{"id":"W4297519371","doi":"10.1056/nejmoa2205225","title":"Multicenter, Randomized Trial of a Bionic Pancreas in Type 1 Diabetes","year":2022,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Diabetes Management and Research","field":"Medicine","cited_by":194,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of North Carolina at Chapel Hill; University of California, San Diego; School of Medicine, Stanford University; Massachusetts General Hospital; Novo Nordisk; University of Pennsylvania; Children's National Hospital; McGill University; Jaeb Center for Health Research; Emory University; Cleveland Clinic; National Institute of Diabetes and Digestive and Kidney Diseases; Henry Ford Health System; Washington University in St. Louis; University of Washington","keywords":"Artificial pancreas; Initialization; Insulin; Medicine; Pancreas; Insulin delivery; Meal; Diabetes mellitus; Type 2 diabetes; Internal medicine; Type 1 diabetes; Endocrinology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004438649,0.001473077,0.003933266,0.0004890984,0.0004592371,0.001426871,0.001037741,0.002201732,0.006436614],"category_scores_gemma":[0.004882801,0.0006219294,0.002064032,0.0005848954,0.001180306,0.001080209,0.0006880154,0.002723366,0.0005605558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007156477,"about_ca_system_score_gemma":0.001712425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007585569,"about_ca_topic_score_gemma":0.0009059327,"domain_scores_codex":[0.9972354,0.002005146,0.0001360106,0.000341463,0.0001174282,0.0001646102],"domain_scores_gemma":[0.9966061,0.001265328,0.0009709286,0.0002524354,0.0002290475,0.0006761781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9926699,0.001938139,0.0003802013,0.0003557843,0.0005226136,0.0000126891,0.00001686495,0.0001372146,0.000307636,0.00006315151,0.0002120256,0.003383806],"study_design_scores_gemma":[0.9671259,0.03129425,0.0005634508,0.00003659994,0.0003395207,0.00001406487,0.0000118763,0.0002533378,0.000113197,0.00009049729,0.000152091,0.000005325058],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979668,0.009884688,0.001334546,0.001075968,0.001317526,0.004291388,0.0006341467,0.0001165189,0.001677224],"genre_scores_gemma":[0.9849861,0.002686425,0.003045581,0.001343171,0.0006622424,0.005171303,0.0005516669,0.00002133064,0.001532173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006436614,"threshold_uncertainty_score":0.0234741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02310067291963424,"score_gpt":0.3083670439858612,"score_spread":0.285266371066227,"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."}}