Mapping the dynamics of idiographic network models to the network theory of psychopathology

Ising model only partially aligns with the network theory, as increased connectivity is related to both high and low symptom severity. In contrast, connectivity in the GVAR model is independent of symptom severity but instead reflects symptom variability over time. These findings demonstrate that the theoretical implications of network connectivity depend strongly on the chosen statistical model and its parameterization. Together, our results emphasize the need for systematic investigations that link theory to statistical models, and present stability landscapes as a useful tool to do so.

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Publication Details

Journal
Behavior Research Methods
Published
2026-04-21
DOI
https://doi.org/10.3758/s13428-026-03009-w
Primary Topic
Mental Health Research Topics
Type
article
Field-Weighted Citation Impact
0.00
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article

Mapping the dynamics of idiographic network models to the network theory of psychopathology

Jill de Ron, Denny Borsboom, Ria H. A. Hoekstra, Sacha Epskamp et al.
Behavior Research Methods
Mental Health Research Topics
article

Mapping the dynamics of idiographic network models to the network theory of psychopathology

Jill de Ron, Denny Borsboom, Ria H. A. Hoekstra, Sacha Epskamp, Donald J. Robinaugh
article en

Abstract

Ising model only partially aligns with the network theory, as increased connectivity is related to both high and low symptom severity. In contrast, connectivity in the GVAR model is independent of symptom severity but instead reflects symptom variability over time. These findings demonstrate that the theoretical implications of network connectivity depend strongly on the chosen statistical model and its parameterization. Together, our results emphasize the need for systematic investigations that link theory to statistical models, and present stability landscapes as a useful tool to do so.

Behavior Research MethodsVol. 58(5)
Northeastern University (US), Harvard University (US), National University of Singapore (SG), Massachusetts General Hospital (US), University of Amsterdam (NL)
Openalex Percentile: Top 19%
Mental Health Research Topics
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