{"id":"W4387337675","doi":"10.1016/j.cjca.2023.06.207","title":"EVIDENCE OF CLINICAL INERTIA FROM A RETROSPECTIVE COHORT ANALYSIS OF BASAL INSULIN INITIATION IN TYPE 2 DIABETES MELLITUS IN A CANADIAN COHORT USING ADMINISTRATIVE HEALTH DATA IN ALBERTA, CANADA","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Metformin; Glycated hemoglobin; Insulin; Type 2 Diabetes Mellitus; Cohort; Diabetes mellitus; Basal insulin; Type 2 diabetes; Basal (medicine); Internal medicine; Retrospective cohort study; Endocrinology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004198131,0.0008161966,0.001048839,0.002782462,0.003542759,0.003830391,0.00334263,0.001117004,0.001861907],"category_scores_gemma":[0.009243526,0.0009471583,0.001874126,0.008577636,0.001702335,0.0005179528,0.001468239,0.001449319,0.0001849094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01729178,"about_ca_system_score_gemma":0.02823577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9904254,"about_ca_topic_score_gemma":0.9896769,"domain_scores_codex":[0.9957079,0.0007012911,0.000397988,0.0009319474,0.001252924,0.001007958],"domain_scores_gemma":[0.9890019,0.001233504,0.002471658,0.001224484,0.004357125,0.001711367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001136019,0.00001147653,0.997892,0.00001081817,0.0002055714,0.00007321915,0.0002169621,0.00008063944,0.00008025936,0.00008790346,0.0003707989,0.0008568239],"study_design_scores_gemma":[0.00001448326,0.00001161709,0.9986337,0.00002138484,0.0001696719,0.00005462685,0.0004022387,0.0003102532,0.00002416184,0.00002961341,0.0003164348,0.00001176873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917558,0.002001185,0.0003468738,0.0006063449,0.00006533448,0.000035637,0.003348219,0.00002764437,0.001812916],"genre_scores_gemma":[0.9975765,0.0004481157,0.0003013911,0.0001413659,0.00002065411,0.000008829725,0.001136524,0.00001198699,0.0003546287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01729178,"threshold_uncertainty_score":0.1254612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08256185682338466,"score_gpt":0.4142384172379531,"score_spread":0.3316765604145685,"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."}}