{"id":"W3106946732","doi":"10.2337/dc20-1232","title":"A Meal Detection Algorithm for the Artificial Pancreas: A Randomized Controlled Clinical Trial in Adolescents With Type 1 Diabetes","year":2020,"lang":"en","type":"article","venue":"Diabetes Care","topic":"Diabetes Management and Research","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital; McGill University","funders":"","keywords":"Medicine; Interquartile range; Artificial pancreas; Crossover study; Meal; Bolus (digestion); Type 1 diabetes; Diabetes mellitus; Insulin; Randomized controlled trial; Internal medicine; Area under the curve; Insulin pump; Continuous glucose monitoring; Gastroenterology; Algorithm; Endocrinology; Pathology; Placebo; Mathematics","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":[0.002684894,0.0009178617,0.002265827,0.0003819826,0.0003133394,0.001025686,0.000690199,0.001353007,0.002534037],"category_scores_gemma":[0.00318729,0.0005644315,0.001888074,0.0004232809,0.0008868301,0.0009582739,0.0004599574,0.002499344,0.0002232618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006273303,"about_ca_system_score_gemma":0.001011122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008314633,"about_ca_topic_score_gemma":0.0009628939,"domain_scores_codex":[0.9983845,0.001017565,0.0001536593,0.0002194809,0.0001142578,0.000110547],"domain_scores_gemma":[0.9983157,0.0006810443,0.0004807147,0.00009299096,0.000104566,0.0003249767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9580685,0.01404267,0.002241856,0.0008242451,0.001330231,0.00002460668,0.0000445691,0.0004121141,0.0009705762,0.00008014692,0.000194162,0.02176644],"study_design_scores_gemma":[0.8812919,0.1124684,0.003687653,0.00006506541,0.0009053097,0.00002016984,0.00002538425,0.0009818983,0.0002499961,0.00005388713,0.0002384638,0.00001178491],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918916,0.003751363,0.0008316993,0.0003059833,0.0003318087,0.002288265,0.0001801712,0.00003943794,0.0003795034],"genre_scores_gemma":[0.9860329,0.002487399,0.004712954,0.0005802779,0.0003789884,0.00501308,0.0002572182,0.00001504601,0.000522231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002684894,"threshold_uncertainty_score":0.01419926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03961722879454259,"score_gpt":0.3269034935870624,"score_spread":0.2872862647925198,"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."}}