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The replicability and generalizability of internalizing symptom networks across five samples
Carter J Funkhouser1, Kelly A Correa1, Stephanie M Gorka2
1Department of Psychology.
Journal of Abnormal Psychology
|December 13, 2019
Summary
Replicability of internalizing symptom networks was examined across five samples. Network structures showed high similarity within nonclinical groups but weaker generalizability to clinical groups.
Area of Science:
- Psychopathology research
- Network analysis
- Quantitative psychology
Background:
- Network analysis is increasingly popular in psychopathology research.
- Replicability of psychopathology network models, especially using multi-item symptom scales, is understudied.
- Previous research often relied on single-item symptom measures.
Purpose of the Study:
- To examine the replicability and generalizability of network models for internalizing symptoms.
- To compare network structures and centrality using multi-item symptom scales across clinical and nonclinical samples.
- To assess network similarity using both global and specific metrics.
Main Methods:
- Utilized regularized partial correlation networks for internalizing symptoms.
- Analyzed 5 independent samples (N=2,573) using the Inventory for Depression and Anxiety Symptoms.
- Applied global and specific similarity metrics to compare network parameters.
Main Results:
- High global similarity in network structure (rS=0.53-0.87) and centrality (rS=0.37-0.86) within nonclinical samples.
- Weaker similarity in network structure (rS=0.36-0.66) and centrality (rS=0.04-0.54) between clinical and nonclinical samples.
- Approximately 80% of edges were consistently estimated; dysphoria was the most central symptom across samples.
Conclusions:
- Internalizing symptom networks show considerable within-group similarity in nonclinical samples.
- Network structure and symptom centrality generalize moderately from nonclinical to clinical populations.
- Findings highlight the importance of using multi-item scales for robust network analysis in psychopathology.
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