{"id":"W4294783598","doi":"10.1210/endrev/bnac022","title":"Consensus Recommendations for the Use of Automated Insulin Delivery Technologies in Clinical Practice","year":2022,"lang":"en","type":"article","venue":"Endocrine Reviews","topic":"Diabetes Management and Research","field":"Medicine","cited_by":402,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; McGill University","funders":"Roche Diabetes Care; Novo Nordisk; National Institute for Health and Care Research; Dexcom; Insulet Corporation; Leona M. and Harry B. Helmsley Charitable Trust; Eli Lilly and Company; Sanofi; Bigfoot Biomedical; National Center for Advancing Translational Sciences; Steno Diabetes Center Copenhagen; Abbott Diabetes Care; Tandem Diabetes Care; National Institute of Diabetes and Digestive and Kidney Diseases; Amgen","keywords":"Insulin delivery; Medicine; Clinical Practice; Insulin; Intensive care medicine; Internal medicine; Endocrinology; Family medicine; Diabetes mellitus; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001834901,0.00007657931,0.0003552278,0.000148039,0.00008929786,0.00001044255,0.0001635926,0.00001603948,0.0001146885],"category_scores_gemma":[0.01004678,0.00004861155,0.0001373432,0.0005209262,0.00009150648,0.00005034149,0.0003152121,0.0003462679,0.00001451981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003818408,"about_ca_system_score_gemma":0.00005436417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002924162,"about_ca_topic_score_gemma":0.000007189986,"domain_scores_codex":[0.9984024,0.0003725933,0.000716564,0.0001641988,0.0001595736,0.000184653],"domain_scores_gemma":[0.9963023,0.002957969,0.0002325001,0.0003927201,0.00009493676,0.00001957731],"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":[0.0001587592,0.0004114421,0.001423293,0.0001982053,0.00007785713,0.00002052207,0.0000212058,0.00002265983,0.0000238248,0.000451347,0.3165956,0.6805953],"study_design_scores_gemma":[0.0009608302,0.0002802091,0.0007861895,0.00007582931,0.0001041385,0.00000952589,0.0004482059,0.004993743,0.00002281511,0.00002446907,0.9922465,0.00004751546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.06311066,0.2119037,0.0003710176,0.6895135,0.001876054,0.02607245,0.0002237039,0.001449604,0.005479368],"genre_scores_gemma":[0.2059088,0.5349367,0.2171402,0.009766641,0.0003616316,0.008458858,0.0006191158,0.000152937,0.02265506],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6805478,"threshold_uncertainty_score":0.998292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2724854528912301,"score_gpt":0.4746226647884745,"score_spread":0.2021372118972444,"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."}}