{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003492057,0.001293212,0.003318201,0.0004845952,0.0004057751,0.001074091,0.0008639222,0.00199579,0.007524021],"category_scores_gemma":[0.005387508,0.0005602591,0.00159083,0.0004801929,0.0009177886,0.0008372886,0.0006951043,0.002249874,0.0006054158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005121314,"about_ca_system_score_gemma":0.001225883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006104297,"about_ca_topic_score_gemma":0.0006578473,"domain_scores_codex":[0.9972761,0.001940841,0.0001618521,0.0003070625,0.0001470907,0.0001671675],"domain_scores_gemma":[0.9969644,0.001428508,0.0006529387,0.0002332959,0.0001510688,0.0005697673],"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":[0.989826,0.002583032,0.0003214256,0.0002747852,0.0004103766,0.00001516315,0.00001690265,0.0001590919,0.0002817977,0.00007904987,0.0002798528,0.005752591],"study_design_scores_gemma":[0.9836355,0.0152996,0.0003872188,0.00001957826,0.0001385444,0.000009098272,0.000005462413,0.0002152635,0.00004980008,0.00007769413,0.0001590384,0.000003115388],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798647,0.005279132,0.001302617,0.00139316,0.001976143,0.006794693,0.0007371277,0.000167488,0.00248498],"genre_scores_gemma":[0.9769859,0.002195144,0.003566582,0.00183787,0.001232813,0.01122257,0.0006307825,0.0000217652,0.002306621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007524021,"threshold_uncertainty_score":0.02517033,"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."}}