{"id":"W4379930220","doi":"10.1530/ec-23-0132","title":"The changing landscape of automated insulin delivery in the management of type 1 diabetes","year":2023,"lang":"en","type":"review","venue":"Endocrine Connections","topic":"Diabetes Management and Research","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research; McGill University; NIHR Cambridge Biomedical Research Centre; Leona M. and Harry B. Helmsley Charitable Trust","keywords":"Insulin delivery; Medicine; Artificial pancreas; Insulin; Closed loop; Type 1 diabetes; Diabetes management; Delivery system; Diabetes mellitus; Psychosocial; Intensive care medicine; Type 2 diabetes; Endocrinology; Biomedical engineering; Control engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006644755,0.000171921,0.0006554212,0.0006584538,0.0001148264,0.00001932549,0.0003187524,0.00004171807,0.00005128073],"category_scores_gemma":[0.0001137952,0.00009060153,0.000230032,0.002592276,0.00007430418,0.00002386762,0.0002419681,0.0002796358,0.00006585636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002914432,"about_ca_system_score_gemma":0.00005316626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000080392,"about_ca_topic_score_gemma":0.00001161028,"domain_scores_codex":[0.998507,0.0001487503,0.0004891988,0.0001862026,0.0003043816,0.0003644554],"domain_scores_gemma":[0.9985391,0.0007083262,0.0001688104,0.000465072,0.00009102222,0.00002760435],"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":[0.00001757043,0.0002688906,0.0002075036,0.0477166,0.002558106,0.00009775759,0.0001627743,0.00001654538,9.384758e-7,0.004620835,0.009733118,0.9345993],"study_design_scores_gemma":[0.0004690083,0.0001499536,0.0003779621,0.01068323,0.001095217,0.000003095009,0.0008474897,0.000812749,0.000002699172,0.00005212006,0.9853913,0.000115234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001577507,0.9911862,7.933664e-7,0.0003024968,0.0003532321,0.001455488,0.00001615046,0.0001296375,0.004978473],"genre_scores_gemma":[0.002004782,0.9934385,0.00002100354,0.00001263208,0.00008114829,0.0002259177,0.0001017786,0.00003281172,0.00408138],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9756581,"threshold_uncertainty_score":0.3694623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0607877826861712,"score_gpt":0.3661585506317238,"score_spread":0.3053707679455526,"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."}}