Predicting the Next-Day Perceived and Physiological Stress of Pregnant Women by Using Machine Learning and Explainability: Algorithm Development and Validation

• Main Authors: Ada Ng (Author), Boyang Wei (Author), Jayalakshmi Jain (Author), Erin A Ward (Author), S Darius Tandon (Author), Judith T Moskowitz (Author), Sheila Krogh-Jespersen (Author), Lauren S Wakschlag (Author), Nabil Alshurafa (Author)
• Format: Book
• Published: JMIR Publications, 2022-08-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

BackgroundCognitive behavioral therapy-based interventions are effective in reducing prenatal stress, which can have severe adverse health effects on mothers and newborns if unaddressed. Predicting next-day physiological or perceived stress can help to inform and enable pre-emptive interventions for...