{"id":"W2810490253","doi":"10.1089/dia.2018.0060","title":"Adaptability of Closed Loop During Labor, Delivery, and Postpartum: A Secondary Analysis of Data from Two Randomized Crossover Trials in Type 1 Diabetes Pregnancy","year":2018,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Gates Cambridge Trust; Cambridge Trust; Abbott Diabetes Care; Diabetes UK; National Institute for Health and Care Research","keywords":"Medicine; Interquartile range; Pregnancy; Randomized controlled trial; Hypoglycemia; Vaginal delivery; Obstetrics; Crossover study; Postpartum period; Diabetes mellitus; Neonatal hypoglycemia; Type 1 diabetes; Cesarean delivery; Internal medicine; Gestation; Gestational diabetes; Endocrinology","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":[],"consensus_categories":[],"category_scores_codex":[0.002487588,0.0002682954,0.002609249,0.001302534,0.00005565382,0.00002229889,0.0005923182,0.000304248,0.0002841229],"category_scores_gemma":[0.0009214989,0.000212969,0.0002229051,0.002318425,0.001915485,0.0001807253,0.0006706286,0.0003611585,0.000004848092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003288403,"about_ca_system_score_gemma":0.0001074486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004575891,"about_ca_topic_score_gemma":0.0001288856,"domain_scores_codex":[0.9968606,0.0004854418,0.001193483,0.0006250495,0.0003232814,0.0005121194],"domain_scores_gemma":[0.9959085,0.001574229,0.0005045192,0.001521082,0.0004299111,0.00006178974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007948549,0.0004014874,0.8611987,0.0003203026,0.0104886,0.000003643976,0.000179291,0.000001487825,0.07413814,0.0001198991,0.00001038123,0.04518948],"study_design_scores_gemma":[0.1716766,0.001150528,0.5288644,0.001351391,0.01882526,1.389558e-7,0.0003216164,0.02253749,0.2480277,0.006140324,0.0004840262,0.0006204556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772694,0.02044733,0.000005577925,0.0005860333,0.00008481077,0.001074049,0.0003302722,0.00007399886,0.0001285281],"genre_scores_gemma":[0.9968051,0.001840048,0.0008247109,0.0001240358,0.0000352672,0.00002756976,0.0002423698,0.00002940096,0.00007147485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3323343,"threshold_uncertainty_score":0.8684626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06596000432439486,"score_gpt":0.3632104043060058,"score_spread":0.2972503999816109,"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."}}