{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001796937,0.000913488,0.0008969547,0.001517814,0.0003283162,0.001981326,0.00117025,0.001423568,0.003545592],"category_scores_gemma":[0.001660035,0.0004833204,0.0006758451,0.001525869,0.00103572,0.002715313,0.001299982,0.003588883,0.002455594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001272693,"about_ca_system_score_gemma":0.001556531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129096,"about_ca_topic_score_gemma":0.0009972454,"domain_scores_codex":[0.9991391,0.0002115714,0.0000972237,0.0001069492,0.0003743815,0.00007087766],"domain_scores_gemma":[0.9993557,0.0003256101,0.00005909506,0.00002694607,0.0001934759,0.00003920301],"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":[0.0002650302,0.0001448423,0.0003024308,0.01761707,0.00009681611,0.0003129498,0.0002473305,0.0005613725,0.003507407,0.05577972,0.03481895,0.8863462],"study_design_scores_gemma":[0.00001688727,0.0001059649,0.0003049565,0.002184066,0.00002765151,0.000485677,0.00003760366,0.0001072374,0.001572851,0.003788017,0.9913521,0.00001714634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004372662,0.9884824,0.001348222,0.001016414,0.0006845388,0.0000251185,0.00003820443,0.00002252336,0.007945311],"genre_scores_gemma":[0.004035644,0.9896886,0.001634744,0.001022469,0.0003471356,0.00003603883,0.00005675757,0.000007621882,0.003171003],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003545592,"threshold_uncertainty_score":0.01186115,"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."}}