{"id":"W4403469908","doi":"10.1111/dom.15999","title":"Use of continuous glucose monitoring and hybrid closed‐loop therapy in pregnancy","year":2024,"lang":"en","type":"review","venue":"Diabetes Obesity and Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba; University of Calgary","funders":"Fonds Wetenschappelijk Onderzoek","keywords":"Medicine; Pregnancy; Randomized controlled trial; Type 1 diabetes; Type 2 diabetes; Gestational diabetes; Population; Insulin; Continuous glucose monitoring; Insulin pump; Diabetes mellitus; Obstetrics; Intensive care medicine; Gestation; Internal medicine; 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":[0.004700384,0.000332015,0.0007741433,0.000480221,0.0001820716,0.001023548,0.0006400284,0.0007864884,0.002881769],"category_scores_gemma":[0.01510686,0.0001690827,0.0007659441,0.000713912,0.00061917,0.0007998899,0.0007774835,0.001352676,0.0002268962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007418946,"about_ca_system_score_gemma":0.001082245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001969651,"about_ca_topic_score_gemma":0.001186999,"domain_scores_codex":[0.9954406,0.002990118,0.0002745356,0.0004119007,0.0007616277,0.0001211187],"domain_scores_gemma":[0.993443,0.004842085,0.0008789568,0.0002579612,0.0003491505,0.000228869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004197771,0.0003651067,0.008268995,0.004578805,0.000444632,0.0001942059,0.0001796848,0.0006572062,0.0009323611,0.00319092,0.004838109,0.9721522],"study_design_scores_gemma":[0.01264181,0.06030143,0.2664886,0.06249017,0.005867118,0.01418029,0.001338343,0.01796651,0.01755211,0.03596975,0.5045026,0.0007014086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1653224,0.7442253,0.02481818,0.0215428,0.00350051,0.0005692983,0.0008313243,0.0003201955,0.03886997],"genre_scores_gemma":[0.6799248,0.2813345,0.02275615,0.00953058,0.002114397,0.001083099,0.0007196076,0.00006015423,0.002476792],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004700384,"threshold_uncertainty_score":0.0248583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06510419955570805,"score_gpt":0.3303641960014682,"score_spread":0.2652599964457601,"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."}}