{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003528036,0.000194625,0.0003707708,0.0005025966,0.0002163494,0.00001862173,0.0004364696,0.0003280355,0.0003562203],"category_scores_gemma":[0.0008102126,0.0001438559,0.0001164592,0.0008886481,0.0008201911,0.0000602245,0.0001139223,0.0004566542,0.0003909489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008148592,"about_ca_system_score_gemma":0.0002119598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00865036,"about_ca_topic_score_gemma":0.07815223,"domain_scores_codex":[0.997432,0.000380799,0.0004212355,0.0003320937,0.00003342861,0.00140047],"domain_scores_gemma":[0.9981083,0.001173997,0.00007922141,0.0004732052,0.00006581844,0.00009948312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006745024,0.0001042468,0.5112698,0.00005000185,0.0006996106,0.0002138444,0.0002359819,0.00004581938,0.07231024,0.01789335,0.2725649,0.1245448],"study_design_scores_gemma":[0.0005021279,0.00009429272,0.1816448,0.00002454831,0.00003020181,0.000006018601,0.00008563208,0.0000490649,0.02446856,0.000736733,0.7921587,0.0001993329],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722567,0.004764396,0.000002596983,0.01850609,0.001877513,0.0003839824,0.0004093332,0.00009825587,0.001701156],"genre_scores_gemma":[0.989459,0.001205134,0.0001541098,0.002430591,0.00003554139,0.00005542212,0.00006843226,0.00002847738,0.006563282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5195938,"threshold_uncertainty_score":0.9979511,"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."}}