{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001031788,0.0007334294,0.003401133,0.000827715,0.0001987435,0.00009125248,0.0002242567,0.0003269456,0.00005546887],"category_scores_gemma":[0.0007403963,0.0004489875,0.0001627548,0.001022949,0.0008275881,0.00008089093,0.0001510126,0.0005847451,0.0002155693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001360218,"about_ca_system_score_gemma":0.0001899809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000213539,"about_ca_topic_score_gemma":0.00001225344,"domain_scores_codex":[0.9957182,0.0002405904,0.001142834,0.0008542877,0.001205512,0.0008385178],"domain_scores_gemma":[0.9967424,0.0008270269,0.000467104,0.0008764577,0.0004257093,0.0006613156],"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":[0.0001205095,0.0004676149,0.00003355654,0.02346278,0.001681572,0.0001645904,0.0003276274,5.977947e-7,0.00002694946,0.0009456215,0.03487143,0.9378971],"study_design_scores_gemma":[0.002166164,0.003822512,0.0002637151,0.04660014,0.007042323,0.00006750686,0.0003945151,0.0001216454,0.000001214771,0.00002658965,0.9389277,0.0005660473],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001120848,0.9825348,0.00002306855,0.0008421417,0.0003690378,0.003002311,0.00003384227,0.0001452717,0.01192873],"genre_scores_gemma":[0.00243605,0.9913144,0.0001069099,0.0001135366,0.002194368,0.0003721539,0.0009479522,0.0001480603,0.002366585],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9373311,"threshold_uncertainty_score":0.9997962,"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."}}