,0.0001389184,0.00005533736,0.005227044,0.001229234,0.99077,0.00001478355],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.03890588,0.4199944,0.01635363,0.07583801,0.01401088,0.0003767216,0.0009001282,0.0005422179,0.4330781],"genre_scores_gemma":[0.3966099,0.2902676,0.04316169,0.06683386,0.005278009,0.0001801734,0.001904068,0.0003679395,0.1953967],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.07645229,"threshold_uncertainty_score":0.1520146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05139916307993134,"score_gpt":0.2681650018123653,"score_spread":0.216765838732434,"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."}}