{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001842718,0.001417108,0.006332559,0.0009263325,0.0002346728,0.0002490159,0.0007302927,0.0007879931,0.0009041821],"category_scores_gemma":[0.0009495623,0.001137104,0.001494615,0.001675158,0.0003797901,0.0002145224,0.0007161717,0.001939134,0.003139818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003998926,"about_ca_system_score_gemma":0.0007866312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002773816,"about_ca_topic_score_gemma":0.00002455708,"domain_scores_codex":[0.9922633,0.0004943862,0.001979933,0.001811361,0.001430508,0.002020521],"domain_scores_gemma":[0.9960293,0.0006957077,0.0005206777,0.001854499,0.0001693587,0.0007304887],"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":[0.0001692357,0.0004171444,0.0001226474,0.1033581,0.001549458,0.00008182061,0.00001316965,8.382545e-8,0.000008251454,0.001091305,0.003449796,0.889739],"study_design_scores_gemma":[0.0008594346,0.001059307,0.0001231685,0.06287224,0.009038632,0.000007004974,0.00001408435,0.0000474835,0.00004608636,0.0003344137,0.924434,0.001164128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001362601,0.9814299,0.000002494799,0.001125705,0.001820149,0.005686771,0.0001552273,0.0003022617,0.008114852],"genre_scores_gemma":[0.0004020772,0.9920294,0.00008087791,0.000502788,0.002704695,0.0005162511,0.001664,0.0003077593,0.001792193],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9209842,"threshold_uncertainty_score":0.9998579,"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."}}