{"id":"W4403305840","doi":"10.1089/dia.2024.0272","title":"Insulin Pump Use and Diabetic Ketoacidosis Risk in Type 1 Diabetes: Secular Trends over Four Decades","year":2024,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Surrey Memorial Hospital; University of British Columbia; University Health Network; University of Toronto; Sinai Health System; Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital","funders":"","keywords":"Medicine; Diabetic ketoacidosis; Diabetes mellitus; Type 1 diabetes; Secular variation; Ketoacidosis; Insulin pump; Type 2 diabetes; Insulin; Pediatrics; Intensive care medicine; Internal medicine; Endocrinology; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001077964,0.000159068,0.0002238652,0.0008847016,0.0002029343,0.0006653797,0.0003318128,0.0003936517,0.001512961],"category_scores_gemma":[0.002458564,0.0001735094,0.0005619046,0.002090095,0.0002104055,0.0005920014,0.0004046097,0.0006090492,0.000238547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004632798,"about_ca_system_score_gemma":0.0007800492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02074169,"about_ca_topic_score_gemma":0.01606453,"domain_scores_codex":[0.9996614,0.00006514344,0.00005166359,0.00009251044,0.00006476019,0.00006451295],"domain_scores_gemma":[0.996658,0.0004201868,0.002157591,0.0001260829,0.0003693496,0.0002687357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004439876,0.00001045358,0.9970439,0.00001693044,0.0000553976,0.00001257571,0.00005305308,0.00006095782,0.00004588389,0.00003376262,0.0001198523,0.002502894],"study_design_scores_gemma":[0.000001620462,0.00002403259,0.9992726,0.00001672623,0.00002610823,0.00004664435,0.00009168624,0.0002014785,0.00002635856,0.0000171982,0.0002735129,0.000001919898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900228,0.005893162,0.0001925027,0.000826661,0.00003484416,0.000005317948,0.001805638,0.00001442496,0.001204594],"genre_scores_gemma":[0.9959544,0.002433707,0.0001530579,0.000100003,0.00004394362,0.000005380684,0.00101689,0.000004441226,0.0002882623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02074169,"threshold_uncertainty_score":0.04124194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926796036311762,"score_gpt":0.2949458891502361,"score_spread":0.2656779287871184,"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."}}