{"id":"W4383683319","doi":"10.58931/cdet.2023.1211","title":"Future Role of Non-Insulin Antihyperglycemic Agents in the Management of Type 1 Diabetes Mellitus","year":2023,"lang":"en","type":"article","venue":"Canadian Diabetes & Endocrinology Today","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Hypoglycemia; Type 1 diabetes; Intensive care medicine; Glycemic; Insulin; Life expectancy; Diabetes mellitus; Population; Type 2 diabetes; Disease; Adverse effect; Macrovascular disease; Diabetes management; Internal medicine; Endocrinology","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":[0.003240996,0.0005236469,0.0009981223,0.0007509019,0.0004030589,0.001490625,0.001025664,0.002784703,0.01599607],"category_scores_gemma":[0.004052725,0.0001503376,0.0009592893,0.0006275128,0.0008251183,0.002692846,0.0008896887,0.004845416,0.003814898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066336,"about_ca_system_score_gemma":0.002398865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001338246,"about_ca_topic_score_gemma":0.004306892,"domain_scores_codex":[0.9991604,0.0002793918,0.00008047497,0.0001022385,0.0002738847,0.0001036403],"domain_scores_gemma":[0.9963149,0.001381837,0.0003883722,0.00008078874,0.001142127,0.0006919437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004569863,0.0003757972,0.0007157207,0.002971137,0.00007542878,0.0003089218,0.0001222991,0.0003036412,0.00108221,0.01152416,0.1078126,0.8742512],"study_design_scores_gemma":[0.0001585388,0.0006990077,0.001390784,0.00337383,0.0001301754,0.0006128114,0.0001768936,0.0003209967,0.0002749059,0.007958826,0.9848711,0.00003210944],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001308102,0.9004233,0.0009611156,0.07525381,0.007100274,0.0000255615,0.0001219335,0.000110812,0.0146951],"genre_scores_gemma":[0.0107386,0.9278549,0.0045309,0.03462788,0.01405414,0.00006432053,0.0001811214,0.00003027094,0.007917803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01599607,"threshold_uncertainty_score":0.05351216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702499439483814,"score_gpt":0.2756460062285434,"score_spread":0.2586210118337053,"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."}}