{"id":"W4394785935","doi":"10.1177/19322968241245627","title":"Hybrid Closed Loop in Adults With Type 1 Diabetes and Severely Impaired Hypoglycemia Awareness","year":2024,"lang":"en","type":"article","venue":"Journal of Diabetes Science and Technology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sydney Medical School Foundation; Juvenile Diabetes Research Foundation Australia; Medical Research Council; Diabetes Victoria; National Health and Medical Research Council; Rebecca L. Cooper Medical Research Foundation; Roche Diabetes Care; Deakin University; Sydney Medical School; Juvenile Diabetes Research Foundation United States of America; Diabetes Australia; Diabetes Australia Research Trust","keywords":"Interquartile range; Hypoglycemia; Medicine; Randomization; Insulin pump; Diabetes mellitus; Internal medicine; Randomized controlled trial; Insulin; Type 1 diabetes; Type 2 diabetes; Anesthesia; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009923526,0.0003478372,0.0008028192,0.0001497181,0.0002144593,0.0004039295,0.0002684089,0.0004584484,0.002838856],"category_scores_gemma":[0.001250704,0.0001603689,0.0006926865,0.0001409589,0.000284323,0.0003505643,0.0003855792,0.0006634729,0.0001608986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002789962,"about_ca_system_score_gemma":0.0003884946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000591312,"about_ca_topic_score_gemma":0.001157706,"domain_scores_codex":[0.999645,0.000165536,0.0000392101,0.00006035156,0.00003860971,0.00005133731],"domain_scores_gemma":[0.9994441,0.0002014639,0.0001384439,0.00003137544,0.00002484304,0.0001597178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.7375231,0.01830255,0.03565968,0.001184484,0.001288904,0.0002536339,0.000282809,0.001024504,0.006807742,0.0002472755,0.0009164484,0.1965089],"study_design_scores_gemma":[0.1757435,0.7273314,0.08744266,0.000274292,0.001080821,0.0004989594,0.0002983838,0.002725754,0.001669251,0.0005425495,0.002361305,0.00003122198],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974963,0.001230568,0.0002962993,0.0001082241,0.00005246829,0.0002007475,0.00007466471,0.00001071315,0.0005300401],"genre_scores_gemma":[0.9978778,0.0005390279,0.0005871422,0.0002194989,0.00007800735,0.0003630224,0.00009351317,0.000001454713,0.0002405097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002838856,"threshold_uncertainty_score":0.009496927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009720796595518322,"score_gpt":0.2642844524821779,"score_spread":0.2545636558866596,"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."}}