{"id":"W4252977245","doi":"10.51731/cjht.2021.50","title":"Hybrid Closed-Loop Insulin Delivery Systems for People With Type 1 Diabetes","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Diabetes Management and Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insulin; Hypoglycemia; Glycated hemoglobin; Medicine; Diabetes mellitus; Insulin delivery; Type 1 diabetes; Type 2 diabetes; Diabetes management; Insulin pump; Insulin pen; Blood Glucose Self-Monitoring; Pregnancy; Intensive care medicine; Internal medicine; Endocrinology; Continuous glucose monitoring","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006049454,0.0001144585,0.0004888664,0.0005464648,0.0001826658,0.00006316741,0.0002029568,0.00007676527,0.00001968698],"category_scores_gemma":[0.0006390408,0.00008440826,0.00006413119,0.0004488239,0.00011828,0.00008619437,0.00002576841,0.0003408806,0.000007123733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000253035,"about_ca_system_score_gemma":0.003895564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004327602,"about_ca_topic_score_gemma":0.001014566,"domain_scores_codex":[0.9986322,0.00004018153,0.0003772796,0.0001475986,0.000210006,0.0005927607],"domain_scores_gemma":[0.998547,0.00009144874,0.0002076761,0.000252613,0.0007491125,0.0001521301],"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":[0.0001663987,0.000131854,0.1096621,0.004298589,0.000706822,0.001100793,0.000168111,0.0001250471,0.0002303316,0.001517334,0.1091587,0.7727339],"study_design_scores_gemma":[0.005039884,0.007691209,0.04102271,0.003846293,0.0002358327,0.0003493481,0.01015417,0.000984672,0.004317116,0.001550288,0.9242698,0.000538685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.821537,0.1559634,0.00009585153,0.02108409,0.0004629179,0.0005066891,0.00002049178,0.00006728036,0.000262381],"genre_scores_gemma":[0.9966137,0.001619895,0.0005457218,0.0003606163,0.00003484252,0.00001404755,0.00001726044,0.00002211853,0.0007718186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.815111,"threshold_uncertainty_score":0.6910564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0269186413461766,"score_gpt":0.2764264444354746,"score_spread":0.249507803089298,"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."}}