{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02025272,0.001199463,0.00369958,0.0005468479,0.0004092299,0.001503581,0.0006978678,0.00136845,0.00250524],"category_scores_gemma":[0.03623981,0.0004997846,0.00522959,0.0008273015,0.001027123,0.001223079,0.0007010114,0.001737111,0.000250779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006083382,"about_ca_system_score_gemma":0.001065245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004409742,"about_ca_topic_score_gemma":0.000620333,"domain_scores_codex":[0.974565,0.01974095,0.002367706,0.0017783,0.000991772,0.0005562836],"domain_scores_gemma":[0.9646267,0.02169439,0.008024783,0.003297393,0.001428543,0.0009281692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.9273441,0.003655711,0.01940728,0.003817919,0.02497504,0.0001197149,0.000322907,0.0004909777,0.002328255,0.0001646509,0.0006788907,0.01669466],"study_design_scores_gemma":[0.643585,0.205244,0.1096073,0.000663615,0.03310869,0.000262984,0.0002858218,0.002081882,0.001728819,0.0009115961,0.002399588,0.0001206701],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832416,0.008548906,0.002382673,0.0002427563,0.0003528165,0.003361064,0.001031001,0.00008173433,0.0007575367],"genre_scores_gemma":[0.991017,0.0008510109,0.002407722,0.0002528189,0.0001605626,0.004287716,0.0006397067,0.00002114146,0.0003623973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02025272,"threshold_uncertainty_score":0.1071079,"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."}}