{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1120405,0.002238984,0.004199132,0.01043776,0.003873823,0.008842777,0.01368572,0.02265647,0.02008766],"category_scores_gemma":[0.2761606,0.002195473,0.01046342,0.008288007,0.003796697,0.007371515,0.008447444,0.02059768,0.01672353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01005253,"about_ca_system_score_gemma":0.05790138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01249588,"about_ca_topic_score_gemma":0.01943859,"domain_scores_codex":[0.8629577,0.06495566,0.03534108,0.003807015,0.02944893,0.003489638],"domain_scores_gemma":[0.6284832,0.1411995,0.02450525,0.008071369,0.1821821,0.01555862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002100792,0.0004202321,0.001420795,0.02157134,0.0003938023,0.0004005438,0.0009454921,0.001075335,0.0003890391,0.01110347,0.5401101,0.4219597],"study_design_scores_gemma":[0.0008480927,0.0003009796,0.003453695,0.1414333,0.0009418297,0.0006095076,0.001579311,0.001269441,0.0006020201,0.02607347,0.8226268,0.0002615529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00143398,0.1726226,0.04904204,0.6514924,0.0450599,0.0083927,0.003203737,0.001681866,0.06707077],"genre_scores_gemma":[0.01808377,0.1852684,0.5557951,0.180644,0.009258397,0.02268969,0.006998089,0.0007569257,0.0205057],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1120405,"threshold_uncertainty_score":0.5925339,"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."}}