{"id":"W4394976970","doi":"10.1038/s43856-024-00491-1","title":"Effective interventions in preventing gestational diabetes mellitus: A systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"Communications Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Population Health Research Institute; University of Manitoba; Université de Sherbrooke; McMaster University; Centre Hospitalier Universitaire Sainte-Justine; Impact; University of Calgary","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Health and Medical Research Council; Medical Research Council; Feinstein Institutes for Medical Research; Agricultural Research Service; Det Sundhedsvidenskabelige Fakultet, Københavns Universitet; University of North Carolina at Chapel Hill; Institut National de la Santé et de la Recherche Médicale; School of Medicine, Stanford University; Sorbonne Université; Haukeland Universitetssjukehus; Faculty of Health and Medical Sciences, University of Western Australia; Instituto de Salud Carlos III; Université de Montréal; American Diabetes Association; Centro de Investigación Biomédica en Red en Bioingeniería, Biomateriales y Nanomedicina; Texas Children's Hospital; Novo Nordisk Foundation Center for Basic Metabolic Research; Centre hospitalier universitaire Sainte-Justine; European Association for the Study of Diabetes; Johns Hopkins Bloomberg School of Public Health; Universitetet i Bergen; Anschutz Medical Campus, University of Colorado; Chongqing Medical University; Heinrich-Heine-Universität Düsseldorf; Novo Nordisk; Universitat Autònoma de Barcelona; Kuopion Yliopistollinen Sairaala; Australian Government; Lunds Universitet; University of Adelaide; Monash University; University of South Dakota; Cedars-Sinai Medical Center; Erasmus Medisch Centrum; University of Dundee; University of Oxford; Madras Diabetes Research Foundation; Helsingin Yliopisto; Slovenská Akadémia Vied; Steno Diabetes Center Copenhagen; University of Colorado School of Medicine, Anschutz Medical Campus; Novo Nordisk Fonden; Stanford Diabetes Research Center; Broad Institute; School of Medicine, Indiana University; University of Pittsburgh; University of Exeter; Università degli Studi di Padova; Johns Hopkins University; Leibniz-Gemeinschaft; Assistance publique-Hôpitaux de Paris; Chinese University of Hong Kong; Massachusetts General Hospital; Saint Louis University; U.S. Department of Agriculture; Brigham and Women's Hospital; Itä-Suomen Yliopisto; Northwell Health; U.S. Department of Veterans Affairs","keywords":"Psychological intervention; Medicine; Gestational diabetes; Context (archaeology); Subgroup analysis; Intervention (counseling); Meta-analysis; MEDLINE; Incidence (geometry); Physical therapy; Gerontology; Pregnancy; Internal medicine; Nursing; Gestation","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01704449,0.003353452,0.02474858,0.008001344,0.0008372615,0.003567192,0.002609072,0.002560671,0.004489678],"category_scores_gemma":[0.04075089,0.001696527,0.03875402,0.008519785,0.0007968302,0.002170885,0.001837375,0.002320937,0.0003305568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004239644,"about_ca_system_score_gemma":0.005964166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009135559,"about_ca_topic_score_gemma":0.01845784,"domain_scores_codex":[0.9884076,0.005622915,0.003218402,0.0009078257,0.001476134,0.0003671153],"domain_scores_gemma":[0.9800816,0.01473508,0.00287738,0.000498915,0.001544626,0.0002622816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001781214,0.00004948946,0.001390458,0.5998915,0.3764845,0.00008614659,0.00007991883,0.0004199157,0.0001163442,0.000140305,0.0005550827,0.01900514],"study_design_scores_gemma":[0.0008801715,0.0002833516,0.00175693,0.07104457,0.9237078,0.00007102034,0.00004859554,0.0001429679,0.0001034219,0.0001738676,0.0017664,0.00002103979],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001574935,0.9969171,0.0003780748,0.0001412097,0.0001252553,0.0004487519,0.0002483115,0.00001996835,0.0001464133],"genre_scores_gemma":[0.04980097,0.9449906,0.002183334,0.0005618768,0.0001729781,0.001677277,0.0004061331,0.00001929994,0.0001874941],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02474858,"threshold_uncertainty_score":0.090141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2045508700222712,"score_gpt":0.4811931902617383,"score_spread":0.2766423202394671,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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