AIMC Topic: Postpartum Hemorrhage

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Integrating SHAP analysis with machine learning to predict postpartum hemorrhage in vaginal births.

BMC pregnancy and childbirth May 3, 2025
OBJECTIVE: This study aimed to develop a machine learning (ML) model integrated with SHapley Additive exPlanations (SHAP) analysis to predict postpartum hemorrhage (PPH) following vaginal deliveries, offering a potential tool for personalized risk as...
Machine Learning Retrospective Studies Pregnancy Female Humans Predictive Value of Tests Area Under Curve Postpartum Hemorrhage Delivery, Obstetric Adult Risk Assessment China ROC Curve
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Accuracy of machine learning and traditional statistical models in the prediction of postpartum haemorrhage: a systematic review.

BMJ open Mar 3, 2025
OBJECTIVES: To evaluate whether postpartum haemorrhage (PPH) can be predicted using both machine learning (ML) and traditional statistical models.
Models, Statistical Postpartum Hemorrhage Humans Machine Learning Pregnancy Female Risk Factors
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Predicting Intra- and Postpartum Hemorrhage through Artificial Intelligence.

Medicina (Kaunas, Lithuania) Sep 30, 2024
: Intra/postpartum hemorrhage stands as a significant obstetric emergency, ranking among the top five leading causes of maternal mortality. The aim of this study was to assess the predictive performance of four machine learning algorithms for the pre...
Humans Artificial Intelligence Algorithms Bayes Theorem Adult Postpartum Hemorrhage Sensitivity and Specificity Support Vector Machine Prospective Studies Predictive Value of Tests Pregnancy Female
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Prediction of post-delivery hemoglobin levels with machine learning algorithms.

Scientific reports Jun 17, 2024
Predicting postpartum hemorrhage (PPH) before delivery is crucial for enhancing patient outcomes, enabling timely transfer and implementation of prophylactic therapies. We attempted to utilize machine learning (ML) using basic pre-labor clinical data...
Postpartum Period Humans Postpartum Hemorrhage Machine Learning Delivery, Obstetric Algorithms Pregnancy Female Adult Hemoglobins
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Quantitative prediction of postpartum hemorrhage in cesarean section on machine learning.

BMC medical informatics and decision making Jun 13, 2024
BACKGROUND: Cesarean section-induced postpartum hemorrhage (PPH) potentially causes anemia and hypovolemic shock in pregnant women. Hence, it is helpful for obstetricians and anesthesiologists to prepare pre-emptive prevention when predicting PPH occ...
Machine Learning Pregnancy Female Cesarean Section Adult Postpartum Hemorrhage Humans
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Interpretable machine learning predicts postpartum hemorrhage with severe maternal morbidity in a lower-risk laboring obstetric population.

American journal of obstetrics & gynecology MFM Jun 6, 2024
BACKGROUND: Early identification of patients at increased risk for postpartum hemorrhage (PPH) associated with severe maternal morbidity (SMM) is critical for preparation and preventative intervention. However, prediction is challenging in patients w...
Female Risk Factors Adult Cross-Sectional Studies Machine Learning Retrospective Studies Pregnancy Postpartum Hemorrhage Risk Assessment ROC Curve United States Humans
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Interpretable machine learning predicts postpartum hemorrhage at time of admission.

American journal of obstetrics & gynecology MFM May 12, 2024
Humans Machine Learning Pregnancy Female Adult Predictive Value of Tests Patient Admission Postpartum Hemorrhage
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Predictive Modelling of Postpartum Haemorrhage Using Early Risk Factors: A Comparative Analysis of Statistical and Machine Learning Models.

International journal of environmental research and public health May 7, 2024
Postpartum haemorrhage (PPH) is a significant cause of maternal morbidity and mortality worldwide, particularly in low-resource settings. This study aimed to develop a predictive model for PPH using early risk factors and rank their importance in ter...
Humans Machine Learning Pregnancy Postpartum Hemorrhage Female Case-Control Studies Risk Factors Rwanda Young Adult Logistic Models Adult Models, Statistical
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Evaluating the Quality of Postpartum Hemorrhage Nursing Care Plans Generated by Artificial Intelligence Models.

Journal of nursing care quality May 3, 2024
BACKGROUND: With the rapidly advancing technological landscape of health care, evaluating the potential use of artificial intelligence (AI) models to prepare nursing care plans is of great importance.
Cross-Sectional Studies Quality of Health Care Postpartum Hemorrhage Patient Care Planning Artificial Intelligence Pregnancy Female Humans Adult
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Machine learning approach for the prediction of postpartum hemorrhage in vaginal birth.

Scientific reports Nov 19, 2021
Postpartum hemorrhage is the leading cause of maternal morbidity. Clinical prediction of postpartum hemorrhage remains challenging, particularly in the case of a vaginal birth. We studied machine learning models to predict postpartum hemorrhage. Wome...
Area Under Curve False Positive Reactions Young Adult Risk Delivery, Obstetric Adult Deep Learning Pregnancy Postpartum Hemorrhage Models, Theoretical Labor, Obstetric Middle Aged Adolescent Female Tokyo Humans Support Vector Machine ROC Curve Infant, Newborn Models, Statistical Logistic Models Neural Networks, Computer Reproducibility of Results Machine Learning
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