Authors: Robin Quillivic; Frédérique Gayraud; Yann Auxéméry; Laurent Vanni; Denis Peschanski; Francis Eustache; Jacques Dayan; Salma Mesmoudi · Research

Can Language Analysis Help Diagnose Post-Traumatic Stress Disorder?

New research shows how analyzing the way people talk about trauma could help identify PTSD symptoms and improve diagnosis.

Source: Quillivic, R., Gayraud, F., Auxéméry, Y., Vanni, L., Peschanski, D., Eustache, F., Dayan, J., & Mesmoudi, S. (2024). Interdisciplinary approach to identify language markers for post-traumatic stress disorder using machine learning and deep learning. Scientific Reports, 14, 12468. https://doi.org/10.1038/s41598-024-61557-7

What you need to know

  • The way people talk about traumatic experiences contains important clues about whether they may have PTSD
  • Specific patterns in language use - including word choice, grammar, and narrative structure - can help identify PTSD symptoms
  • Advanced language analysis tools could provide new ways to screen for PTSD and monitor treatment progress

The Hidden Signs in How We Talk About Trauma

When people experience trauma, it affects not just what they remember, but how they talk about their experiences. Imagine trying to describe a car accident - someone with PTSD might use more present tense (“I see the lights coming toward me”), focus on physical sensations (“my heart is pounding”), and have a harder time telling a coherent story. These subtle patterns in language could provide valuable clues for identifying PTSD.

A New Lens on Language and Trauma

Researchers studied interviews with 148 survivors of the November 2015 terrorist attacks in Paris, analyzing how they described their experiences 5-11 months after the events. Using a combination of expert analysis and advanced technology, they uncovered specific patterns that distinguished between survivors who developed PTSD and those who did not.

What the Research Found

The study revealed several key language markers associated with PTSD:

  • More frequent use of words related to death, physical sensations, and bodily experiences
  • Higher use of passive voice (e.g., “I was thrown to the ground” versus “I fell”)
  • More repetition and fragmented narrative structure
  • Greater use of incomplete statements and hesitations
  • Less emotional expression overall
  • Increased use of first-person pronouns (“I” and “me”)

Notably, these patterns emerged regardless of the person’s background or education level, suggesting they reflect the underlying impact of trauma on how people process and describe their experiences.

The Science Behind the Words

The research team used three different approaches to analyze the interviews:

  1. A psychiatrist reviewed transcripts without knowing the participants’ diagnoses
  2. Computer algorithms analyzed specific language features like word choice and grammar
  3. Advanced artificial intelligence examined overall patterns in how stories were told

All three methods showed similar accuracy in identifying PTSD symptoms, with success rates comparable to standard diagnostic tools. This suggests that language analysis could be a valuable addition to existing diagnostic approaches.

What This Means for You

If you or someone you know has experienced trauma, being aware of these language patterns could help in several ways:

  • Understanding that changes in how you talk about experiences are a normal response to trauma
  • Recognizing when it might be time to seek professional help
  • Providing new ways for mental health professionals to track recovery progress
  • Offering less invasive methods for initial PTSD screening

However, it’s important to remember that language analysis alone cannot diagnose PTSD - it’s just one tool that could help identify people who might need additional support.

Conclusions

  • Language analysis shows promise as a new tool for identifying PTSD symptoms and monitoring recovery
  • The way people describe traumatic experiences contains measurable patterns linked to PTSD
  • This research could lead to better screening tools and more personalized treatment approaches
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