AIMC Topic: Diabetes, Gestational

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The early prediction of gestational diabetes mellitus by machine learning models.

BMC pregnancy and childbirth Aug 31, 2024
BACKGROUND: We aimed to determine the best-performing machine learning (ML)-based algorithm for predicting gestational diabetes mellitus (GDM) with sociodemographic and obstetrics features in the pre-conceptional period.
Glucose Tolerance Test Pregnancy Female Parity Predictive Value of Tests Pregnancy Trimester, First Risk Factors Diabetes, Gestational Young Adult Adult Blood Glucose Body Mass Index Humans Machine Learning Algorithms
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Predicting Unfavorable Pregnancy Outcomes in Polycystic Ovary Syndrome (PCOS) Patients Using Machine Learning Algorithms.

Medicina (Kaunas, Lithuania) Aug 11, 2024
: Polycystic ovary syndrome (PCOS) is a complex disorder that can negatively impact the obstetrical outcomes. The aim of this study was to determine the predictive performance of four machine learning (ML)-based algorithms for the prediction of adver...
Humans Machine Learning Algorithms Pregnancy Outcome Diabetes, Gestational Polycystic Ovary Syndrome Pregnancy Complications Prospective Studies Pregnancy Female Adult
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Optimizing postprandial glucose prediction through integration of diet and exercise: Leveraging transfer learning with imbalanced patient data.

PloS one Aug 1, 2024
BACKGROUND: In recent years, numerous methods have been introduced to predict glucose levels using machine-learning techniques on patients' daily behavioral and continuous glucose data. Nevertheless, a definitive consensus remains elusive regarding m...
Diabetes, Gestational Blood Glucose Bayes Theorem Postprandial Period Humans Machine Learning Pregnancy Female Adult Diet Exercise
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Predicting recurrent gestational diabetes mellitus using artificial intelligence models: a retrospective cohort study.

Archives of gynecology and obstetrics Jul 30, 2024
BACKGROUND: We aimed to develop novel artificial intelligence (AI) models based on early pregnancy features to forecast the likelihood of recurrent gestational diabetes mellitus (GDM) before 14 weeks of gestation in subsequent pregnancies.
Humans Female Adult Cohort Studies Logistic Models Artificial Intelligence Algorithms Retrospective Studies Pregnancy Recurrence Support Vector Machine Decision Trees Diabetes, Gestational
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Predictive value of ultrasonic artificial intelligence in placental characteristics of early pregnancy for gestational diabetes mellitus.

Frontiers in endocrinology Mar 13, 2024
BACKGROUND: To explore the predictive value of placental features in early pregnancy for gestational diabetes mellitus (GDM) using deep and radiomics-based machine learning (ML) applied to ultrasound imaging (USI), and to develop a nomogram in conjun...
Pregnancy Female Placenta Diabetes, Gestational Ultrasonics Humans Neural Networks, Computer Artificial Intelligence
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Enhancing gestational diabetes mellitus risk assessment and treatment through GDMPredictor: a machine learning approach.

Journal of endocrinological investigation Mar 9, 2024
BACKGROUND: Gestational diabetes mellitus (GDM) is a serious health concern that affects pregnant women worldwide and can lead to adverse pregnancy outcomes. Early detection of high-risk individuals and the implementation of appropriate treatment can...
Adult Risk Assessment Diabetes, Gestational Pregnancy Female Risk Factors Humans Machine Learning
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Prediction of gestational diabetes mellitus at the first trimester: machine-learning algorithms.

Archives of gynecology and obstetrics Jul 21, 2023
PURPOSE: Short- and long-term complications of gestational diabetes mellitus (GDM) involving pregnancies and offspring warrant the development of an effective individualized risk prediction model to reduce and prevent GDM together with its associated...
Humans Machine Learning Algorithms Pregnancy Female Adult Risk Assessment Diabetes, Gestational Logistic Models Body Mass Index China Pregnancy Trimester, First Cohort Studies Glycated Hemoglobin ROC Curve
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Prediction of gestational diabetes using deep learning and Bayesian optimization and traditional machine learning techniques.

Medical & biological engineering & computing Feb 27, 2023
The study aimed to develop a clinical diagnosis system to identify patients in the GD risk group and reduce unnecessary oral glucose tolerance test (OGTT) applications for pregnant women who are not in the GD risk group using deep learning algorithms...
Diabetes, Gestational Pregnancy Female Deep Learning Bayes Theorem Humans Machine Learning Prospective Studies
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An explainable machine learning-based clinical decision support system for prediction of gestational diabetes mellitus.

Scientific reports Jan 21, 2022
Gestational Diabetes Mellitus (GDM), a common pregnancy complication associated with many maternal and neonatal consequences, is increased in mothers with overweight and obesity. Interventions initiated early in pregnancy can reduce the rate of GDM i...
Risk Factors Adult Decision Support Systems, Clinical Models, Statistical Risk Assessment Machine Learning Humans Smartphone ROC Curve Pregnancy Randomized Controlled Trials as Topic Mobile Applications Female Diabetes, Gestational Overweight Maternal Age
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An early model to predict the risk of gestational diabetes mellitus in the absence of blood examination indexes: application in primary health care centres.

BMC pregnancy and childbirth Dec 8, 2021
BACKGROUND: Gestational diabetes mellitus (GDM) is one of the critical causes of adverse perinatal outcomes. A reliable estimate of GDM in early pregnancy would facilitate intervention plans for maternal and infant health care to prevent the risk of ...
China ROC Curve Primary Health Care Models, Statistical Pregnancy Trimester, First Diabetes, Gestational Humans Machine Learning Pregnancy Female Risk Factors Adult Sensitivity and Specificity
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