{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002523352,0.000390957,0.0005279349,0.0009751915,0.0008654536,0.001438628,0.001202946,0.0009044326,0.01353132],"category_scores_gemma":[0.006882197,0.000164157,0.001786804,0.001051061,0.0005733029,0.001080022,0.001399796,0.0013373,0.001630553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006988799,"about_ca_system_score_gemma":0.008750528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2037038,"about_ca_topic_score_gemma":0.2572831,"domain_scores_codex":[0.9981167,0.0005196625,0.0001049195,0.0001241466,0.0008941544,0.0002403366],"domain_scores_gemma":[0.9972891,0.0005496274,0.0003245181,0.0001529399,0.001242092,0.0004417566],"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":[0.001207179,0.0004732559,0.01364317,0.003613938,0.000360344,0.0004296895,0.000302522,0.0005187162,0.001483652,0.005338816,0.07688131,0.8957474],"study_design_scores_gemma":[0.001698528,0.003206671,0.1146045,0.01166609,0.001580756,0.003287051,0.001124191,0.004475994,0.002641056,0.0081858,0.8472943,0.0002350699],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1359936,0.410506,0.04811212,0.09814147,0.007049965,0.002658356,0.008750302,0.00329665,0.2854916],"genre_scores_gemma":[0.7030408,0.1750484,0.05519584,0.02173122,0.002132743,0.001197286,0.00472514,0.0001914943,0.03673703],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2037038,"threshold_uncertainty_score":0.4050362,"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."}}