Cargando…

Development and validation of prediction models for gestational diabetes treatment modality using supervised machine learning: a population-based cohort study

BACKGROUND: Gestational diabetes (GDM) is prevalent and benefits from timely and effective treatment, given the short window to impact glycemic control. Clinicians face major barriers to choosing effectively among treatment modalities [medical nutrition therapy (MNT) with or without pharmacologic tr...

Descripción completa

Detalles Bibliográficos
Autores principales:	Liao, Lauren D., Ferrara, Assiamira, Greenberg, Mara B., Ngo, Amanda L., Feng, Juanran, Zhang, Zhenhua, Bradshaw, Patrick T., Hubbard, Alan E., Zhu, Yeyi
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2022
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9476287/ https://www.ncbi.nlm.nih.gov/pubmed/36104698 http://dx.doi.org/10.1186/s12916-022-02499-7

Ejemplares similares

Glycemic Control Trajectories and Risk of Perinatal Complications Among Individuals With Gestational Diabetes
por: Chehab, Rana F., et al.
Publicado: (2022)

Central obesity increases the risk of gestational diabetes partially through increasing insulin resistance
por: Zhu, Yeyi, et al.
Publicado: (2018)

Liver Enzymes in Early to Mid-pregnancy, Insulin Resistance, and Gestational Diabetes Risk: A Longitudinal Analysis
por: Zhu, Yeyi, et al.
Publicado: (2018)

Uptake of guideline-recommended postpartum diabetes screening among diverse women with gestational diabetes: associations with patient factors in an integrated health system in the USA
por: Brown, Susan D, et al.
Publicado: (2022)

The Pregnancy Environment and Lifestyle Study (PETALS): a population-based longitudinal multi-racial birth cohort
por: Zhu, Yeyi, et al.
Publicado: (2017)

COVID-19 related changes in perinatal health care delivery and outcomes among pregnant individuals and newborns
por: Greenberg, Mara, et al.
Publicado: (2023)

PFAS concentrations in early and mid-pregnancy and risk of gestational diabetes mellitus in a nested case-control study within the ethnically and racially diverse PETALS cohort
por: Peterson, Alicia K., et al.
Publicado: (2023)

Prenatal Health Care Outcomes Before and During the COVID-19 Pandemic Among Pregnant Individuals and Their Newborns in an Integrated US Health System
por: Ferrara, Assiamira, et al.
Publicado: (2023)

Associations of household food insufficiency with childhood depression and anxiety: a nationwide cross-sectional study in the USA
por: Zheng, Siwen, et al.
Publicado: (2021)

Dietary Quality Indices in Early Pregnancy and Rate of Gestational Weight Gain among a Prospective Multi-Racial and Ethnic Cohort
por: Liu, Emily F., et al.
Publicado: (2023)

Omega 3 polyunsaturated fatty acids and healthy ageing
por: Zhu, Yeyi, et al.
Publicado: (2018)

Intrinsic motivation for physical activity, healthy eating, and self-weighing in association with corresponding behaviors in early pregnancy
por: Brown, Susan D., et al.
Publicado: (2023)

Maternal Microbial Metabolites and Risk of Fetal Growth Extremes: A Longitudinal Multi-Racial/Ethnic Cohort Study
por: Chehab, Rana, et al.
Publicado: (2022)

A Pregnancy and Postpartum Lifestyle Intervention in Women With Gestational Diabetes Mellitus Reduces Diabetes Risk Factors : A feasibility randomized control trial
por: Ferrara, Assiamira, et al.
Publicado: (2011)

A telehealth lifestyle intervention to reduce excess gestational weight gain in pregnant women with overweight or obesity (GLOW): a randomised, parallel-group, controlled trial
por: Ferrara, Assiamira, et al.
Publicado: (2020)

Plasma Prolactin and Progesterone Levels and the Risk of Gestational Diabetes: A Prospective and Longitudinal Study in a Multiracial Cohort
por: Li, Mengying, et al.
Publicado: (2020)

High Blood Pressure Before and During Early Pregnancy Is Associated With an Increased Risk of Gestational Diabetes Mellitus
por: Hedderson, Monique M., et al.
Publicado: (2008)

Response to Comment on Hedderson et al. Prepregnancy SHBG Concentrations and Risk for Subsequently Developing Gestational Diabetes Mellitus. Diabetes Care 2014;37:1296–1303
por: Hedderson, Monique M., et al.
Publicado: (2014)

Associations of COVID-19-Related Health, Healthcare and Economic Factors With Prenatal Depression and Anxiety
por: Avalos, Lyndsay A., et al.
Publicado: (2022)

Racial/Ethnic Disparities in the Prevalence of Gestational Diabetes Mellitus by BMI
por: Hedderson, Monique, et al.
Publicado: (2012)

Plasma phospholipid n-3 and n-6 polyunsaturated fatty acids in relation to cardiometabolic markers and gestational diabetes: A longitudinal study within the prospective NICHD Fetal Growth Studies
por: Zhu, Yeyi, et al.
Publicado: (2019)

Trends in Postpartum Diabetes Screening and Subsequent Diabetes and Impaired Fasting Glucose Among Women With Histories of Gestational Diabetes Mellitus: A report from the Translating Research Into Action for Diabetes (TRIAD) Study
por: Ferrara, Assiamira, et al.
Publicado: (2009)

Perceived psychosocial stress and gestational weight gain among women with gestational diabetes
por: Kubo, Ai, et al.
Publicado: (2017)

COVID-19 prevalence, symptoms, and sociodemographic disparities in infection among insured pregnant women in Northern California
por: Ames, Jennifer L., et al.
Publicado: (2021)

Association of Glyburide and Subcutaneous Insulin With Perinatal Complications Among Women With Gestational Diabetes
por: Hedderson, Monique M., et al.
Publicado: (2022)

Self-supervised learning for modal transfer of brain imaging
por: Cheng, Dapeng, et al.
Publicado: (2022)

Pregravid Liver Enzyme Levels and Risk of Gestational Diabetes Mellitus During a Subsequent Pregnancy
por: Sridhar, Sneha B., et al.
Publicado: (2014)

Supervised Machine Learning-Based Decision Support for Signal Validation Classification
por: Imran, Muhammad, et al.
Publicado: (2022)

The ABC recommendations for validation of supervised machine learning results in biomedical sciences
por: Chicco, Davide, et al.
Publicado: (2022)

Translating Research on Diabetes and Obesity in Pregnancy Into Prevention: The 2019 Norbert Freinkel Award Lecture
por: Ferrara, Assiamira
Publicado: (2020)

Risk of Type 2 Diabetes Mellitus following Gestational Diabetes Pregnancy in Women with Polycystic Ovary Syndrome
por: Lo, Joan C., et al.
Publicado: (2017)

Prepregnancy SHBG Concentrations and Risk for Subsequently Developing Gestational Diabetes Mellitus
por: Hedderson, Monique M., et al.
Publicado: (2014)

Low Prepregnancy Adiponectin Concentrations Are Associated With a Marked Increase in Risk for Development of Gestational Diabetes Mellitus
por: Hedderson, Monique M., et al.
Publicado: (2013)

The effects of supervision on three different exercises modalities (supervised vs. home vs. supervised+home) in older adults: Randomized controlled trial protocol
por: Costa, Sabrine Nayara, et al.
Publicado: (2021)

Semi-supervised Learning Approach to Generate Neuroimaging Modalities with Adversarial Training
por: Nguyen, Harrison, et al.
Publicado: (2020)

Supervised SVM Transfer Learning for Modality-Specific Artefact Detection in ECG
por: Moeyersons, Jonathan, et al.
Publicado: (2021)

X-ModalNet: A semi-supervised deep cross-modal network for classification of remote sensing data
por: Hong, Danfeng, et al.
Publicado: (2020)

Coping strategies for COVID-19 pandemic-related stress and mental health during pregnancy
por: Badon, Sylvia E., et al.
Publicado: (2022)

An Overview of Supervised Machine Learning Methods and Data Analysis for COVID-19 Detection
por: Tchagna Kouanou, Aurelle, et al.
Publicado: (2021)

Comparing supervised and semi-supervised Machine Learning Models on Diagnosing Breast Cancer
por: Al-Azzam, Nosayba, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_0a9hf8use07inru1v313cqtmrq