{"id":"W7130709975","doi":"10.1109/computingcon64838.2025.11377015","title":"An Ensemble Stacking Approach for Reliable Type 1 Diabetes Prediction","year":2025,"lang":"","type":"article","venue":"","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Type 1 diabetes; Hypoglycemia; Glycemic; Insulin; Dosing; Metabolic control analysis; Diabetes mellitus; Continuous glucose monitoring","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":[0.00163291,0.001639029,0.001937813,0.001327917,0.0007447089,0.0009580316,0.001661127,0.001105834,0.002388588],"category_scores_gemma":[0.003588368,0.0005138103,0.001382425,0.001317223,0.0002717833,0.001090072,0.00106942,0.001726828,0.0007721647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005475688,"about_ca_system_score_gemma":0.001082954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01376691,"about_ca_topic_score_gemma":0.009494902,"domain_scores_codex":[0.9992647,0.0002338248,0.00004931118,0.000195912,0.0001325899,0.0001236919],"domain_scores_gemma":[0.9986346,0.0006769231,0.00009417741,0.0001171656,0.0004066286,0.00007047289],"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":[0.0003471698,0.0001712008,0.005252192,0.0001004781,0.0003546569,0.0002174363,0.00008802978,0.6141785,0.002051096,0.002830362,0.007397326,0.3670115],"study_design_scores_gemma":[0.000002737693,0.00001820474,0.0003787515,0.000007081748,0.00002322147,0.00001229116,0.000006352738,0.9976173,0.0002123358,0.001427221,0.0002883064,0.000006256275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05393396,0.003510288,0.9367455,0.0007106609,0.0003989843,0.00007404776,0.0008083617,0.00143668,0.002381575],"genre_scores_gemma":[0.8204308,0.002152902,0.1681986,0.0004531676,0.0006950641,0.0002055564,0.003209014,0.0001425795,0.004512234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01376691,"threshold_uncertainty_score":0.02737355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02948052403829839,"score_gpt":0.3202806711646055,"score_spread":0.2908001471263071,"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."}}