Observational studyMultivariate behavioral research
Quantifying the Reliability and Replicability of Psychopathology Network Characteristics.
Observational study in Multivariate behavioral research. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 37 papers, 2 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
37 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Investigating the Complexity of Multidimensional Symptom Experiences in Patients With Cancer: Systematic Review of the Network Analysis Approach.JMIR cancer · 2025Pooled it
- Meta-analytic Gaussian Network Aggregation.Psychometrika · 2022Pooled it
- The Network Structure of Tobacco Withdrawal in a Community Sample of Smokers Treated With Nicotine Patch and Behavioral Counseling.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2020Trial
- Mapping behavioural mechanisms linking childhood maltreatment, cognition, impulsivity, and suicidality in bipolar disorder: A network approach.Translational psychiatry · 2026Article
- Phenotypic Clustering of Addictions Reveals Impulsivity Links to Internalizing Disorders: A Network Analysis.Alpha psychiatry · 2026Article
- Harnessing personal and social resources in managing internalising and externalising symptoms in children living in low-resource settings.JCPP advances · 2026Article
- Psychological Well-Being and Mental Health in Caribbean Communities in Light of the Methodological Triangulation of the Classical Approach and Network Analysis.Journal of clinical medicine · 2026Article
- Statistical evidence in psychological networks.Nature human behaviour · 2026Article
- Statistical evidence in psychological networks.Nature human behaviour · 2026Article
- Network analysis of mental health knowledge and stigma among high school students in Sichuan, China.Frontiers in psychiatry · 2026Article
- Unveiling Dietary Complexity: A Scoping Review and Reporting Guidance for Network Analysis in Dietary Pattern Research.Nutrients · 2025Article
- A scoping review on metrics to quantify reproducibility: a multitude of questions leads to a multitude of metrics.Royal Society open science · 2025Review
- Uncovering the complex interactions of mental health symptoms in Chinese college students: insights from network analysis.BMC psychology · 2025Article
- The social-ecological model of depressive symptoms in middle aged in China: a network analysis.BMC public health · 2025Article
- Selective Inference for Sparse Graphs via Neighborhood Selection.Electronic journal of statistics · 2025Article
- Article
- Machine learning and Bayesian network analyses identifies associations with insomnia in a national sample of 31,285 treatment-seeking college students.BMC psychiatry · 2024Article
- An information-theoretic approach to build hypergraphs in psychometrics.Behavior research methods · 2024Article
- Machine Learning and Bayesian Network Analyses Identifies Psychiatric Disorders and Symptom Associations with Insomnia in a national sample of 31,285 Treatment-Seeking College Students.Research square · 2024Article
- Similar PTSD symptom networks observed in male and female survivors of military sexual assault: implications for understanding trauma responses.Frontiers in psychology · 2024Article
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
Pairwise Markov random field networks-including Gaussian graphical models (GGMs) and Ising models-have become the "state-of-the-art" method for psychopathology network analyses. Recent research has focused on the reliability and replicability of these networks. In the present study, we compared the existing suite of methods for maximizing and quantifying the stability and consistency of PMRF networks (i.e., lasso regularization, plus the
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.