{"id":"W4408616020","doi":"10.1056/nejmoa2415948","title":"A Randomized Trial of Automated Insulin Delivery in Type 2 Diabetes","year":2025,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Diabetes Management and Research","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; St Joseph's Health Care; Lawson Health Research Institute","funders":"Tandem Diabetes Care","keywords":"Type 2 diabetes; Randomized controlled trial; Insulin delivery; Insulin; Medicine; Internal medicine; Diabetes mellitus; Endocrinology; Type 1 diabetes","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":[],"consensus_categories":[],"category_scores_codex":[0.003540979,0.0001043984,0.00110142,0.0008900763,0.00001262683,0.000004866022,0.0001282879,0.00006471672,0.0001643491],"category_scores_gemma":[0.003313012,0.00005987812,0.0001095554,0.0006722549,0.0001318458,0.00005078456,0.00003419589,0.0003130219,0.000002332169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003426099,"about_ca_system_score_gemma":0.0002797541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002914236,"about_ca_topic_score_gemma":0.000005975529,"domain_scores_codex":[0.9981608,0.0002540564,0.0008468574,0.00008664111,0.0004676809,0.000184007],"domain_scores_gemma":[0.9984694,0.0007273878,0.000257983,0.0001305142,0.0002969664,0.0001178088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8513345,0.0002655411,0.002418617,0.0002323287,0.0004825601,0.00009029217,0.0002693044,0.00001994696,0.002234264,0.0001677175,0.01825234,0.1242326],"study_design_scores_gemma":[0.9833571,0.0020302,0.001344863,0.001578185,0.0003352863,0.000002787786,0.0000565054,0.001402002,0.0003945479,0.0006941831,0.008761415,0.00004291033],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746479,0.005285377,0.00001988712,0.01107326,0.000942874,0.0005493178,2.555792e-7,0.00001820709,0.007462919],"genre_scores_gemma":[0.9954954,0.001284525,0.0001598533,0.0003396074,0.0008925999,0.000002055458,0.000003867754,0.000007595846,0.00181452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1320226,"threshold_uncertainty_score":0.3966224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883737414453743,"score_gpt":0.3215477021159767,"score_spread":0.3027103279714392,"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."}}