{"id":"W3131056140","doi":"10.1016/j.jcjd.2021.02.002","title":"Fully Automated Artificial Pancreas for Adults With Type 1 Diabetes Using Multiple Hormones: Exploratory Experiments","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital; Royal Victoria Hospital; McGill University; McGill University Health Centre","funders":"Diabetes Canada","keywords":"Medicine; Artificial pancreas; Hormone; Type 2 diabetes; Pancreas; Diabetes mellitus; Internal medicine; Endocrinology; Type 1 diabetes","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007011393,0.0004561805,0.0005398248,0.0001795383,0.0002121229,0.0006220689,0.0005961373,0.0007623985,0.002197197],"category_scores_gemma":[0.003648103,0.0001881636,0.0003829151,0.000187576,0.0003632741,0.0005311336,0.0005495795,0.0004551312,0.0004932565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002536819,"about_ca_system_score_gemma":0.0005825501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002725802,"about_ca_topic_score_gemma":0.001551708,"domain_scores_codex":[0.9996519,0.0001075447,0.00002626351,0.00008034679,0.00007771097,0.00005631901],"domain_scores_gemma":[0.9979248,0.001339766,0.0001413985,0.000224611,0.0001992148,0.0001700988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03631409,0.0161132,0.04839415,0.002004555,0.0006521399,0.00277644,0.001436766,0.2392692,0.1509019,0.003082179,0.009161937,0.4898935],"study_design_scores_gemma":[0.002594796,0.03391131,0.05379745,0.0001302909,0.0005527047,0.001521959,0.001005685,0.8071274,0.0859302,0.003427258,0.009798192,0.0002027226],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844959,0.0002247161,0.01318234,0.0001137378,0.000064151,0.0001079668,0.0002768337,0.0003993612,0.001134924],"genre_scores_gemma":[0.9858968,0.0001359405,0.01227312,0.00007235405,0.00001688933,0.00008736992,0.0002925361,0.00002507457,0.001199947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002725802,"threshold_uncertainty_score":0.007350385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04401039557481167,"score_gpt":0.2856976160730398,"score_spread":0.2416872204982281,"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."}}