{"id":"W4310772909","doi":"10.1089/dia.2022.0421","title":"Improved Glycemia with Hybrid Closed-Loop Versus Continuous Subcutaneous Insulin Infusion Therapy: Results from a Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Closed loop; Randomized controlled trial; Diabetes mellitus; Insulin; Continuous glucose monitoring; Artificial pancreas; Internal medicine; Type 1 diabetes; Intensive care medicine; Anesthesia; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003989732,0.001457316,0.004840136,0.0004904633,0.0004598835,0.001537095,0.00105543,0.002113755,0.005449753],"category_scores_gemma":[0.004710294,0.0005746923,0.00365002,0.0006565027,0.001246642,0.001201621,0.0005217156,0.002333302,0.0005299422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008324652,"about_ca_system_score_gemma":0.001136684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001165218,"about_ca_topic_score_gemma":0.001444202,"domain_scores_codex":[0.9967766,0.002002891,0.0003329119,0.0004596412,0.0002168692,0.0002109771],"domain_scores_gemma":[0.9971512,0.001358641,0.0006831719,0.0001750685,0.0001959482,0.0004360813],"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":[0.9887627,0.001780406,0.0003080731,0.0007189744,0.001932067,0.00001304372,0.00001700607,0.00009907844,0.0002903735,0.00002408286,0.0001069716,0.005947193],"study_design_scores_gemma":[0.9681832,0.02833913,0.001100122,0.00007232017,0.00181174,0.00001112477,0.00001113174,0.0001946149,0.0001006426,0.00004038039,0.0001277564,0.000007972722],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778381,0.01377953,0.0009347263,0.0005953171,0.0009174806,0.003311472,0.0009057807,0.0001210042,0.001596589],"genre_scores_gemma":[0.9865633,0.004893523,0.001805628,0.000781139,0.0008752164,0.003321974,0.0007745174,0.00001797104,0.0009665577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005449753,"threshold_uncertainty_score":0.02109993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01515072168982933,"score_gpt":0.2610390705700706,"score_spread":0.2458883488802412,"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."}}