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A Computer-Based Platform for Aiding Clinicians in Eating Disorder Analysis and Diagnosis
Published on: May 10, 2022
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Understanding Personalized Dynamics in Eating Disorders: A Dynamic Time Warp Analysis.
A E Dingemans1,2, E J Giltay2,3, P J Rohrbach4
1Rivierduinen Eating Disorders Ursula, Leiden, the Netherlands.
The International Journal of Eating Disorders
|March 13, 2025
Summary
This study used Dynamic Time Warp to analyze eating disorder (ED) symptom changes. Social support and anxiety significantly influenced other symptoms, suggesting they are key targets for intervention.
Area of Science:
- Psychiatry
- Psychology
- Digital Health
Background:
- Eating disorders (EDs) are complex mental health conditions requiring effective interventions.
- Low-threshold internet-based interventions show promise for decreasing ED symptoms and increasing help-seeking.
- Understanding the dynamic interplay of symptoms is crucial for optimizing treatment.
Purpose of the Study:
- To apply Dynamic Time Warp (DTW) to analyze symptom trajectories in individuals undergoing internet-based ED interventions.
- To identify temporal relationships and influential factors among various ED-related symptoms and psychological variables.
- To enhance understanding of change processes within these interventions.
Main Methods:
- Utilized data from the Featback study, including 355 participants over 14 months and six time points.
- Analyzed factors: ED psychopathology, binge eating, vomiting, laxative use, BMI, anxiety, depression, self-efficacy, social support, well-being, and health-related quality of life.
- Employed DTW to assess symptom temporal relationships (in-strength and out-strength).
Main Results:
- Identified four distinct within-person symptom trajectory dimensions.
- Group 1: Depression, anxiety, ED psychopathology, quality of life, self-rated health.
- Group 2: Binge eating, vomiting.
- Group 3: Self-efficacy, social support.
- Group 4: BMI, well-being, laxative use.
- Social support and anxiety demonstrated significant temporal leads (out-strength).
- Laxative use and well-being showed significant lags (in-strength).
Conclusions:
- Depressive and anxiety symptoms are strongly linked to ED severity.
- Social support emerged as a potentially critical factor, influencing other symptoms.
- Targeting social support early in interventions may positively impact other ED-related factors.
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