{"id":"W3202629367","doi":"10.1016/s2589-7500(21)00139-4","title":"A fully artificial pancreas versus a hybrid artificial pancreas for type 1 diabetes: a single-centre, open-label, randomised controlled, crossover, non-inferiority trial","year":2021,"lang":"en","type":"article","venue":"The Lancet Digital Health","topic":"Diabetes Management and Research","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; McGill University; Royal Victoria Hospital; McGill University Health Centre; Royal Victoria Regional Health Centre","funders":"Insulet Corporation; Diabetes Canada; AstraZeneca; Canadian Diabetes Association; Dexcom; Medtronic; Novo Nordisk; Sanofi; Eli Lilly and Company","keywords":"Artificial pancreas; Crossover; Crossover study; Medicine; Pancreas; Type 2 diabetes; Randomized controlled trial; Open label; Diabetes mellitus; Internal medicine; Computer science; Artificial intelligence; Type 1 diabetes; Endocrinology; Alternative medicine; Placebo","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00517202,0.002404721,0.006396786,0.0006147681,0.0006490268,0.002117071,0.001569882,0.004093972,0.008854977],"category_scores_gemma":[0.006023604,0.001039024,0.003103607,0.0006954117,0.001992605,0.00237721,0.0008452322,0.003334763,0.001147802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009865842,"about_ca_system_score_gemma":0.001514099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006995098,"about_ca_topic_score_gemma":0.001006977,"domain_scores_codex":[0.9966751,0.00197467,0.0002743235,0.0005353151,0.00025765,0.0002828185],"domain_scores_gemma":[0.9965558,0.001426377,0.0007785216,0.000302898,0.0002411815,0.0006953445],"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":[0.992591,0.002344283,0.00008368016,0.0006353499,0.0005521904,0.00001542221,0.00002695887,0.00008090049,0.0005263434,0.00007042666,0.0001297506,0.002943653],"study_design_scores_gemma":[0.9703958,0.02857148,0.0002284377,0.00004186691,0.0002854067,0.00001077848,0.000009981365,0.0001377492,0.00006633755,0.0001004861,0.0001434048,0.000008273122],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9583846,0.01200159,0.003183476,0.001247719,0.002672955,0.01827874,0.001368867,0.0001940803,0.002668018],"genre_scores_gemma":[0.955659,0.005022117,0.007244246,0.0019519,0.001525512,0.02406524,0.0009067461,0.00004943671,0.003575787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008854977,"threshold_uncertainty_score":0.02962285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.180877340353955,"score_gpt":0.3995746806418289,"score_spread":0.2186973402878739,"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."}}