{"id":"W4416425837","doi":"10.1177/15209156251395035","title":"Simplified Meal Bolus Strategies with Control-IQ+ Automated Insulin Delivery Are Safe and Effective in Adults with Type 2 Diabetes","year":2025,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute","funders":"","keywords":"Bolus (digestion); Hypoglycemia; Glycemic; Meal; Type 2 diabetes; Type 1 diabetes; Insulin","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000248859,0.0003593717,0.000712303,0.0009582883,0.0001167346,0.00006624358,0.0002319879,0.00038395,0.000008656634],"category_scores_gemma":[0.00003804773,0.0002547118,0.0000361844,0.001622643,0.0007644165,0.0001347587,0.0001210284,0.0006275176,0.000009524701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009339909,"about_ca_system_score_gemma":0.0001457843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006162308,"about_ca_topic_score_gemma":0.00006506081,"domain_scores_codex":[0.9981044,0.00009093358,0.000278866,0.0005238837,0.000245253,0.0007566838],"domain_scores_gemma":[0.9987757,0.0002763151,0.0001184364,0.0004513354,0.000310997,0.00006725239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001468183,0.0003872632,0.9104641,0.0006648425,0.001798574,0.00005486836,0.000121463,0.00005184921,0.004426025,0.0008803026,0.00009675697,0.07958574],"study_design_scores_gemma":[0.02029574,0.005625555,0.9294347,0.002832189,0.001065081,0.000001773915,0.002465643,0.01989622,0.01267898,0.002186599,0.002813307,0.0007042766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891512,0.004839202,0.00001992992,0.002545174,0.000054432,0.001572395,0.00001088957,0.0007358316,0.001070963],"genre_scores_gemma":[0.9976898,0.0002998441,0.0002671083,0.00134113,0.00001647731,0.0001973141,0.00002726911,0.00004266345,0.000118331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07888146,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005063450886328765,"score_gpt":0.2529387636364263,"score_spread":0.2478753127500976,"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."}}