{"id":"W3185089927","doi":"10.1126/science.abg4502","title":"Type 1 diabetes glycemic management: Insulin therapy, glucose monitoring, and automation","year":2021,"lang":"en","type":"review","venue":"Science","topic":"Diabetes Management and Research","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Glycemic; Insulin; Insulin delivery; Hypoglycemia; Medicine; Diabetes management; Diabetes mellitus; Type 2 diabetes; Automation; Type 1 diabetes; Intensive care medicine; Endocrinology; Engineering","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":[0.0008122764,0.001196553,0.001763106,0.002002702,0.0003321321,0.001624008,0.001076575,0.00116837,0.005274432],"category_scores_gemma":[0.000983387,0.000286952,0.000596958,0.002430505,0.0005861734,0.001751915,0.001024449,0.002626035,0.003327537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007591553,"about_ca_system_score_gemma":0.00126239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388047,"about_ca_topic_score_gemma":0.001491464,"domain_scores_codex":[0.9995834,0.00008513429,0.00004748574,0.00006130864,0.0001817974,0.00004073922],"domain_scores_gemma":[0.9995732,0.0001930748,0.00005480291,0.0000171348,0.0001242935,0.00003751317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004909085,0.00007681162,0.0001068762,0.01831779,0.00007819375,0.00009582691,0.00005844729,0.0003131657,0.0007437841,0.007353585,0.03230417,0.9405022],"study_design_scores_gemma":[0.00001008043,0.00007389546,0.0003458737,0.005004632,0.00006757613,0.0005400219,0.00005462158,0.0001053691,0.0002618865,0.00385042,0.9896694,0.00001625316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009004641,0.9963449,0.0003082483,0.0005180281,0.0004505409,0.00001029702,0.00002467039,0.00001588171,0.002237448],"genre_scores_gemma":[0.0007601492,0.9972854,0.0004072454,0.0003216898,0.0003069819,0.00001031161,0.00003731864,0.000002921678,0.0008680766],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005274432,"threshold_uncertainty_score":0.01764476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06098163003388997,"score_gpt":0.3854857062721012,"score_spread":0.3245040762382112,"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."}}