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Estimating psychopathological networks: Be careful what you wish for

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Prevalence, Severity, and Comorbidity of 12-Month DSM-IV Disorders in the National Comorbidity Survey Replication
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Network Psychometrics
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Multidimensional Item Response Theory
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Mental disorders as networks of problems: a review of recent insights
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The application of a network approach to Health-Related Quality of Life (HRQoL): introducing a new method for assessing HRQoL in healthy adults and cancer patients
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Network analysis of substance abuse and dependence symptoms
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Deconstructing the construct: A network perspective on psychological phenomena
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18 Multidimensional Item Response Theory
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The pathoplasticity of dysphoric episodes: differential impact of stressful life events on the pattern of depressive symptom inter-correlations
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The network structure of major depressive disorder, generalized anxiety disorder and somatic symptomatology
inferredcites →https://doi.org/10.1017/s0033291716002300openalex-snapshot
Network analysis of depression and anxiety symptom relationships in a psychiatric sample
inferredcites →https://doi.org/10.1017/s0140525x09991567openalex-snapshot
Comorbidity: A network perspective
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Toward a formalized account of attitudes: The Causal Attitude Network (CAN) model.
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From loss to loneliness: The relationship between bereavement and depressive symptoms.
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The core symptoms of bulimia nervosa, anxiety, and depression: A network analysis.
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An alternative to post hoc model modification in confirmatory factor analysis: The Bayesian lasso.
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A tutorial on regularized partial correlation networks.
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Correction: Corrigendum: Quantum Limit of Quality Factor in Silicon Micro and Nano Mechanical Resonators
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A new method for constructing networks from binary data
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Bayesian inference for low-rank Ising networks
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Correction: Corrigendum: Temporal MRI characterization, neurobiochemical and neurobehavioral changes in a mouse repetitive concussive head injury model
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Three representations of the Ising model
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Critical slowing down as early warning for the onset and termination of depression
inferredcites →https://doi.org/10.1073/pnas.55.4.676openalex-snapshot
ON THE MATHEMATICAL MECHANISM OF PHASE TRANSITION
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Categorical Data Analysis
inferredcites →https://doi.org/10.1093/acrefore/9780199975839.013.104openalex-snapshot
Diagnostic and Statistical Manual of Mental Disorders
inferredcites →https://doi.org/10.1093/biomet/asn034openalex-snapshot
Extended Bayesian information criteria for model selection with large model spaces
inferredcites →https://doi.org/10.1093/oso/9780198522195.001.0001openalex-snapshot
Graphical Models
inferredcites →https://doi.org/10.1093/schbul/sbw055openalex-snapshot
A Network Approach to Psychosis: Pathways Between Childhood Trauma and Psychotic Symptoms
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Regression Shrinkage and Selection Via the Lasso
inferredcites →https://doi.org/10.1146/annurev-clinpsy-050212-185608openalex-snapshot
Network Analysis: An Integrative Approach to the Structure of Psychopathology
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Critical Slowing Down as a Personalized Early Warning Signal for Depression
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Latent variable graphical model selection via convex optimization
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High-dimensional Ising model selection with Bayesian information criteria
inferredcites →https://doi.org/10.1214/ss/1177010887openalex-snapshot
Linear Dependencies Represented by Chain Graphs
inferredcites →https://doi.org/10.1371/journal.pone.0027407openalex-snapshot
The Small World of Psychopathology
inferredcites →https://doi.org/10.1371/journal.pone.0137621openalex-snapshot
The Network Structure of Symptoms of the Diagnostic and Statistical Manual of Mental Disorders
inferredcites →https://doi.org/10.18637/jss.v033.i01openalex-snapshot
Regularization Paths for Generalized Linear Models via Coordinate Descent
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qgraph : Network Visualizations of Relationships in Psychometric Data
inferredcites →https://doi.org/10.2307/3182612openalex-snapshot
CAUSALITY: MODELS, REASONING AND INFERENCE
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IsingSampler: Sampling Methods and Distribution Functions for the Ising Model
inferredcites →https://doi.org/10.3758/s13428-017-0862-1openalex-snapshot
Estimating psychological networks and their accuracy: A tutorial paper
inferredcites →https://doi.org/10.48550/arxiv.1011.6640openalex-snapshot
Extended Bayesian Information Criteria for Gaussian Graphical Models
inferredcites →https://doi.org/10.48550/arxiv.1606.08925openalex-snapshot
A Fused Latent and Graphical Model for Multivariate Binary Data
inferredcites →https://doi.org/10.5860/choice.38-1494aopenalex-snapshot
Causality: models, reasoning, and inference

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Cultural Consensus Theory for the evaluation of patients’ mental health scores in forensic psychiatric hospitals
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The network structure of impulsive personality and temporal discounting
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Exploring multicultural classroom dynamics: A network analysis
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Association of social frailty and cognitive domain trajectories in middle-aged and older adults in China: A population-based cohort study from a network perspective
inferred← citeshttps://doi.org/10.1016/j.midw.2022.103529openalex-snapshot
Individual and dyadic network analyses of depressive symptoms in Chinese postpartum couples: A cross-sectional study
inferred← citeshttps://doi.org/10.1016/j.paid.2017.06.011openalex-snapshot
Stability and variability of personality networks. A tutorial on recent developments in network psychometrics
inferred← citeshttps://doi.org/10.1016/j.paid.2021.111039openalex-snapshot
The net worth of networks and extraversion: Examining personality structure through network models
inferred← citeshttps://doi.org/10.1016/j.paid.2023.112437openalex-snapshot
A network analysis on psychopathy and theoretically relevant personality traits
inferred← citeshttps://doi.org/10.1016/j.paid.2024.112913openalex-snapshot
Understanding students' emotion regulation strategy selection using network analysis approach
inferred← citeshttps://doi.org/10.1016/j.physa.2022.126889openalex-snapshot
Dynamic importance of network nodes is poorly predicted by static structural features
inferred← citeshttps://doi.org/10.1016/j.psychres.2021.114351openalex-snapshot
The obsessive-compulsive spectrum: A network analysis
inferred← citeshttps://doi.org/10.1016/j.psychres.2024.115744openalex-snapshot
Interactive changes in depression and loneliness symptoms prior to and during the COVID-19 pandemic: A longitudinal network analysis
inferred← citeshttps://doi.org/10.1016/j.puhe.2026.106199openalex-snapshot
Adverse childhood experiences and loneliness trajectory in middle-aged and older adults: A network analysis approach
inferred← citeshttps://doi.org/10.1016/j.rcp.2026.05.002openalex-snapshot
Psychological Distress Network Among Oncology Healthcare Workers During a Public Health Crisis
inferred← citeshttps://doi.org/10.1016/j.reia.2025.202724openalex-snapshot
A comparison of severity and inter-relationships of autism symptoms between children and adolescents: A network analysis approach
inferred← citeshttps://doi.org/10.1016/j.schres.2024.11.002openalex-snapshot
Network analysis of psychotic symptoms in schizophrenia
inferred← citeshttps://doi.org/10.1016/j.sleepe.2021.100011openalex-snapshot
Sleep health network analysis based on questionnaire data from 35,808 subjects concerned by their sleep
inferred← citeshttps://doi.org/10.1016/j.smrv.2026.102233openalex-snapshot
Network models of subjective sleep health: a systematic review and statistical evaluation
inferred← citeshttps://doi.org/10.1016/j.socscimed.2025.118653openalex-snapshot
Longitudinal network analysis of resilience factors and mental health symptoms among healthcare workers during a public health emergency
inferred← citeshttps://doi.org/10.1017/s0033291718001769openalex-snapshot
Symptoms of persistent complex bereavement disorder, depression, and PTSD in a conjugally bereaved sample: a network analysis
inferred← citeshttps://doi.org/10.1017/s0033291719003209openalex-snapshot
Psychological networks in clinical populations: investigating the consequences of Berkson's bias
inferred← citeshttps://doi.org/10.1017/s0033291719003404openalex-snapshot
The network approach to psychopathology: a review of the literature 2008–2018 and an agenda for future research
inferred← citeshttps://doi.org/10.1017/s003329172200232xopenalex-snapshot
Prospective network analysis of proinflammatory proteins, lipid markers, and depression components in midlife community women
inferred← citeshttps://doi.org/10.1017/s0033291723000673openalex-snapshot
Childhood maltreatment and major depressive disorder in well-being: a network analysis of a longitudinal community-based cohort
inferred← citeshttps://doi.org/10.1017/s0954579421000882openalex-snapshot
Socioemotional profiles of autism spectrum disorders, attention deficit hyperactivity disorder, and disinhibited and reactive attachment disorders: a symptom comparison and network approach
inferred← citeshttps://doi.org/10.1037/abn0000276openalex-snapshot
Evidence that psychopathology symptom networks have limited replicability.
inferred← citeshttps://doi.org/10.1037/abn0000496openalex-snapshot
The replicability and generalizability of internalizing symptom networks across five samples.
inferred← citeshttps://doi.org/10.1037/ccp0000472openalex-snapshot
Personalized models of psychopathology as contextualized dynamic processes: An example from individuals with borderline personality disorder.
inferred← citeshttps://doi.org/10.1037/gpr0000100openalex-snapshot
The Distinction between Psychological Kinds and Natural Kinds Revisited: Can Updated Natural-Kind Theory Help Clinical Psychological Science and beyond Meet Psychology's Philosophical Challenges?
inferred← citeshttps://doi.org/10.1037/met0000167openalex-snapshot
A tutorial on regularized partial correlation networks.
inferred← citeshttps://doi.org/10.1037/met0000439openalex-snapshot
Which estimation method to choose in network psychometrics? Deriving guidelines for applied researchers.
inferred← citeshttps://doi.org/10.1037/met0000471openalex-snapshot
Reporting standards for psychological network analyses in cross-sectional data.
inferred← citeshttps://doi.org/10.1037/met0000476openalex-snapshot
Comparing network structures on three aspects: A permutation test.
inferred← citeshttps://doi.org/10.1037/met0000555openalex-snapshot
A general Monte Carlo method for sample size analysis in the context of network models.
inferred← citeshttps://doi.org/10.1037/met0000672openalex-snapshot
Bayesian estimation and comparison of idiographic network models.
inferred← citeshttps://doi.org/10.1037/met0000692openalex-snapshot
Unidimensional community detection: A monte carlo simulation, grid search, and comparison.
inferred← citeshttps://doi.org/10.1037/per0000319openalex-snapshot
The network of psychopathic personality traits: A network analysis of four self-report measures of psychopathy.
inferred← citeshttps://doi.org/10.1037/stl0000133openalex-snapshot
Using network science to understand statistics anxiety among college students.
inferred← citeshttps://doi.org/10.1038/s41380-018-0232-0openalex-snapshot
The symptom network structure of depressive symptoms in late-life: Results from a European population study
inferred← citeshttps://doi.org/10.1038/s41380-023-02369-5openalex-snapshot
A network model of depressive and anxiety symptoms: a statistical evaluation
inferred← citeshttps://doi.org/10.1038/s41398-022-01838-9openalex-snapshot
Network analysis of depressive and anxiety symptoms in adolescents during the later stage of the COVID-19 pandemic
inferred← citeshttps://doi.org/10.1038/s41398-022-01893-2openalex-snapshot
Internet addiction and its association with quality of life in patients with major depressive disorder: a network perspective
inferred← citeshttps://doi.org/10.1038/s41398-022-02170-yopenalex-snapshot
COVID-19 vaccine acceptance and perceived stigma in patients with depression: a network perspective
inferred← citeshttps://doi.org/10.1038/s41398-023-02468-5openalex-snapshot
Internet addiction and residual depressive symptoms among clinically stable adolescents with major psychiatric disorders during the COVID-19 pandemic: a network analysis perspective
inferred← citeshttps://doi.org/10.1038/s41398-024-02918-8openalex-snapshot
Prevalence and network structure of depression, insomnia and suicidality among mental health professionals who recovered from COVID-19: a national survey in China
inferred← citeshttps://doi.org/10.1038/s41598-018-34130-2openalex-snapshot
A Network Model of Resilience Factors for Adolescents with and without Exposure to Childhood Adversity
inferred← citeshttps://doi.org/10.1038/s41598-018-34138-8openalex-snapshot
A network analysis of female sexual function: comparing symptom networks in women with decreased, increased, and stable sexual desire
inferred← citeshttps://doi.org/10.1038/s41598-019-53795-xopenalex-snapshot
A Partial Correlation Screening Approach for Controlling the False Positive Rate in Sparse Gaussian Graphical Models
inferred← citeshttps://doi.org/10.1038/s41598-021-99128-9openalex-snapshot
Perception of yips among professional Japanese golfers: perspectives from a network modelled approach
inferred← citeshttps://doi.org/10.1038/s41598-022-06138-2openalex-snapshot
A graphical LASSO analysis of global quality of life, sub scales of the EORTC QLQ-C30 instrument and depression in early breast cancer
inferred← citeshttps://doi.org/10.1038/s41598-022-11092-0openalex-snapshot
A network approach to relationships between cannabis use characteristics and psychopathology in the general population
inferred← citeshttps://doi.org/10.1075/ml.24011.nikopenalex-snapshot
Morphological processing in Alzheimer’s disease
inferred← citeshttps://doi.org/10.1080/00273171.2018.1454823openalex-snapshot
The Gaussian Graphical Model in Cross-Sectional and Time-Series Data
inferred← citeshttps://doi.org/10.1080/00273171.2018.1489771openalex-snapshot
Investigating the Utility of Fixed-margin Sampling in Network Psychometrics
inferred← citeshttps://doi.org/10.1080/00273171.2018.1516540openalex-snapshot
Improved Insight into and Prediction of Network Dynamics by Combining VAR and Dimension Reduction
inferred← citeshttps://doi.org/10.1080/00273171.2019.1575716openalex-snapshot
On Nonregularized Estimation of Psychological Networks
inferred← citeshttps://doi.org/10.1080/00273171.2019.1616526openalex-snapshot
Quantifying the Reliability and Replicability of Psychopathology Network Characteristics
inferred← citeshttps://doi.org/10.1080/00273171.2019.1640103openalex-snapshot
Problems with Centrality Measures in Psychopathology Symptom Networks: Why Network Psychometrics Cannot Escape Psychometric Theory
inferred← citeshttps://doi.org/10.1080/00273171.2019.1672515openalex-snapshot
Latent Variable Models and Networks: Statistical Equivalence and Testability
inferred← citeshttps://doi.org/10.1080/00273171.2020.1746903openalex-snapshot
On the Importance of Estimating Parameter Uncertainty in Network Psychometrics: A Response to Forbes et al. (2019)
inferred← citeshttps://doi.org/10.1080/00273171.2021.1886897openalex-snapshot
On Unreplicable Inferences in Psychopathology Symptom Networks and the Importance of Unreliable Parameter Estimates
inferred← citeshttps://doi.org/10.1080/00273171.2021.1894412openalex-snapshot
Bayesian Estimation for Gaussian Graphical Models: Structure Learning, Predictability, and Network Comparisons
inferred← citeshttps://doi.org/10.1080/00273171.2023.2194606openalex-snapshot
Unique Variable Analysis: A Network Psychometrics Method to Detect Local Dependence
inferred← citeshttps://doi.org/10.1080/00273171.2023.2283638openalex-snapshot
Simulation-Based Performance Evaluation of Missing Data Handling in Network Analysis
inferred← citeshttps://doi.org/10.1080/00273171.2024.2345915openalex-snapshot
Testing Conditional Independence in Psychometric Networks: An Analysis of Three Bayesian Methods
inferred← citeshttps://doi.org/10.1080/00273171.2024.2395941openalex-snapshot
Exploring Estimation Procedures for Reducing Dimensionality in Psychological Network Modeling
inferred← citeshttps://doi.org/10.1080/01494929.2020.1712300openalex-snapshot
Marital Quality Assessment: Reviewing the Concept, Instruments, and Methods
inferred← citeshttps://doi.org/10.1080/07481187.2025.2537981openalex-snapshot
A network analysis of social determinants of health and rates of youth suicidal ideation and suicide attempts at the neighborhood-level in Houston, Texas
inferred← citeshttps://doi.org/10.1080/09588221.2023.2192762openalex-snapshot
The predictors of L2 grit and their complex interactions in online foreign language learning: motivation, self-directed learning, autonomy, curiosity, and language mindsets
inferred← citeshttps://doi.org/10.1080/10503307.2019.1650980openalex-snapshot
Exploring relapse through a network analysis of residual depression and anxiety symptoms after cognitive behavioural therapy: A proof-of-concept study
inferred← citeshttps://doi.org/10.1080/10503307.2024.2328304openalex-snapshot
What time-varying network models based on functional analysis tell us about the course of a patient's problem
inferred← citeshttps://doi.org/10.1080/10705511.2022.2164285openalex-snapshot
Variable Selection for Mediators under a Bayesian Mediation Model
inferred← citeshttps://doi.org/10.1080/13811118.2022.2096521openalex-snapshot
Examining the Interrelationships Among Suicide Cognitions, Suicidal Ideation, and Theoretically Derived Protective Factors
inferred← citeshttps://doi.org/10.1080/13825585.2021.1965951openalex-snapshot
Neuropsychological networks in cognitively healthy older adults and dementia patients
inferred← citeshttps://doi.org/10.1080/15366367.2025.2579488openalex-snapshot
Assessing the Performance of Kaiser’s Rule in Categorical Principal Component Analysis: A Comparison with Contemporary Methods for Factor Retention
inferred← citeshttps://doi.org/10.1080/20008198.2021.1920200openalex-snapshot
Using clinical expertise and empirical data in constructing networks of trauma symptoms in refugee youth
inferred← citeshttps://doi.org/10.1080/21642850.2018.1521283openalex-snapshot
Network analysis: a brief overview and tutorial
inferred← citeshttps://doi.org/10.1093/9780197769676.003.0008openalex-snapshot
Network Theories of Psychopathology
inferred← citeshttps://doi.org/10.1093/ageing/afae054openalex-snapshot
Pain trajectories and their associations with cognition among older adults: a 10-year cohort study from network perspective
inferred← citeshttps://doi.org/10.1093/ageing/afaf278openalex-snapshot
Longitudinal changes in the extended networks of depressive symptoms and cognitive functions following bereavement: comparison between progressively depressed and continuously non-depressed older adults
inferred← citeshttps://doi.org/10.1093/geronb/gbag030openalex-snapshot
Adverse childhood experiences and trajectories of hearing, vision, and dual sensory loss among middle-aged and older adults: three population-based longitudinal studies in China
inferred← citeshttps://doi.org/10.1093/jas/skad085openalex-snapshot
Network analysis to evaluate complexities in relationships among fermentation variables measured within continuous culture experiments
inferred← citeshttps://doi.org/10.1093/jmp/jhaf037openalex-snapshot
Unraveling Networks: The Conceptual Incoherence of the Network Approach
inferred← citeshttps://doi.org/10.1093/schbul/sbac122openalex-snapshot
A Network Approach to Trauma, Dissociative Symptoms, and Psychosis Symptoms in Schizophrenia Spectrum Disorders
inferred← citeshttps://doi.org/10.1097/aud.0000000000001731openalex-snapshot
Identifying the Network Structure Among Comorbid Depression and Anxiety Symptoms in Community-Dwelling Adults With and Without Hearing Difficulty: A Bayesian Network Analysis
inferred← citeshttps://doi.org/10.1097/gme.0000000000002141openalex-snapshot
Network analysis of eating disorder symptoms in women in perimenopause and early postmenopause
inferred← citeshttps://doi.org/10.1097/nmd.0000000000001485openalex-snapshot
Prenatal Symptom Cluster of Psychopathology and Associations With Mindfulness and Rumination
inferred← citeshttps://doi.org/10.1097/nnr.0000000000000601openalex-snapshot
Sex Differences in Depressive Symptom Networks Among Community-Dwelling Older Adults
inferred← citeshttps://doi.org/10.1109/coginfocom66819.2025.11200813openalex-snapshot
Mapping Cognitive-Behavioral Networks: A Graphical Lasso Approach to Dependence Structure Visualization
inferred← citeshttps://doi.org/10.1111/acps.13163openalex-snapshot
Can network analysis shed light on predictors of lithium response in bipolar I disorder?
inferred← citeshttps://doi.org/10.1111/add.16658openalex-snapshot
Predictors of substance use during treatment for addiction: A network analysis of ecological momentary assessment data
inferred← citeshttps://doi.org/10.1111/appy.70008openalex-snapshot
Associations of Square Dancing With Depression and Anxiety: Nationwide Study Findings From a Network Perspective
inferred← citeshttps://doi.org/10.1111/appy.70019openalex-snapshot
Inter‐Relationships Between Depressive Symptoms and Cognition Among Older Adults in India: A Network Analysis of a Nationally Representative Sample
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