{"id":"W2783274781","doi":"10.1111/dme.13581","title":"Dual‐hormone artificial pancreas: benefits and limitations compared with single‐hormone systems","year":2018,"lang":"en","type":"review","venue":"Diabetic Medicine","topic":"Diabetes Management and Research","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Artificial pancreas; Medicine; Hormone; Glucagon; Pancreas; Insulin; Hypoglycemia; Diabetes mellitus; Internal medicine; Endocrinology; Blood Glucose Self-Monitoring; Type 1 diabetes; Intensive care medicine; Continuous glucose monitoring","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":[0.00167809,0.0005753614,0.001712167,0.002147943,0.0002378171,0.001844934,0.0008759254,0.001184963,0.003134499],"category_scores_gemma":[0.003076684,0.0002611594,0.001262523,0.00221497,0.0007694128,0.001856033,0.0007696511,0.001753282,0.0006256069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006499775,"about_ca_system_score_gemma":0.00123686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009386981,"about_ca_topic_score_gemma":0.001371989,"domain_scores_codex":[0.9991666,0.000202466,0.0001971639,0.00010434,0.0002891967,0.00004033918],"domain_scores_gemma":[0.9977102,0.001757685,0.0002188477,0.00004665918,0.0002222436,0.00004423285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001711848,0.00006263802,0.0003211276,0.06960016,0.0003013138,0.0001675766,0.00009756626,0.0002422536,0.000634502,0.005246256,0.008241725,0.9149137],"study_design_scores_gemma":[0.00006370006,0.0002963674,0.002162048,0.04344752,0.0009871703,0.003081794,0.000270738,0.0002033053,0.0009458333,0.006279433,0.9422138,0.00004828372],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001025542,0.9991835,0.00005711087,0.0001998737,0.00006541808,0.000002537151,0.000007212261,0.000001556248,0.0003802988],"genre_scores_gemma":[0.001010667,0.9984639,0.0001714855,0.0001395612,0.00008397121,0.000005284935,0.00001035819,0.000001057846,0.0001138373],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003134499,"threshold_uncertainty_score":0.01048589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1562928988687367,"score_gpt":0.3320858966691314,"score_spread":0.1757929978003946,"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."}}