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Perseverative thinking is associated with features of spoken language
Elizabeth C Stade1, Lyle Ungar2, Shreya Havaldar2
1Department of Psychology, University of Pennsylvania, 425 South University Avenue, Philadelphia, PA, 19104-6018, USA.
Perseverative thinking (PT) can be measured unobtrusively using language analysis. This novel approach shows promise for detecting emotional disorders and informing timely interventions.
Area of Science:
- Psychology
- Linguistics
- Computational Social Science
Background:
- Perseverative thinking (PT), including rumination and worry, is a key factor in emotional disorders.
- Current PT measures have limitations like bias and reflexivity, necessitating unobtrusive methods.
- Behavioral measures of PT are needed for accurate assessment.
Purpose of the Study:
- To develop and validate a language-based behavioral measure of PT.
- To explore linguistic correlates of PT in individuals with and without psychopathology.
- To assess the predictive validity of the language-based PT measure for emotional disorders.
Main Methods:
- Developed a language-based model to measure PT using natural language samples from interviews.
- Analyzed linguistic features, including I-usage and negative emotion words, in relation to self-reported PT.
- Used machine learning to evaluate the model's predictive power in a mixed sample (N=188).
Main Results:
- PT was significantly associated with increased I-usage and negative emotion language.
- Language features explained 14% of the variance in self-reported PT.
- The language-based PT measure predicted depression, anxiety, comorbidity, and treatment seeking.
Conclusions:
- Language analysis provides a valid, unobtrusive method for assessing PT.
- This novel measure has potential for passive detection of PT and "just-in-time" interventions.
- Further development could integrate this measure into clinical practice for early detection and support.
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