{"id":"W4411977895","doi":"10.1089/dia.2025.18802.hz","title":"Early Stages of Automated Insulin Delivery","year":2025,"lang":"en","type":"review","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Insulin delivery; Diabetes mellitus; Insulin; Intensive care medicine; Internal medicine; Type 1 diabetes; Endocrinology","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":[0.0003282847,0.0005287637,0.002521769,0.002449905,0.00006805281,0.00002514275,0.0007687768,0.001294888,0.00004850848],"category_scores_gemma":[0.00006902555,0.0004130062,0.0005240523,0.002414322,0.0006000277,0.00004429605,0.0004926554,0.001015145,0.00009271983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001018485,"about_ca_system_score_gemma":0.0004081605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001264866,"about_ca_topic_score_gemma":3.740815e-7,"domain_scores_codex":[0.9974847,0.0001130112,0.0008091503,0.0005232126,0.0003646643,0.0007052499],"domain_scores_gemma":[0.9978407,0.0003324382,0.000370644,0.001119011,0.0002730118,0.00006418939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005983438,0.0002416715,0.002042816,0.02994295,0.002766608,0.0000145731,0.00000933859,7.708141e-8,0.00003374771,0.0003248341,0.0003658207,0.9642516],"study_design_scores_gemma":[0.0005727083,0.0005224774,0.0001367996,0.01861038,0.004749778,6.278984e-7,0.00001435332,0.0000439407,0.0002694947,0.000242723,0.9744987,0.0003379913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003742289,0.9917947,0.000002412828,0.0002783249,0.0001811875,0.001483965,0.00006782295,0.001283741,0.001165536],"genre_scores_gemma":[0.0005134781,0.9955585,0.0003836289,0.0001893406,0.00003697953,0.0001629624,0.0001484236,0.00008210499,0.002924564],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9741329,"threshold_uncertainty_score":0.9998322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03585780474587281,"score_gpt":0.3548850295180195,"score_spread":0.3190272247721467,"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."}}