Authors: Alon Bartal; Kathleen M. Jagodnik; Sabrina J. Chan; Sharon Dekel · Research
Can AI Help Detect PTSD in New Mothers Through Their Birth Stories?
New research shows AI can accurately identify post-traumatic stress disorder in mothers by analyzing their written childbirth experiences
Source: Bartal, A., Jagodnik, K. M., Chan, S. J., & Dekel, S. (2024). AI and narrative embeddings detect PTSD following childbirth via birth stories. Scientific Reports, 14, 8336. https://doi.org/10.1038/s41598-024-54242-2
What you need to know
- Around 8 million women worldwide develop post-traumatic stress disorder (PTSD) following childbirth each year
- Current methods for identifying childbirth-related PTSD rely heavily on clinical evaluations and self-reported questionnaires, which have limitations
- New AI technology can accurately identify PTSD by analyzing how mothers write about their birth experiences
The Hidden Impact of Birth Trauma
Every year, approximately 140 million women give birth worldwide. While childbirth is often portrayed as a purely joyous event, for about one-third of mothers, it can be deeply traumatic. Some of these women - about 6% - will develop post-traumatic stress disorder (PTSD) related to their birth experience. That’s roughly 8 million women annually who struggle with this serious mental health condition.
Why Early Detection Matters
When PTSD following childbirth goes untreated, it can have far-reaching negative effects on both mother and child. Many women suffering from birth-related PTSD may not seek help due to shame, fear of being separated from their baby, or simply not recognizing their symptoms as PTSD. Early identification and treatment lead to better outcomes, but current screening methods - which rely on clinical evaluations and questionnaires - often miss cases or come too late.
A New Approach Using AI
Researchers have discovered that the way people write about traumatic events can provide deep insights into their mental well-being. The words we choose and how we structure our stories can reveal signs of post-traumatic stress even before traditional psychological analysis might catch them.
This study tested whether artificial intelligence (AI) could identify PTSD in new mothers simply by analyzing how they wrote about their birth experiences. The researchers developed an AI model that proved remarkably accurate, correctly identifying cases of birth-related PTSD 85% of the time.
How the Technology Works
The researchers used an advanced AI system that converts written stories into numerical patterns that computers can analyze. This system was trained on over 1,200 birth stories from women who had given birth in the previous six months. By learning the subtle patterns in how women with and without PTSD described their experiences, the AI became skilled at identifying signs of trauma in new stories it hadn’t seen before.
What This Means for You
This research opens up exciting possibilities for better mental health screening after childbirth:
- Women could potentially be screened for PTSD simply by writing about their birth experience
- This method might feel more natural and less stigmatizing than filling out clinical questionnaires
- Early identification could help women get treatment sooner, leading to better outcomes
- The technology could make screening more accessible, especially in areas with limited access to mental health professionals
Conclusions
- AI technology shows promise in identifying birth-related PTSD by analyzing how mothers write about their experiences
- This approach could provide a more accessible and less stigmatizing way to screen for post-birth trauma
- Early identification through AI analysis could help connect more women with timely mental health support