{"id":"W4396241885","doi":"10.1016/j.jcjd.2024.04.011","title":"Basal Insulin Initiation in Adults With Type 2 Diabetes Mellitus: A Retrospective Cohort Study Using Administrative Health Data in Alberta, Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Novo Nordisk Canada; Novo Nordisk; Alberta Precision Laboratories; Government of Alberta","keywords":"Medicine; Retrospective cohort study; Basal (medicine); Cohort; Basal insulin; Diabetes mellitus; Type 2 Diabetes Mellitus; Gerontology; Demography; Type 2 diabetes; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001538844,0.000504567,0.0005436782,0.001783345,0.001825566,0.001532332,0.001641921,0.0005037894,0.001010176],"category_scores_gemma":[0.002497797,0.0006034246,0.0007083282,0.006035064,0.0007315867,0.0003969377,0.0008571644,0.0007635342,0.0002020707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01339721,"about_ca_system_score_gemma":0.01647864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9837284,"about_ca_topic_score_gemma":0.9825466,"domain_scores_codex":[0.998164,0.0001771172,0.0001572624,0.0004070217,0.0007408508,0.0003537091],"domain_scores_gemma":[0.9970794,0.0002122978,0.0009053138,0.0002272901,0.001013529,0.0005621189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004643582,0.00001921424,0.9987938,0.00001038244,0.00004837055,0.00004566321,0.0001266261,0.00006247365,0.0000413826,0.00002148789,0.0002716738,0.0005124449],"study_design_scores_gemma":[0.00001022731,0.00002086069,0.9988575,0.00002035826,0.00003347882,0.00005987154,0.0003882002,0.0003112216,0.0000183372,0.000009490586,0.0002634999,0.000006986284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912697,0.0007312946,0.0001767004,0.0001446782,0.0000133051,0.00006897155,0.006567268,0.0000153616,0.001012578],"genre_scores_gemma":[0.9956986,0.0004472474,0.0002806554,0.00009073246,0.000007211384,0.00002653078,0.003077142,0.000004738704,0.0003671025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01627159,"threshold_uncertainty_score":0.09720403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0263940819950664,"score_gpt":0.2849744520639191,"score_spread":0.2585803700688528,"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."}}