{"id":"W3212157657","doi":"10.1016/s2213-8587(21)00289-8","title":"Opportunities and challenges in closed-loop systems in type 1 diabetes","year":2021,"lang":"en","type":"article","venue":"The Lancet Diabetes & Endocrinology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; Leona M. and Harry B. Helmsley Charitable Trust","keywords":"Medicine; Insulin delivery; Insulin; Closed loop; Type 1 diabetes; Type 2 diabetes; Diabetes mellitus; Randomized controlled trial; Artificial pancreas; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006628465,0.0001799252,0.0006972803,0.0002539256,0.00004384569,0.0000396367,0.0002054318,0.00008367404,0.00008281722],"category_scores_gemma":[0.0002185358,0.0001307478,0.00003687806,0.0002819388,0.0002511966,0.00007344269,0.0002980584,0.000404442,0.00004456997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004040943,"about_ca_system_score_gemma":0.00006296095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000152452,"about_ca_topic_score_gemma":0.00006823881,"domain_scores_codex":[0.9975329,0.0003288914,0.0002782224,0.0003451369,0.0001882378,0.001326603],"domain_scores_gemma":[0.9989024,0.0004014743,0.00004968882,0.0004944744,0.00007713669,0.00007480622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008499462,0.0003098081,0.7657819,0.002075807,0.0003334592,0.000877575,0.0004099843,0.00002023444,0.003009657,0.032232,0.003843097,0.1910215],"study_design_scores_gemma":[0.004899414,0.0006220895,0.6549177,0.0007849804,0.0001198505,0.00001866396,0.003952958,0.001440837,0.002342069,0.002599841,0.3278393,0.0004622893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8370607,0.1219212,6.454533e-8,0.02909101,0.0003636204,0.0002931718,0.000004170748,0.00005131321,0.01121469],"genre_scores_gemma":[0.9241026,0.07161149,0.00002574985,0.0009131369,0.0002848061,0.00009994259,0.00002938279,0.00002675631,0.002906159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3239962,"threshold_uncertainty_score":0.5331742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1748318750155709,"score_gpt":0.3206666045708026,"score_spread":0.1458347295552317,"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."}}