Order effects in PTSD network analysis: important implications for diagnostic conceptualization, treatment
Benjamin Trachik1, Toby D Elliman2, Michelle L Ganulin1
1US Army Medical Research Directorate-West, Walter Reed Army Institute of Research, Joint Base Lewis-McChord, WA 98433, USA.
Item order significantly impacts posttraumatic stress disorder (PTSD) network analyses and prevalence rates. Randomizing PTSD checklist items alters network structures, affecting diagnostic and treatment conclusions.
Area of Science:
- Psychiatry and Psychology
- Computational Social Science
Background:
- Confirmatory Factor Analysis (CFA) has historically dominated posttraumatic stress disorder (PTSD) research, but limitations have spurred alternative methods.
- Network analysis is now a leading approach for examining PTSD symptom structures and interrelationships.
- A critical gap exists in understanding how item order influences PTSD network analysis outcomes.
Purpose of the Study:
- To investigate the impact of item order effects on network analyses of PTSD symptoms.
- To assess the vulnerability of network analysis and prevalence rates to variations in item presentation.
- To examine these effects in a large sample of active duty soldiers post-deployment.
Main Methods:
- Compared symptom networks derived from traditionally ordered DSM-IV PTSD checklist items versus randomly ordered items.
- Utilized a large sample (N=5055) of active duty army soldiers.
- Assessed differences in prevalence rates and network composition between ordered and random item conditions.
Main Results:
- Prevalence rates for PTSD symptoms varied significantly between ordered and randomly ordered item sets.
- Network analyses using the standard item order largely replicated existing literature findings.
- Network composition substantially differed when items were presented in a random order.
Conclusions:
- Item order effects demonstrably influence the conclusions drawn from PTSD network analyses.
- Prevalence rates are also susceptible to item order variations.
- These findings carry significant implications for PTSD diagnosis and clinical treatment strategies.
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