AIMC Topic: Prenatal Care

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Advancing prenatal healthcare by explainable AI enhanced fetal ultrasound image segmentation using U-Net++ with attention mechanisms.

Scientific reports Jun 4, 2025
Prenatal healthcare development requires accurate automated techniques for fetal ultrasound image segmentation. This approach allows standardized evaluation of fetal development by minimizing time-exhaustive processes that perform poorly due to human...
Ultrasonography, Prenatal Prenatal Care Image Processing, Computer-Assisted Fetus Algorithms Pregnancy Female Humans Artificial Intelligence
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Leveraging artificial intelligence for inclusive maternity care: Enhancing access for mothers with disabilities in Africa.

Women's health (London, England) Mar 16, 2025
Women with disabilities face significant barriers in accessing maternal healthcare, which increases their risk of adverse pregnancy outcomes, particularly in Africa, where resources are limited. Artificial intelligence (AI) presents a unique opportun...
Mothers Maternal Health Services Persons with Disabilities Health Services Accessibility Humans Artificial Intelligence Prenatal Care Africa Pregnancy Female
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Causal machine learning models for predicting low birth weight in midwife-led continuity care intervention in North Shoa Zone, Ethiopia.

BMC medical informatics and decision making Feb 7, 2025
BACKGROUND: Low birth weight (LBW) is a critical global health issue that affects infants disproportionately, particularly in developing countries. This study adopted causal machine learning (CML) algorithms for predicting LBW in newborns, drawing fr...
Humans Infant, Newborn Prenatal Care Young Adult Ethiopia Adult Machine Learning Continuity of Patient Care Infant, Low Birth Weight Pregnancy Midwifery Female
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A survey of obstetric ultrasound uses and priorities for artificial intelligence-assisted obstetric ultrasound in low- and middle-income countries.

Scientific reports Jan 31, 2025
Obstetric ultrasound (OBUS) is recommended as part of antenatal care for pregnant individuals worldwide. To better understand current uses of OBUS in low- and middle-income countries and perceptions regarding potential use of artificial intelligence ...
Humans Artificial Intelligence Prenatal Care Surveys and Questionnaires Developing Countries Pregnancy Female Ultrasonography, Prenatal
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Artificial Intelligence in Fetal Growth Restriction Management: A Narrative Review.

Journal of clinical ultrasound : JCU Jan 29, 2025
This narrative review examines the integration of Artificial Intelligence (AI) in prenatal care, particularly in managing pregnancies complicated by Fetal Growth Restriction (FGR). AI provides a transformative approach to diagnosing and monitoring FG...
Female Ultrasonography, Prenatal Humans Prenatal Care Artificial Intelligence Pregnancy Fetal Growth Retardation
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Predicting preterm birth using electronic medical records from multiple prenatal visits.

BMC pregnancy and childbirth Dec 21, 2024
This study aimed to predict preterm birth in nulliparous women using machine learning and easily accessible variables from prenatal visits. Elastic net regularized logistic regression models were developed and evaluated using 5-fold cross-validation ...
Pregnancy Gestational Age Logistic Models Female Cervical Length Measurement Predictive Value of Tests Humans Infant, Newborn Area Under Curve Adult Machine Learning Premature Birth Ultrasonography, Prenatal Sensitivity and Specificity Electronic Health Records Young Adult Prenatal Care Risk Assessment
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Automated approach for fetal and maternal health management using light gradient boosting model with SHAP explainable AI.

Frontiers in public health Dec 20, 2024
Fetal health holds paramount importance in prenatal care and obstetrics, as it directly impacts the wellbeing of mother and fetus. Monitoring fetal health through pregnancy is crucial for identifying and addressing potential risks and complications t...
Cardiotocography Female Humans Prenatal Care Machine Learning Maternal Health Pregnancy
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Leveraging machine learning models for anemia severity detection among pregnant women following ANC: Ethiopian context.

BMC public health Dec 18, 2024
BACKGROUND: Anemia during pregnancy is a significant public health concern, particularly in resource-limited settings. Machine learning (ML) offers promising avenues for improved anemia detection and management. This study investigates the potential ...
Pregnancy Complications, Hematologic Adolescent Ethiopia Anemia Adult Prenatal Care Severity of Illness Index Humans Female Machine Learning Young Adult Pregnancy
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Predicting place of delivery choice among childbearing women in East Africa: a comparative analysis of advanced machine learning techniques.

Frontiers in public health Nov 27, 2024
BACKGROUND: Sub-Saharan Africa faces high neonatal and maternal mortality rates due to limited access to skilled healthcare during delivery. This study aims to improve the classification of health facilities and home deliveries using advanced machine...
Support Vector Machine Health Facilities Humans Prenatal Care Africa, Eastern Delivery, Obstetric Young Adult Machine Learning Adolescent Choice Behavior Pregnancy Adult Health Services Accessibility Home Childbirth Female
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Healthy nutrition and weight management for a positive pregnancy experience in the antenatal period: Comparison of responses from artificial intelligence models on nutrition during pregnancy.

International journal of medical informatics Nov 7, 2024
BACKGROUND: As artificial intelligence AI-supported applications become integral to web-based information-seeking, assessing their impact on healthy nutrition and weight management during the antenatal period is crucial.
Adult Cross-Sectional Studies Prenatal Care Humans Artificial Intelligence Pregnancy Female
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