{"id":"W2969165626","doi":"10.2337/ds18-0097","title":"Insulin-and-Glucagon Artificial Pancreas Versus Insulin-Alone Artificial Pancreas: A Short Review","year":2019,"lang":"en","type":"review","venue":"Diabetes Spectrum","topic":"Diabetes Management and Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Artificial pancreas; Medicine; Hypoglycemia; Glucagon; Insulin; Insulin delivery; Internal medicine; Endocrinology; Pancreas; Hormone; Diabetes mellitus; Type 1 diabetes","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":[0.0006608577,0.001064607,0.002126613,0.003990219,0.0003065323,0.001282899,0.001049432,0.00106369,0.006448549],"category_scores_gemma":[0.001769913,0.0003399751,0.001395497,0.004177431,0.0003968297,0.00157543,0.0007083589,0.001275053,0.001064626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007555176,"about_ca_system_score_gemma":0.001692468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001749247,"about_ca_topic_score_gemma":0.003020596,"domain_scores_codex":[0.9997062,0.00005400153,0.00008531063,0.0000542791,0.00007742905,0.00002270978],"domain_scores_gemma":[0.9990233,0.0006730623,0.000150894,0.00001483845,0.0001053192,0.00003263754],"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":[0.0002346148,0.00008053815,0.0002006399,0.2274858,0.0005242119,0.0001841987,0.00008646425,0.0002918965,0.0007744015,0.002491687,0.02532792,0.7423176],"study_design_scores_gemma":[0.0000823952,0.0002401768,0.001755276,0.1066489,0.002293217,0.001685366,0.0001567149,0.0001280287,0.0003911992,0.002452462,0.8841242,0.00004205811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004919545,0.9994993,0.00002120148,0.00007875225,0.0001023176,0.000004221381,0.00001556146,0.000001922714,0.0002275703],"genre_scores_gemma":[0.0002861244,0.9993782,0.00006127208,0.00009023704,0.00006696511,0.000004753895,0.00001804835,5.961045e-7,0.0000938621],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006448549,"threshold_uncertainty_score":0.02157253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09196041457553762,"score_gpt":0.360477212038107,"score_spread":0.2685167974625693,"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."}}