Related Experiment Video
Updated: Sep 7, 2025

07:31
Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
7.2K
Development and Internal Validation of a Risk Prediction Model for Acute Cardiovascular Morbidity in Preeclampsia.
Isabelle Malhamé1, Christina A Raker2, Erica J Hardy3
1Department of Medicine, McGill University, McGill University Health Centre, Montréal, Québec, Canada; Research Institute of the McGill University Health Centre, Montréal, Québec, Canada.
The Canadian Journal of Cardiology
|June 16, 2022
Summary
This study developed a risk tool to predict cardiovascular problems in women with preeclampsia. The tool identifies high-risk individuals, aiding early interventions for better pregnancy and postpartum outcomes.
Area of Science:
- Obstetrics and Gynecology
- Cardiology
- Maternal-Fetal Medicine
Background:
- Preeclampsia poses a significant short-term risk for adverse cardiovascular events in pregnant and postpartum women.
- Developing a predictive tool is crucial for managing these risks.
Purpose of the Study:
- To develop and internally validate a risk assessment tool for predicting acute cardiovascular morbidity in women diagnosed with preeclampsia.
- To identify key predictors of cardiovascular complications in this population.
Main Methods:
- A retrospective cohort study including 4171 women with preeclampsia at delivery (2007-2017).
- Development and internal validation of a predictive model using bootstrapping.
- Evaluation of model discrimination (AUC) and calibration.
Main Results:
- The final model included 8 variables, with gestational age, maternal age, and prior cesarean delivery being significant predictors.
- The model achieved an area under the receiver operating characteristic curve of 0.72, indicating good predictive ability.
- The tool demonstrated adequate calibration and performed well on internal validation.
Conclusions:
- A validated risk prediction tool can identify women with preeclampsia at high risk of acute cardiovascular morbidity.
- External validation of this tool could enable timely interventions to prevent adverse cardiovascular outcomes during pregnancy and postpartum.

