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Machine Learning Models Predict PTSD Severity and...
Journal article

Machine Learning Models Predict PTSD Severity and Functional Impairment: A Personalized Medicine Approach for Uncovering Complex Associations Among Heterogeneous Symptom Profiles

Abstract

OBJECTIVE: Posttraumatic stress disorder (PTSD) is a debilitating psychiatric illness, experienced by approximately 10% of the population. Heterogeneous presentations that include heightened dissociation, comorbid anxiety and depression, and emotion dysregulation contribute to the severity of PTSD, in turn, creating barriers to recovery. There is an urgent need to use data-driven approaches to better characterize complex psychiatric …

Authors

Park AH; Patel H; Mirabelli J; Eder SJ; Steyrl D; Lueger-Schuster B; Scharnowski F; O’Connor C; Martin P; Lanius RA

Journal

Psychological Trauma Theory Research Practice and Policy, Vol. 17, No. 2, pp. 372–386

Publisher

American Psychological Association (APA)

Publication Date

February 2025

DOI

10.1037/tra0001602

ISSN

1942-9681