Evidence map›Paper›PMID 40357493›Full record

ArticleFrontiers in psychology2025

Sex differences in PTSD speech biomarkers assessed by virtual agent-induced conversations.

Felix Menne, Louisa Schwed, Felix Dörr, Nicklas Linz, Johannes Tröger, Alexandra König

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Article in Frontiers in psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Felix Menneki:elements GmbH, Saarbrücken, Germany.
Louisa Schwedki:elements GmbH, Saarbrücken, Germany.
Felix Dörrki:elements GmbH, Saarbrücken, Germany.
Nicklas Linzki:elements GmbH, Saarbrücken, Germany.
Johannes Trögerki:elements GmbH, Saarbrücken, Germany.
Alexandra Königki:elements GmbH, Saarbrücken, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Women face a substantially elevated risk of developing PTSD compared to men. With the emergence of automated digital biomarkers for assessing complex psychiatric disorders, it becomes imperative to take into account possible sex differences. Objectives: Our objective was to explore sex-related speech differences in individuals with PTSD. Methods: We utilized data from the DAIC-WOZ dataset, consisting of dialogs between participants with PTSD ( Results: Group comparisons yielded significant differences between male and female patients in acoustic features such as the F2 frequency Standard Deviation (higher in males) and Harmonics to Noise Ratio (lower in males). Correlations revealed that Loudness Standard Deviation was significantly associated with PCL-C scores in males, but not in females. Additionally, we found interaction effects for linguistic and temporal features such as verb phrase usage, adposition rate, mean utterance duration, and speech ratio, with males showing positive associations and females showing inverse associations. Conclusion: Sex-related variations in the expression of PTSD severity through speech suggest contrasting effects in acoustic and linguistic features. These results underscore the importance of considering sex-specific expressions of behavioral symptoms in developing digital speech biomarkers for diagnostic and monitoring purposes in PTSD.

Indexed as

automated speech analysisgender differencesPTSDsex differencesspeechspeech biomarkers

Identifiers

PMID40357493
PMCPMC12066298

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