{"id":"W2159175156","doi":"10.1503/cmaj.080547","title":"Initiation of insulin therapy in elderly patients taking oral antidiabetes drugs","year":2009,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; Insulin; Internal medicine; Metformin; Diabetes mellitus; Cohort; Type 2 diabetes; Population; Drug; Cohort study; Endocrinology; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008190559,0.0002296542,0.0003749677,0.0009346998,0.0002585218,0.0005524044,0.0002645625,0.0003661085,0.0009359752],"category_scores_gemma":[0.003900867,0.0002633694,0.0005599572,0.0008564795,0.0001442227,0.0004001221,0.0003104154,0.0006103442,0.0001880072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002415592,"about_ca_system_score_gemma":0.000265603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002546339,"about_ca_topic_score_gemma":0.002230055,"domain_scores_codex":[0.9994451,0.0001530993,0.00008760267,0.00007900728,0.0001507782,0.00008429247],"domain_scores_gemma":[0.9960104,0.0007990415,0.002475282,0.0001255499,0.0002672273,0.0003224636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003691083,0.00001445392,0.9992869,0.00000427056,0.00001455626,0.00004430296,0.00001393944,0.00001870839,0.00003628909,0.000003229458,0.0000166853,0.0005097009],"study_design_scores_gemma":[0.000007821903,0.0001359287,0.9986929,0.00001323639,0.00002896141,0.0005546703,0.00005823968,0.0003174242,0.00006839959,0.00001233096,0.0001071707,0.000003052463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987202,0.0004087169,0.0001609913,0.0000385187,0.000006074594,0.00001296128,0.000255196,0.000003811832,0.0003935485],"genre_scores_gemma":[0.999099,0.0002984622,0.0002173741,0.00002800042,0.00002061836,0.00001003632,0.0002519815,0.000001078979,0.00007346791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002546339,"threshold_uncertainty_score":0.005062997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012320083802026,"score_gpt":0.2480213635442766,"score_spread":0.2378981627062563,"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."}}