{"id":"W4409317063","doi":"10.2196/67867","title":"Early Detection of Elevated Ketone Bodies in Type 1 Diabetes Using Insulin and Glucose Dynamics Across Age Groups: Model Development Study","year":2025,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ketone bodies; Insulin; Type 2 diabetes; Diabetes mellitus; Dynamics (music); Internal medicine; Endocrinology; Medicine; Psychology; Metabolism","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007499681,0.001282202,0.001238296,0.0007980258,0.000392918,0.0009671113,0.001129579,0.0009288666,0.001674177],"category_scores_gemma":[0.01013632,0.0003797949,0.001975489,0.00040785,0.0003300696,0.0006060846,0.001003686,0.001688351,0.0003559965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008784362,"about_ca_system_score_gemma":0.0014797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02127302,"about_ca_topic_score_gemma":0.007845014,"domain_scores_codex":[0.9990219,0.000601346,0.00003610186,0.0001698005,0.00004907325,0.0001218279],"domain_scores_gemma":[0.9917271,0.006361366,0.0004670123,0.0002950836,0.0008388786,0.0003106137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00185743,0.0008679105,0.192634,0.0001143015,0.0009146968,0.0002098759,0.0001504294,0.7642671,0.0004498384,0.0007672154,0.001502611,0.03626443],"study_design_scores_gemma":[0.00003409034,0.0001689135,0.006664706,0.0000142125,0.00006557645,0.00002618955,0.00001985054,0.9925538,0.00007981776,0.000270165,0.00009543255,0.000007355965],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9372377,0.001140116,0.05816841,0.0007327086,0.00006916017,0.0002121691,0.0006648697,0.0003633044,0.001411571],"genre_scores_gemma":[0.9866716,0.0002880603,0.01092361,0.0001124769,0.00002965337,0.000134992,0.0009365372,0.00002147562,0.0008815523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02127302,"threshold_uncertainty_score":0.04229838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02451514302882748,"score_gpt":0.3245699241440676,"score_spread":0.3000547811152401,"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."}}