{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002842552,0.0004200932,0.006352874,0.00178388,0.00009581402,0.00003796198,0.0005725275,0.0001008161,0.0002935183],"category_scores_gemma":[0.002211815,0.000260062,0.002043987,0.002711112,0.0002960158,0.00008263843,0.0005819043,0.0007473944,0.00008733914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002116564,"about_ca_system_score_gemma":0.0001151204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002504204,"about_ca_topic_score_gemma":0.00005589024,"domain_scores_codex":[0.9958354,0.001166323,0.001757335,0.0004720916,0.0004821123,0.0002866902],"domain_scores_gemma":[0.9950409,0.002180535,0.0005036875,0.001835342,0.000261156,0.0001783574],"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":[3.308984e-7,0.0001119303,0.000001779606,0.8689693,0.1224381,0.000004556469,0.00006407215,1.828253e-7,1.993763e-8,0.001424301,0.0005879616,0.006397432],"study_design_scores_gemma":[0.0001002364,0.00006359901,0.00002058679,0.2829515,0.6808813,0.00000548868,0.0000374873,0.00006138739,8.135128e-9,0.0001853801,0.0355711,0.0001219213],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.44098e-7,0.9851785,0.00008020645,0.005721921,0.00001869294,0.008159879,0.0001111536,0.00004664173,0.0006828749],"genre_scores_gemma":[0.00002097278,0.9828094,0.001050151,0.0003742926,0.00001761319,0.01102007,0.002232019,0.0000400899,0.002435406],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5860178,"threshold_uncertainty_score":0.9999852,"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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