{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004876416,0.00009588568,0.00095876,0.0005767526,0.00002705802,0.000003459063,0.0001511506,0.00002487807,0.001080132],"category_scores_gemma":[0.001553388,0.00005761756,0.0001310582,0.0004307184,0.0001058041,0.0000416937,0.00006735622,0.0004403729,0.000001787947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005231171,"about_ca_system_score_gemma":0.0001649645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004028623,"about_ca_topic_score_gemma":0.000004119327,"domain_scores_codex":[0.9977335,0.0004356434,0.0007350119,0.0000910976,0.000798789,0.0002059959],"domain_scores_gemma":[0.9986748,0.0005481028,0.000346495,0.0001365365,0.0001370134,0.000157022],"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":[0.9116534,0.0005194225,0.005638394,0.0001062964,0.0003379366,0.0001388667,0.0006157935,0.00002808058,0.002524353,0.00008919137,0.005392855,0.07295541],"study_design_scores_gemma":[0.9677362,0.005196428,0.0006753865,0.0002910794,0.0002806565,0.00001180163,0.0002071611,0.0003303946,0.0001032708,0.0003386993,0.02478158,0.00004732397],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825097,0.004513036,0.000009774979,0.00907125,0.001185074,0.0006528729,6.606415e-7,0.000004910871,0.002052767],"genre_scores_gemma":[0.9962323,0.0006455109,0.0000978458,0.0002444449,0.001387523,0.000005873192,0.000006095318,0.00001155713,0.001368887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07290809,"threshold_uncertainty_score":0.999833,"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."}}