The network approach to psychopathology: a review of the literature 2008–2018 and an agenda for future research
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The network approach to psychopathology posits that mental disorders can be conceptualized and studied as causal systems of mutually reinforcing symptoms. This approach, first posited in 2008, has grown substantially over the past decade and is now a full-fledged area of psychiatric research. In this article, we provide an overview and critical analysis of 363 articles produced in the first decade of this research program, with a focus on key theoretical, methodological, and empirical contributions. In addition, we turn our attention to the next decade of the network approach and propose critical avenues for future research in each of these domains. We argue that this program of research will be best served by working toward two overarching aims: (a) the identification of robust empirical phenomena and (b) the development of formal theories that can explain those phenomena. We recommend specific steps forward within this broad framework and argue that these steps are necessary if the network approach is to develop into a progressive program of research capable of producing a cumulative body of knowledge about how specific mental disorders operate as causal systems.
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The network approach has been widely applied in psychopathological and clinical psychiatric fields.
“The network approach, a relatively novel research method to explore various relationships across symptoms, has been widely applied in psychopathological and clinical psychiatric fields [ 32 , 33 ].”
From Anxiety and Depression Symptoms among Youth Survivors of Childhood Sexual Abuse: A Network Analysis (2023) · cites this paper as [33]
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Cites
Causality: Models, Reasoning, and Inference
Pearl, J. (2009) · doi:10.1017/cbo9780511803161 · Cited by 11,653 · see citing works
Rozeboom, W. W., Lord, F. M., Novick, M. R., & Birnbaum, A. (1969) · American Educational Research Journal · doi:10.2307/1162101 · Cited by 8,012 · see citing works
Estimating psychological networks and their accuracy: A tutorial paper
Epskamp, S., Borsboom, D., & Fried, E. I. (2018) · Behavior Research Methods · doi:10.3758/s13428-017-0862-1 · Cited by 5,715 · see citing works
Self-citationQgraph: Network visualizations of relationships in psychometric data
Epskamp, S., Cramer, A., Waldorp, L., Schmittmann, V., & Borsboom, D. (2012) · Journal of Statistical Software · doi:10.18637/jss.v048.i04 · Cited by 4,844 · see citing works
Self-citationNetwork analysis: An integrative approach to the structure of psychopathology
Borsboom, D., & Cramer, A. O. J. (2013) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-050212-185608 · Cited by 4,359 · see citing works
Self-citationA network theory of mental disorders
Borsboom, D. (2017) · World Psychiatry · doi:10.1002/wps.20375 · Cited by 3,482 · see citing works
Self-citationA tutorial on regularized partial correlation networks
Epskamp, S., & Fried, E. I. (2018) · Psychological Methods · doi:10.1037/met0000167 · Cited by 2,918 · see citing works
Clark, D. M. (1986) · Behaviour Research and Therapy · doi:10.1016/0005-7967(86)90011-2 · Cited by 2,422 · see citing works
Identifying highly influential nodes in the complicated grief network.
Robinaugh, D. J., Millner, A. J., & McNally, R. J. (2016) · Journal of Abnormal Psychology · doi:10.1037/abn0000181 · Cited by 1,857 · see citing works
Self-citationComparing network structures on three aspects: A permutation test.
van Borkulo, C. D., van Bork, R., Boschloo, L., Kossakowski, J. J., Tio, P., Schoevers, R. A., Borsboom, D., & Waldorp, L. (2022) · Psychological Methods · doi:10.1037/met0000476 · Cited by 1,578 · see citing works
Self-citationComorbidity: a network perspective
Cramer, A. O. J., Waldorp, L. J., van der Maas, H. L. J., & Borsboom, D. (2010) · Behavioral and Brain Sciences · doi:10.1017/s0140525x09991567 · Cited by 1,575 · see citing works
Self-citationCritical Transitions in Nature and Society
Scheffer, M. (2009) · doi:10.1515/9781400833276 · Cited by 1,394 · see citing works
What do centrality measures measure in psychological networks?
Bringmann, L. F., Elmer, T., Epskamp, S., Krause, R. W., Schoch, D., Wichers, M., Wigman, J. T. W., & Snippe, E. (2019) · Journal of Abnormal Psychology · doi:10.1037/abn0000446 · Cited by 1,384 · see citing works
Realism, anti-foundationalism and the enthusiasm for natural kinds
Boyd, R. N. (1991) · Philosophical Studies · doi:10.1007/bf00385837 · Cited by 1,088 · see citing works
Golino, H. F., & Epskamp, S. (2017) · PLoS ONE · doi:10.1371/journal.pone.0174035 · Cited by 1,088 · see citing works
Can network analysis transform psychopathology?
McNally, R. J. (2016) · Behaviour Research and Therapy · doi:10.1016/j.brat.2016.06.006 · Cited by 1,072 · see citing works
Mental disorders as networks of problems: a review of recent insights
Fried, E. I., van Borkulo, C. D., Cramer, A. O. J., Boschloo, L., Schoevers, R. A., & Borsboom, D. (2016) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-016-1319-z · Cited by 1,067 · see citing works
Self-citationState of the aRt personality research: A tutorial on network analysis of personality data in R
Costantini, G., Epskamp, S., Borsboom, D., Perugini, M., Mõttus, R., Waldorp, L., & Cramer, A. O. J. (2014) · Journal of Research in Personality · doi:10.1016/j.jrp.2014.07.003 · Cited by 1,004 · see citing works
Self-citationComputational psychiatry as a bridge from neuroscience to clinical applications
Huys, Q. J. M., Maia, T. V., & Frank, M. J. (2016) · Nature Neuroscience · doi:10.1038/nn.4238 · Cited by 1,002 · see citing works
Moving Forward: Challenges and Directions for Psychopathological Network Theory and Methodology
Fried, E. I., & Cramer, A. O. J. (2017) · Perspectives on Psychological Science · doi:10.1177/1745691617705892 · Cited by 957 · see citing works
Network analysis of depression and anxiety symptom relationships in a psychiatric sample
Beard, C., Millner, A. J., Forgeard, M. J. C., Fried, E. I., Hsu, K. J., Treadway, M. T., Leonard, C. V., Kertz, S. J., & Björgvinsson, T. (2016) · Psychological Medicine · doi:10.1017/s0033291716002300 · Cited by 929 · see citing works
All for One and One for All: Mental Disorders in One Dimension
Caspi, A., & Moffitt, T. E. (2018) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2018.17121383 · Cited by 918 · see citing works
Association of Symptom Network Structure With the Course of Depression
van Borkulo, C. D., Boschloo, L., Borsboom, D., Penninx, B. W. J. H., Waldorp, L., & Schoevers, R. A. (2015) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2015.2079 · Cited by 852 · see citing works
Self-citationmgm : Estimating Time-Varying Mixed Graphical Models in High-Dimensional Data
Haslbeck, J. M. B., & Waldorp, L. (2020) · Journal of Statistical Software · doi:10.18637/jss.v093.i08 · Cited by 775 · see citing works
Critical slowing down as early warning for the onset and termination of depression
van de Leemput, I. A., Wichers, M., Cramer, A. O. J., Borsboom, D., Tuerlinckx, F., Kuppens, P., van Nes, E. H., Viechtbauer, W., Giltay, E. J., Aggen, S. H., et al. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1312114110 · Cited by 773 · see citing works
Self-citationA new method for constructing networks from binary data
van Borkulo, C. D., Borsboom, D., Epskamp, S., Blanken, T. F., Boschloo, L., Schoevers, R. A., & Waldorp, L. (2014) · Scientific Reports · doi:10.1038/srep05918 · Cited by 765 · see citing works
Self-citationCritical transitions in nature and society
Scheffer, M. (2009) · Choice Reviews Online · doi:10.5860/choice.47-1380 · Cited by 759 · see citing works
Fried, E. I., Epskamp, S., Nesse, R. M., Tuerlinckx, F., & Borsboom, D. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2015.09.005 · Cited by 751 · see citing works
Self-citationPsychometric perspectives on diagnostic systems
Borsboom, D. (2008) · Journal of Clinical Psychology · doi:10.1002/jclp.20503 · Cited by 691 · see citing works
Self-citationA Network Approach to Psychopathology: New Insights into Clinical Longitudinal Data
Bringmann, L. F., Vissers, N., Wichers, M., Geschwind, N., Kuppens, P., Peeters, F. P. M. L., Borsboom, D., & Tuerlinckx, F. (2013) · PLoS ONE · doi:10.1371/journal.pone.0060188 · Cited by 679 · see citing works
Self-citationHomeostasis, Species, and Higher Taxa
Boyd, R. N. (1999) · Species · doi:10.7551/mitpress/6396.003.0012 · Cited by 668 · see citing works
The 52 symptoms of major depression: lack of content overlap among seven common depression scales
Fried, E. I. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2016.10.019 · Cited by 649 · see citing works
Generalized Network Psychometrics: Combining Network and Latent Variable Models
Epskamp, S., Rhemtulla, M., & Borsboom, D. (2017) · Psychometrika · doi:10.1007/s11336-017-9557-x · Cited by 642 · see citing works
Self-citationHaslbeck, J. M. B., & Waldorp, L. (2017) · Behavior Research Methods · doi:10.3758/s13428-017-0910-x · Cited by 637 · see citing works
What kinds of things are psychiatric disorders?
Kendler, K. S., Zachar, P., & Craver, C. F. (2010) · Psychological Medicine · doi:10.1017/s0033291710001844 · Cited by 612 · see citing works
Haslam, N., Holland, E., & Kuppens, P. (2012) · Psychological Medicine · doi:10.1017/s0033291711001966 · Cited by 611 · see citing works
The Small World of Psychopathology
Borsboom, D., Cramer, A. O. J., Schmittmann, V. D., Epskamp, S., & Waldorp, L. (2011) · PLoS ONE · doi:10.1371/journal.pone.0027407 · Cited by 608 · see citing works
Self-citationMental Disorders as Causal Systems: A Network Approach to Posttraumatic Stress Disorder
McNally, R. J., Robinaugh, D. J., Wu, G. W. Y., Wang, L., Deserno, M. K., & Borsboom, D. (2015) · Clinical Psychological Science · doi:10.1177/2167702614553230 · Cited by 592 · see citing works
Self-citationGoldstein, A. J., & Chambless, D. L. (1978) · Behavior Therapy · doi:10.1016/s0005-7894(78)80053-7 · Cited by 572 · see citing works
Major Depression as a Complex Dynamic System
Cramer, A. O. J., van Borkulo, C. D., Giltay, E. J., van der Maas, H. L. J., Kendler, K. S., Scheffer, M., & Borsboom, D. (2016) · PLoS ONE · doi:10.1371/journal.pone.0167490 · Cited by 563 · see citing works
Self-citationMultivariate Taxometric Procedures: Distinguishing Types from Continua
Waller, N. G., & Meehl, P. E. (1997) · Cited by 540 · see citing works
Hamaker, E. L., & Wichers, M. (2017) · Current Directions in Psychological Science · doi:10.1177/0963721416666518 · Cited by 505 · see citing works
Barabási, A.-L. (2012) · Nature Physics · doi:10.1038/nphys2188 · Cited by 502 · see citing works
Beyond the “at risk mental state” concept: transitioning to transdiagnostic psychiatry
McGorry, P. D., Hartmann, J. A., Spooner, R., & Nelson, B. (2018) · World Psychiatry · doi:10.1002/wps.20514 · Cited by 488 · see citing works
Fried, E. I., Eidhof, M. B., Palić, S., Costantini, G., Dijk, H. M. H., Bockting, C., Engelhard, I. M., Armour, C., Nielsen, A. B. S., & Karstoft, K. (2018) · Clinical Psychological Science · doi:10.1177/2167702617745092 · Cited by 473 · see citing works
Comparing network structures on three aspects: A permutation test
van Borkulo, C. D., Boschloo, L., Kossakowski, J. J., Tio, P., Schoevers, R. A., Borsboom, D., & Waldorp, L. (2017) · doi:10.13140/rg.2.2.29455.38569 · Cited by 465 · see citing works
Self-citationThe Study of Psychopathology from the Network Analysis Perspective: A Systematic Review
Contreras, A., Nieto, I., Valiente, C., Espinosa, R., & Vázquez, C. (2019) · Psychotherapy and Psychosomatics · doi:10.1159/000497425 · Cited by 455 · see citing works
Blake, M. J., Trinder, J. A., & Allen, N. B. (2018) · Clinical Psychology Review · doi:10.1016/j.cpr.2018.05.006 · Cited by 452 · see citing works
Epskamp, S., van Borkulo, C. D., van der Veen, D. C., Servaas, M. N., Isvoranu, A.-M., Riese, H., & Cramer, A. O. J. (2018) · Clinical Psychological Science · doi:10.1177/2167702617744325 · Cited by 448 · see citing works
Moving From Static to Dynamic Models of the Onset of Mental Disorder
Nelson, B., McGorry, P. D., Wichers, M., Wigman, J. T. W., & Hartmann, J. (2017) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2017.0001 · Cited by 378 · see citing works
Fried, E. I. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00309 · Cited by 367 · see citing works
A complex network perspective on clinical science
Hofmann, S. G., Curtiss, J., & McNally, R. J. (2016) · Perspectives on Psychological Science · doi:10.1177/1745691616639283 · Cited by 366 · see citing works
Psychometric Network Models from Time-Series and Panel Data
Epskamp, S. (2020) · Psychometrika · doi:10.1007/s11336-020-09697-3 · Cited by 365 · see citing works
Evidence that psychopathology symptom networks have limited replicability.
Forbes, M. K., Wright, A. G. C., Markon, K. E., & Krueger, R. F. (2017) · Journal of Abnormal Psychology · doi:10.1037/abn0000276 · Cited by 363 · see citing works
An Abductive Theory of Scientific Method.
Haig, B. D. (2005) · Psychological Methods · doi:10.1037/1082-989x.10.4.371 · Cited by 347 · see citing works
Wichers, M. (2013) · Psychological Medicine · doi:10.1017/s0033291713001979 · Cited by 334 · see citing works
How to compare cross-lagged associations in a multilevel autoregressive model.
Schuurman, N. K., Ferrer, E. E., Sonnenschein, M., & Hamaker, E. L. (2016) · Psychological Methods · doi:10.1037/met0000062 · Cited by 318 · see citing works
Epskamp, S., Maris, G., Waldorp, L., & Borsboom, D. (2018) · doi:10.1002/9781118489772.ch30 · Cited by 312 · see citing works
Self-citationEstimating psychopathological networks: Be careful what you wish for
Epskamp, S., Kruis, J., & Marsman, M. (2017) · PLoS ONE · doi:10.1371/journal.pone.0179891 · Cited by 310 · see citing works
Bryant, R. A., Creamer, M., O’Donnell, M., Forbes, D., McFarlane, A. C., Silove, D., & Hadzi-Pavlovic, D. (2017) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2016.3470 · Cited by 305 · see citing works
Emotion-Network Density in Major Depressive Disorder
Pe, M. L., Kircanski, K., Thompson, R. J., Bringmann, L. F., Tuerlinckx, F., Mestdagh, M., Mata, J., Jaeggi, S. M., Buschkuehl, M., Jonides, J., et al. (2014) · Clinical Psychological Science · doi:10.1177/2167702614540645 · Cited by 304 · see citing works
Don’t blame the model: Reconsidering the network approach to psychopathology.
Bringmann, L. F., & Eronen, M. I. (2018) · Psychological Review · doi:10.1037/rev0000108 · Cited by 300 · see citing works
Hallquist, M. N., Wright, A. G. C., & Molenaar, P. C. M. (2021) · Multivariate Behavioral Research · doi:10.1080/00273171.2019.1640103 · Cited by 292 · see citing works
Marsman, M., Borsboom, D., Kruis, J., Epskamp, S., van Bork, R., Waldorp, L., van der Maas, H. L. J., & Maris, G. (2017) · Multivariate Behavioral Research · doi:10.1080/00273171.2017.1379379 · Cited by 290 · see citing works
Self-citationVisualizing Psychological Networks: A Tutorial in R
Jones, P. J., Mair, P., & McNally, R. J. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.01742 · Cited by 271 · see citing works
The Correction for Attenuation
Muchinsky, P. M. (1996) · Educational and Psychological Measurement · doi:10.1177/0013164496056001004 · Cited by 255 · see citing works
Assessing Temporal Emotion Dynamics Using Networks
Bringmann, L. F., Pe, M. L., Vissers, N., Ceulemans, E., Borsboom, D., Vanpaemel, W., Tuerlinckx, F., & Kuppens, P. (2016) · Assessment · doi:10.1177/1073191116645909 · Cited by 235 · see citing works
Self-citationRodebaugh, T. L., Tonge, N., Piccirillo, M. L., Fried, E. I., Horenstein, A., Morrison, A. S., Goldin, P. R., Gross, J. J., Lim, M. H., Fernandez, K. C., et al. (2018) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000336 · Cited by 234 · see citing works
The nature of psychiatric disorders
Kendler, K. S. (2016) · World Psychiatry · doi:10.1002/wps.20292 · Cited by 232 · see citing works
Node centrality measures are a poor substitute for causal inference
Dablander, F., & Hinne, M. (2019) · Scientific Reports · doi:10.1038/s41598-019-43033-9 · Cited by 217 · see citing works
A prospective study on how symptoms in a network predict the onset of depression
Boschloo, L., van Borkulo, C. D., Borsboom, D., & Schoevers, R. A. (2016) · Psychotherapy and Psychosomatics · doi:10.1159/000442001 · Cited by 213 · see citing works
Self-citationBorsboom, D., Fried, E. I., Epskamp, S., Waldorp, L., van Borkulo, C. D., van der Maas, H. L. J., & Cramer, A. O. J. (2017) · Journal of Abnormal Psychology · doi:10.1037/abn0000306 · Cited by 213 · see citing works
Self-citationMicro-Level Affect Dynamics in Psychopathology Viewed From Complex Dynamical System Theory
Wichers, M., Wigman, J. T. W., & Myin‐Germeys, I. (2015) · Emotion Review · doi:10.1177/1754073915590623 · Cited by 209 · see citing works
Back to the basics: Rethinking partial correlation network methodology
Williams, D. R., & Rast, P. (2019) · British Journal of Mathematical and Statistical Psychology · doi:10.1111/bmsp.12173 · Cited by 208 · see citing works
Depression as a systemic syndrome: mapping the feedback loops of major depressive disorder
Wittenborn, A. K., Rahmandad, H., Rick, J., & Hosseinichimeh, N. (2016) · Psychological Medicine · doi:10.1017/s0033291715002044 · Cited by 207 · see citing works
Levinson, C. A., Brosof, L. C., Vanzhula, I. A., Christian, C., Jones, P. J., Rodebaugh, T. L., Langer, J., White, E. K., Warren, C. S., Weeks, J. W., et al. (2018) · International Journal of Eating Disorders · doi:10.1002/eat.22890 · Cited by 187 · see citing works
Blanken, T. F., Van Der Zweerde, T., Van Straten, A., Van Someren, E. J. W., Borsboom, D., & Lancee, J. (2019) · Psychotherapy and Psychosomatics · doi:10.1159/000495045 · Cited by 187 · see citing works
Self-citationCramer, A. O. J., Borsboom, D., Aggen, S. H., & Kendler, K. S. (2012) · Psychological Medicine · doi:10.1017/s003329171100211x · Cited by 168 · see citing works
Self-citationCramer, A. O. J., Waldorp, L., van der Maas, H. L. J., & Borsboom, D. (2010) · Behavioral and Brain Sciences · doi:10.1017/s0140525x10000920 · Cited by 167 · see citing works
Self-citationAdvancing the network theory of mental disorders: A computational model of panic disorder.
Robinaugh, D. J., Haslbeck, J. M. B., Waldorp, L., Kossakowski, J. J., Fried, E. I., Millner, A. J., McNally, R. J., Ryan, O., de Ron, J., van der Maas, H. L. J., et al. (2024) · Psychological Review · doi:10.1037/rev0000515 · Cited by 163 · see citing works
Self-citationA Network Approach to Environmental Impact in Psychotic Disorder: Brief Theoretical Framework
Isvoranu, A., Borsboom, D., van Os, J., & Gülöksüz, S. (2016) · Schizophrenia Bulletin · doi:10.1093/schbul/sbw049 · Cited by 161 · see citing works
Self-citationBeltz, A. M., & Gates, K. M. (2017) · Multivariate Behavioral Research · doi:10.1080/00273171.2017.1373014 · Cited by 161 · see citing works
Borsboom, D., Rhemtulla, M., Cramer, A. O. J., van der Maas, H. L. J., Scheffer, M., & Dolan, C. V. (2016) · Psychological Medicine · doi:10.1017/s0033291715001944 · Cited by 156 · see citing works
Self-citationDrawing conclusions from cross-lagged relationships: Re-considering the role of the time-interval
Kuiper, R. M., & Ryan, O. (2018) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705511.2018.1431046 · Cited by 155 · see citing works
Robustness and replicability of psychopathology networks
Borsboom, D., Robinaugh, D. J., The Psychosystems Group, Rhemtulla, M., & Cramer, A. O. J. (2018) · World Psychiatry · doi:10.1002/wps.20515 · Cited by 154 · see citing works
Self-citationRuzzano, L., Borsboom, D., & Geurts, H. M. (2014) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-014-2204-9 · Cited by 153 · see citing works
Self-citationModeling Nonstationary Emotion Dynamics in Dyads using a Time-Varying Vector-Autoregressive Model
Bringmann, L. F., Ferrer, E. E., Hamaker, E. L., Borsboom, D., & Tuerlinckx, F. (2018) · Multivariate Behavioral Research · doi:10.1080/00273171.2018.1439722 · Cited by 144 · see citing works
Self-citationmgm: Estimating Time-Varying Mixed Graphical Models in High-Dimensional DataPreprint
Haslbeck, J. M. B., & Waldorp, L. (2015) · arXiv (Cornell University) · doi:10.48550/arxiv.1510.06871 · Cited by 142 · see citing works
Timing is everything: Developmental psychopathology from a dynamic systems perspective
Granic, I. (2005) · Developmental Review · doi:10.1016/j.dr.2005.10.005 · Cited by 139 · see citing works
Hayes, A. M., Yasinski, C. W., Barnes, J. B., & Bockting, C. (2015) · Clinical Psychology Review · doi:10.1016/j.cpr.2015.06.007 · Cited by 132 · see citing works
Hayes, A. M., & Strauss, J. L. (1998) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.66.6.939 · Cited by 127 · see citing works
van Os, J., Delespaul, P., Wigman, J. T. W., Myin‐Germeys, I., & Wichers, M. (2013) · World Psychiatry · doi:10.1002/wps.20046 · Cited by 126 · see citing works
Computational nosology and precision psychiatry
Friston, K. J., Redish, A. D., & Gordon, J. A. (2017) · Computational Psychiatry · doi:10.1162/cpsy_a_00001 · Cited by 126 · see citing works
Hayes, A. M., & Strauss, J. L. (1998) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.66.6.939 · Cited by 123 · see citing works
Application of network methods for understanding mental disorders: pitfalls and promise
Gülöksüz, S., Pries, L.-K., & van Os, J. (2017) · Psychological Medicine · doi:10.1017/s0033291717001350 · Cited by 123 · see citing works
Psychological networks in clinical populations: investigating the consequences of Berkson's bias
de Ron, J., Fried, E. I., & Epskamp, S. (2019) · Psychological Medicine · doi:10.1017/s0033291719003209 · Cited by 121 · see citing works
Discrete- vs. Continuous-Time Modeling of Unequally Spaced Experience Sampling Method Data
de Haan-Rietdijk, S., Voelkle, M., Keijsers, L., & Hamaker, E. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.01849 · Cited by 120 · see citing works
Advancing the Network Theory of Mental Disorders: A Computational Model of Panic Disorder
Robinaugh, D., Haslbeck, J. M. B., Waldorp, L., Kossakowski, J. J., Fried, E. I., Millner, A., McNally, R. J., Ryan, O., de Ron, J., van der Maas, H., et al. (2019) · doi:10.31234/osf.io/km37w · Cited by 120 · see citing works
Self-citationWhat is the p -factor of psychopathology? Some risks of general factor modeling
van Bork, R., Epskamp, S., Rhemtulla, M., Borsboom, D., & van der Maas, H. L. J. (2017) · Theory & Psychology · doi:10.1177/0959354317737185 · Cited by 118 · see citing works
Self-citationNetwork Analysis: A Novel Approach to Understand Suicidal Behaviour
Beurs, D. P. D. (2017) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph14030219 · Cited by 117 · see citing works
Junior, H. P. D. O. S., Fried, E. I., Asafu-Adjei, J. K., & Ruiz, R. J. (2017) · Research in Nursing & Health · doi:10.1002/nur.21784 · Cited by 116 · see citing works
Schweren, L., van Borkulo, C. D., Fried, E. I., & Goodyer, I. M. (2017) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2017.3561 · Cited by 114 · see citing works
Frewen, P., Schmittmann, V. D., Bringmann, L. F., & Borsboom, D. (2013) · European Journal of Psychotraumatology · doi:10.3402/ejpt.v4i0.20656 · Cited by 112 · see citing works
Self-citationMurri, M. B., Amore, M., Respino, M., & Alexopoulos, G. S. (2018) · Molecular Psychiatry · doi:10.1038/s41380-018-0232-0 · Cited by 112 · see citing works
Quantifying the Reliability and Replicability of Psychopathology Network Characteristics
Forbes, M. K., Wright, A. G. C., Markon, K. E., & Krueger, R. F. (2019) · Multivariate Behavioral Research · doi:10.1080/00273171.2019.1616526 · Cited by 108 · see citing works
Guyon, H., Falissard, B., & Kop, J. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00798 · Cited by 105 · see citing works
Blanken, T. F., Deserno, M. K., Dalege, J., Borsboom, D., Blanken, P., KERKHOF, G. A., & Cramer, A. O. J. (2018) · Scientific Reports · doi:10.1038/s41598-018-24224-2 · Cited by 103 · see citing works
Self-citationSlowing Down of Recovery as Generic Risk Marker for Acute Severity Transitions in Chronic Diseases
Rikkert, M. G. M. O., Dakos, V., Buchman, T. G., de Boer, R. J., Glass, L., Cramer, A. O. J., Levin, S. A., van Nes, E. H., Sugihara, G., Ferrari, M. D., et al. (2016) · Critical Care Medicine · doi:10.1097/ccm.0000000000001564 · Cited by 102 · see citing works
Heeren, A., & McNally, R. J. (2017) · Cognitive Therapy and Research · doi:10.1007/s10608-017-9876-3 · Cited by 102 · see citing works
Christensen, A. P., Kenett, Y. N., Aste, T., Silvia, P. J., & Kwapil, T. R. (2018) · Behavior Research Methods · doi:10.3758/s13428-018-1032-9 · Cited by 102 · see citing works
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Walter, H. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00582 · Cited by 101 · see citing works
Rouquette, A., Pingault, J., Fried, E. I., Orri, M., Falissard, B., Kossakowski, J. J., Vitaro, F., Tremblay, R. E., Côté, S. M., & Borsboom, D. (2018) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2018.2119 · Cited by 96 · see citing works
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McNally, R. J. (2012) · Clinical Psychology Science and Practice · doi:10.1111/cpsp.12001 · Cited by 94 · see citing works
Klippel, A., Viechtbauer, W., Reininghaus, U., Wigman, J. T. W., van Borkulo, C. D., MERGE, Myin‐Germeys, I., & Wichers, M. (2017) · Schizophrenia Bulletin · doi:10.1093/schbul/sbx037 · Cited by 94 · see citing works
Incorporating measurement error in n = 1 psychological autoregressive modeling
Schuurman, N. K., Houtveen, J. H., & Hamaker, E. L. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01038 · Cited by 93 · see citing works
Toward a Cognitive-Behavioral Classification System for Mental Disorders
Hofmann, S. G. (2014) · Behavior Therapy · doi:10.1016/j.beth.2014.03.001 · Cited by 93 · see citing works
Psychiatric disorders: natural kinds made by the world or practical kinds made by us?
Zachar, P. (2015) · World Psychiatry · doi:10.1002/wps.20240 · Cited by 92 · see citing works
Three representations of the Ising model
Kruis, J., & Maris, G. (2016) · Scientific Reports · doi:10.1038/srep34175 · Cited by 91 · see citing works
Levinson, C. A., Vanzhula, I. A., Brosof, L. C., & Forbush, K. T. (2018) · Current Psychiatry Reports · doi:10.1007/s11920-018-0930-y · Cited by 91 · see citing works
Generalization of Clustering Coefficients to Signed Correlation Networks
Costantini, G., & Perugini, M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0088669 · Cited by 90 · see citing works
Autism Biomarkers: Challenges, Pitfalls and Possibilities
Anderson, G. M. (2014) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-014-2225-4 · Cited by 82 · see citing works
Diagnostic heterogeneity in psychiatry: towards an empirical solution
Wardenaar, K. J., & de Jonge, P. (2013) · BMC Medicine · doi:10.1186/1741-7015-11-201 · Cited by 81 · see citing works
Network analysis: An innovative framework for understanding eating disorder psychopathology
Smith, K. E., Crosby, R. D., Wonderlich, S. A., Forbush, K. T., Mason, T. B., & Moessner, M. (2018) · International Journal of Eating Disorders · doi:10.1002/eat.22836 · Cited by 81 · see citing works
Williams, D. R., Rast, P., Pericchi, L. R., & Mulder, J. (2020) · Psychological Methods · doi:10.1037/met0000254 · Cited by 81 · see citing works
van Rooijen, G., Isvoranu, A., Kruijt, O. H., van Borkulo, C. D., Meijer, C. J., Wigman, J. T. W., Ruhé, H. G., de Haan, L., Bruggeman, R., Cahn, W., et al. (2017) · Schizophrenia Research · doi:10.1016/j.schres.2017.07.035 · Cited by 80 · see citing works
Forbes, M. K., Wright, A. G. C., Markon, K. E., & Krueger, R. F. (2017) · Journal of Abnormal Psychology · doi:10.1037/abn0000313 · Cited by 80 · see citing works
Cross-sectional networks of depressive symptoms before and after antidepressant medication treatment
Bos, F. M., Fried, E. I., Hollon, S. D., Bringmann, L. F., Dimidjian, S., DeRubeis, R. J., & Bockting, C. (2018) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-018-1506-1 · Cited by 80 · see citing works
Russell, J. D., Neill, E. L., Carrión, V. G., & Weems, C. F. (2017) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2017.05.021 · Cited by 79 · see citing works
The Network Structure of Schizotypal Personality Traits
Fonseca‐Pedrero, E., Sierra, J. O., Debbané, M., Chan, R. C. K., Cicero, D. C., Zhang, L. C., Brenner, C. A., Barkus, E., Linscott, R. J., Kwapil, T. R., et al. (2018) · Schizophrenia Bulletin · doi:10.1093/schbul/sby044 · Cited by 79 · see citing works
Nonlinear dynamics in biopsychosocial resilience
Pincus, D., & Metten, A. M. (2010) · PsycEXTRA Dataset · doi:10.1037/e581062010-001 · Cited by 78 · see citing works
Wüsten, C., Schlier, B., Jaya, E. S., Genetic Risk and Outcome of Psychosis (GROUP) Investigators, Alizadeh, B. Z., Bartels‐Velthuis, A. A., van Beveren, N. J. M., Bruggeman, R., Cahn, W., de Haan, L., et al. (2018) · Schizophrenia Bulletin · doi:10.1093/schbul/sby087 · Cited by 78 · see citing works
Using Raw VAR Regression Coefficients to Build Networks can be Misleading
Bulteel, K., Tuerlinckx, F., Brose, A., & Ceulemans, E. (2016) · Multivariate Behavioral Research · doi:10.1080/00273171.2016.1150151 · Cited by 75 · see citing works
de Vos, S., Wardenaar, K. J., Bos, E. H., Wit, E. C., Bouwmans, M. E. J., & de Jonge, P. (2017) · PLoS ONE · doi:10.1371/journal.pone.0178586 · Cited by 73 · see citing works
Psychiatric comorbidity: fact or artifact?
van Loo, H. M., & Romeijn, J. (2015) · Metamedicine · doi:10.1007/s11017-015-9321-0 · Cited by 69 · see citing works
Southward, M. W., & Cheavens, J. S. (2018) · Clinical Psychological Science · doi:10.1177/2167702618769560 · Cited by 68 · see citing works
Levine, S. Z., & Leucht, S. (2016) · Schizophrenia Research · doi:10.1016/j.schres.2016.09.002 · Cited by 63 · see citing works
Schüler, M., Wittmann, M., Faller, H., & Schultz, K. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.07.021 · Cited by 62 · see citing works
Latent variable and network models of comorbidity: toward an empirically derived nosology
Eaton, N. R. (2015) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-015-1012-7 · Cited by 61 · see citing works
The centrality of DSM and non-DSM depressive symptoms in Han Chinese women with major depression
Kendler, K. S., Aggen, S. H., Jonathan Flint, C., Borsboom, D., & Fried, E. I. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.11.032 · Cited by 61 · see citing works
Self-citationFried, E. I., Boschloo, L., van Borkulo, C. D., Schoevers, R. A., Romeijn, J., Wichers, M., de Jonge, P., Nesse, R. M., Tuerlinckx, F., & Borsboom, D. (2015) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2015.00117 · Cited by 60 · see citing works
Self-citationNatural kinds, psychiatric classification and the history of the DSM
Tsou, J. Y. (2016) · History of Psychiatry · doi:10.1177/0957154x16656580 · Cited by 60 · see citing works
von Stockert, S., Fried, E. I., Armour, C., & Pietrzak, R. H. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.12.043 · Cited by 58 · see citing works
An integrated network model of psychotic symptoms
Looijestijn, J., Blom, J. D., Aleman, A., Hoek, H. W., & Goekoop, R. (2015) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2015.09.016 · Cited by 55 · see citing works
Group-Level Symptom Networks in Depression
Bos, E. H., & Wanders, R. B. K. (2016) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2015.3103 · Cited by 55 · see citing works
A complex network approach to clinical science
Hofmann, S. G., & Curtiss, J. (2018) · European Journal of Clinical Investigation · doi:10.1111/eci.12986 · Cited by 52 · see citing works
Causality in Psychiatry: A Hybrid Symptom Network Construct Model
Young, G. C. (2015) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2015.00164 · Cited by 51 · see citing works
Networks and Nosology in Posttraumatic Stress Disorder.
McNally, R. (2017) · JAMA psychiatry · doi:10.1001/jamapsychiatry.2016.3344 · Cited by 51 · see citing works
Haag, C., Robinaugh, D. J., Ehlers, A., & Kleim, B. (2017) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2017.0788 · Cited by 51 · see citing works
Self-citationA Dynamic Systems Approach to Clinical Case Formulation
Schiepek, G. K. (2003) · European Journal of Psychological Assessment · doi:10.1027//1015-5759.19.3.175 · Cited by 50 · see citing works
Mapping the manuals of madness: Comparing the ICD-10 and DSM-IV-TR using a network approach
Tio, P., Epskamp, S., Noordhof, A., & Borsboom, D. (2016) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1503 · Cited by 50 · see citing works
Self-citationvan Loo, H. M., van Borkulo, C. D., Peterson, R. E., Fried, E. I., Aggen, S. H., Borsboom, D., & Kendler, K. S. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.10.038 · Cited by 50 · see citing works
Self-citationTryon, W. W. (2018) · Clinical Psychological Science · doi:10.1177/2167702618765791 · Cited by 49 · see citing works
Jones, P. J., Williams, D. R., & McNally, R. J. (2020) · Multivariate Behavioral Research · doi:10.1080/00273171.2020.1797460 · Cited by 47 · see citing works
PTSD symptomics: network analyses in the field of psychotraumatology
Armour, C., Fried, E. I., & Olff, M. (2017) · European Journal of Psychotraumatology · doi:10.1080/20008198.2017.1398003 · Cited by 46 · see citing works
Inverse Generative Social Science: Backward to the Future
Epstein, J. M. (2023) · Journal of Artificial Societies and Social Simulation · doi:10.18564/jasss.5083 · Cited by 46 · see citing works
Clustering Vector Autoregressive Models: Capturing Qualitative Differences in Within-Person Dynamics
Bulteel, K., Tuerlinckx, F., Brose, A., & Ceulemans, E. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01540 · Cited by 45 · see citing works
Mental disorders as networks: some cautionary reflections on a promising approach
Wichers, M., Wigman, J. T. W., Bringmann, L. F., & de Jonge, P. (2017) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-016-1335-z · Cited by 40 · see citing works
Hosseinichimeh, N., Wittenborn, A. K., Rick, J., Jalali, M. S., & Rahmandad, H. (2018) · PLoS ONE · doi:10.1371/journal.pone.0204389 · Cited by 38 · see citing works
Esfahlani, F. Z., Sayama, H., Visser, K. F., & Strauss, G. P. (2017) · PubMed Central · Cited by 37 · see citing works
Diagnosis and causal explanation in psychiatry
Maung, H. H. (2016) · Studies in History and Philosophy of Science Part C Studies in History and Philosophy of Biological and Biomedical Sciences · doi:10.1016/j.shpsc.2016.09.003 · Cited by 35 · see citing works
Investigating the Utility of Fixed-margin Sampling in Network Psychometrics
Epskamp, S., Fried, E. I., van Borkulo, C. D., Robinaugh, D. J., Marsman, M., Dalege, J., Rhemtulla, M., & Cramer, A. O. J. (2018) · Multivariate Behavioral Research · doi:10.1080/00273171.2018.1489771 · Cited by 33 · see citing works
Self-citationHasmi, L., Drukker, M., Gülöksüz, S., Menne‐Lothmann, C., Decoster, J., van Winkel, R., Collip, D., Delespaul, P., Binder, M. D., Derom, C. A., et al. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.01908 · Cited by 31 · see citing works
Improved Insight into and Prediction of Network Dynamics by Combining VAR and Dimension Reduction
Bulteel, K., Tuerlinckx, F., Brose, A., & Ceulemans, E. (2018) · Multivariate Behavioral Research · doi:10.1080/00273171.2018.1516540 · Cited by 31 · see citing works
Précis of ‘An Abductive Theory of Scientific Method’
Haig, B. D. (2008) · Journal of Clinical Psychology · doi:10.1002/jclp.20506 · Cited by 30 · see citing works
The autism puzzle: challenging a mechanistic model on conceptual and historical grounds
Verhoeff, B. (2013) · Philosophy Ethics and Humanities in Medicine · doi:10.1186/1747-5341-8-17 · Cited by 28 · see citing works
Understanding Psychopathology: Cybernetics and Psychology on the Boundary between Order and Chaos
DeYoung, C. G., & Krueger, R. F. (2018) · Psychological Inquiry · doi:10.1080/1047840x.2018.1513690 · Cited by 27 · see citing works
Yang, X., Ram, N., Gest, S. D., Lydon‐Staley, D. M., Conroy, D. E., Pincus, A. L., & Molenaar, P. C. M. (2018) · Complexity · doi:10.1155/2018/5094179 · Cited by 26 · see citing works
Psychological Networks in Clinical Populations: A tutorial on the consequences of Berkson's BiasPreprint
de Ron, J., Fried, E. I., & Epskamp, S. (2019) · doi:10.31234/osf.io/5t8zw · Cited by 26 · see citing works
Robust Measurement via A Fused Latent and Graphical Item Response Theory Model
Chen, Y., Li, X., Liu, J., & Ying, Z. (2018) · Psychometrika · doi:10.1007/s11336-018-9610-4 · Cited by 25 · see citing works
Psychiatry beyond labels: introducingcontextual precision diagnosisacross stages of psychopathology
van Os, J., Delespaul, P., Wigman, J. T. W., Myin‐Germeys, I., & Wichers, M. (2013) · Psychological Medicine · doi:10.1017/s0033291713000937 · Cited by 24 · see citing works
Group-Level Symptom Networks in Depression—Reply
van Borkulo, C. D., Borsboom, D., & Schoevers, R. A. (2016) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2015.3157 · Cited by 23 · see citing works
Self-citationSteps Toward an Integrative Clinical Systems Psychology
Tretter, F., & Löffler‐Stastka, H. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.01616 · Cited by 23 · see citing works
Isolating biomarkers for symptomatic states: considering symptom–substrate chronometry
Treadway, M. T., & Leonard, C. V. (2016) · Molecular Psychiatry · doi:10.1038/mp.2016.83 · Cited by 21 · see citing works
Statistical inference for community detection in signed networks
Zhao, X., Yang, B. X., Liu, X., & Chen, H. (2017) · Physical review. E · doi:10.1103/physreve.95.042313 · Cited by 18 · see citing works
Longitudinal Network Stability of the Functional Impairment of Anxiety and Depression
Curtiss, J. E., Ito, M., Takebayashi, Y., & Hofmann, S. G. (2017) · Clinical Psychological Science · doi:10.1177/2167702617745640 · Cited by 18 · see citing works
Lydon‐Staley, D. M., Schnoll, R. A., Hitsman, B. L., & Bassett, D. S. (2018) · Nicotine & Tobacco Research · doi:10.1093/ntr/nty250 · Cited by 17 · see citing works
Criteria Definitions and Network Relations: The Importance of Criterion Thresholds
Hoffman, M., Steinley, D., Trull, T. J., & Sher, K. J. (2017) · Clinical Psychological Science · doi:10.1177/2167702617747657 · Cited by 16 · see citing works
Heeren, A., & McNally, R. J. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01963 · Cited by 15 · see citing works
Hoffart, A., & Johnson, S. U. (2017) · Clinical Psychological Science · doi:10.1177/2167702617727096 · Cited by 15 · see citing works
Brzović, Z., Jurjako, M., & Šustar, P. (2017) · International Studies in the Philosophy of Science · doi:10.1080/02698595.2018.1424761 · Cited by 15 · see citing works
Held, B. S. (2017) · Review of General Psychology · doi:10.1037/gpr0000100 · Cited by 14 · see citing works
Potentialities of network analysis for sleep medicine
Marques, D. R., & de Azevedo, M. H. P. (2018) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2018.05.019 · Cited by 13 · see citing works
What kind of thing is depression?
de Jonge, P., Wardenaar, K. J., & Wichers, M. (2015) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796015000207 · Cited by 12 · see citing works
Yang, X., Ram, N., Gest, S. D., Lydon‐Staley, D. M., Conroy, D. E., Pincus, A. L., & Molenaar, P. C. M. (2018) · Innovation in Aging · doi:10.1093/geroni/igy023.056 · Cited by 12 · see citing works
Comorbidity in the context of neural network properties
Yordanova, J., Kolev, V., Kirov, R., & Rothenberger, A. (2010) · Behavioral and Brain Sciences · doi:10.1017/s0140525x1000083x · Cited by 10 · see citing works
Rethinking disease in psychiatry: Disease models and the medical imaginary
Radden, J. H. (2018) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.12982 · Cited by 10 · see citing works
The importance of modeling comorbidity using an intra-individual, time-series approach
Tzur-Bitan, D., Meiran, N., & Shahar, G. (2010) · Behavioral and Brain Sciences · doi:10.1017/s0140525x10000816 · Cited by 9 · see citing works
Psychiatric symptoms as pathogens
van den Hout, M. (2014) · Utrecht University Repository (Utrecht University) · Cited by 6 · see citing works
The missing developmental dimension in the network perspective
Wass, S. V., & Karmiloff‐Smith, A. (2010) · Behavioral and Brain Sciences · doi:10.1017/s0140525x10000713 · Cited by 6 · see citing works
Bentall, R. P. (2014) · Schizophrenia Bulletin · doi:10.1093/schbul/sbu044 · Cited by 4 · see citing works
Reduction Without Elimination: Mental Disorders as Causally Efficacious Properties
Vosgerau, G., & Soom, P. (2017) · Minds and Machines · doi:10.1007/s11023-017-9434-5 · Cited by 3 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Lord FM & Novick MR (1968). Statistical theories of mental test scores. Addison-Wesley: Reading.
- Porter D (2015). Colonization by/in psychiatry: From over-medicalization to democratization. Journal of Ethics in Mental Health Open Volume, 1.
Cited by
Sorted by citations
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Freeman, D., Sheaves, B., Waite, F., Harvey, A. G., & Harrison, P. J. (2020) · The Lancet Psychiatry · doi:10.1016/s2215-0366(20)30136-x · Cited by 843 · see citing works
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Burger, J., Isvoranu, A., Lunansky, G., Haslbeck, J. M. B., Epskamp, S., Hoekstra, R. H. A., Fried, E. I., Borsboom, D., & Blanken, T. F. (2022) · Psychological Methods · doi:10.1037/met0000471 · Cited by 555 · see citing works
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Self-citationGroen, R. N., Ryan, O., Wigman, J. T. W., Riese, H., Penninx, B. W. J. H., Giltay, E. J., Wichers, M., & Hartman, C. A. (2020) · BMC Medicine · doi:10.1186/s12916-020-01738-z · Cited by 222 · see citing works
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Mansueto, A. C., Wiers, R. W., van Weert, J. C. M., Schouten, B. C., & Epskamp, S. (2023) · Psychological Methods · doi:10.1037/met0000466 · Cited by 147 · see citing works
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Di Blasi, M., Gullo, S., Mancinelli, E., Freda, M. F., Esposito, G., Gelo, O. C. G., Lagetto, G., Giordano, C., Mazzeschi, C., Pazzagli, C., et al. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.02.016 · Cited by 143 · see citing works
The genetic basis of major depressive disorder
Flint, J. (2023) · Molecular Psychiatry · doi:10.1038/s41380-023-01957-9 · Cited by 141 · see citing works
The complex interplay between depression and multimorbidity in late life: risks and pathways
Triolo, F., Harber-Aschan, L., Murri, M. B., Calderón‐Larrañaga, A., Vetrano, D. L., Sjöberg, L., Marengoni, A., & Dekhtyar, S. (2020) · Mechanisms of Ageing and Development · doi:10.1016/j.mad.2020.111383 · Cited by 136 · see citing works
Zhao, Y., Qu, D., Chen, S., & Chi, X. (2022) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107424 · Cited by 134 · see citing works
Spiller, T. R., Levi, O., Neria, Y., Suarez‐Jimenez, B., Bar‐Haim, Y., & Lazarov, A. (2020) · BMC Medicine · doi:10.1186/s12916-020-01740-5 · Cited by 127 · see citing works
A network perspective on suicidal behavior: understanding suicidality as a complex system
de Beurs, D., Bockting, C., Kerkhof, A., Scheepers, F., O’Connor, R., Penninx, B., & van de Leemput, I. (2021) · Suicide and Life-Threatening Behavior · doi:10.1111/sltb.12676 · Cited by 119 · see citing works
A network approach to parental burnout
Blanchard, M. A., Roskam, I., Mikolajczak, M., & Heeren, A. (2020) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2020.104826 · Cited by 114 · see citing works
Person-specific networks in psychopathology: Past, present, and future
Bringmann, L. F. (2021) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2021.03.004 · Cited by 110 · see citing works
Dissociation in relation to other mental health conditions: An exploration using network analysis
Černis, E., Evans, R. J., Ehlers, A., & Freeman, D. H. (2020) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2020.08.023 · Cited by 101 · see citing works
Levinson, C. A., Hunt, R. A., Keshishian, A. C., Brown, M. L., Vanzhula, I. A., Christian, C., Brosof, L. C., & Williams, B. M. (2021) · Journal of Eating Disorders · doi:10.1186/s40337-021-00504-7 · Cited by 100 · see citing works
Mohammed, M., Shafiq, N., Elmansoury, A., Al‐Mekhlafi, A. A., Rached, E. F., Zawawi, N. A. W. A., Haruna, A., Rafindadi, A. D., & Ibrahim, M. B. (2021) · Sustainability · doi:10.3390/su131910660 · Cited by 97 · see citing works
On the Control of Psychological Networks
Henry, T. R., Robinaugh, D. J., & Fried, E. I. (2021) · Psychometrika · doi:10.1007/s11336-021-09796-9 · Cited by 96 · see citing works
Self-citationBlasco‐Belled, A., & Alsinet, C. (2022) · Scandinavian Journal of Psychology · doi:10.1111/sjop.12795 · Cited by 95 · see citing works
Wichers, M., Riese, H., Hodges, T. M., Snippe, E., & Bos, F. M. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.719490 · Cited by 90 · see citing works
Network models of posttraumatic stress disorder: A meta-analysis.
Isvoranu, A., Epskamp, S., & Cheung, M. W. ‐. (2021) · Journal of Abnormal Psychology · doi:10.1037/abn0000704 · Cited by 90 · see citing works
Possible Futures for Network Psychometrics
Borsboom, D. (2022) · Psychometrika · doi:10.1007/s11336-022-09851-z · Cited by 86 · see citing works
Self-citationA critical evaluation of the p-factor literature
Watts, A. L., Greene, A. L., Bonifay, W. E., & Fried, E. I. (2023) · Nature Reviews Psychology · doi:10.1038/s44159-023-00260-2 · Cited by 86 · see citing works
The Challenge of Generating Causal Hypotheses Using Network Models
Ryan, O., Bringmann, L. F., & Schuurman, N. K. (2022) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705511.2022.2056039 · Cited by 85 · see citing works
Network analysis of multivariate data in psychological science
(2021) · Nature Reviews Methods Primers · doi:10.1038/s43586-021-00060-z · Cited by 84 · see citing works
Bayesian Analysis of Cross-Sectional Networks: A Tutorial in R and JASP
Huth, K. B. S., de Ron, J., Goudriaan, A. E., Luigjes, J., Mohammadi, R., van Holst, R. J., Wagenmakers, E., & Marsman, M. (2023) · Advances in Methods and Practices in Psychological Science · doi:10.1177/25152459231193334 · Cited by 80 · see citing works
A network model of depressive and anxiety symptoms: a statistical evaluation
Cai, H. X., Chen, M., Li, X.-H., Zhang, L., Su, Z., Cheung, T. C. C., Tang, Y., Malgaroli, M., Jackson, T., Zhang, Q., et al. (2024) · Molecular Psychiatry · doi:10.1038/s41380-023-02369-5 · Cited by 77 · see citing works
Depressive and anxiety symptoms in patients with COPD: A network analysis
Yohannes, A. M., Murri, M. B., Hanania, N. A., Regan, E. A., Iyer, A. S., Bhatt, S. P., Kim, V., Kinney, G. L., Wise, R. A., Eakin, M. N., et al. (2022) · Respiratory Medicine · doi:10.1016/j.rmed.2022.106865 · Cited by 75 · see citing works
A network approach can improve eating disorder conceptualization and treatment
Levinson, C. A., Cusack, C. E., Brown, M. L., & Smith, A. R. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-022-00062-y · Cited by 73 · see citing works
Network analysis of PTSD and depressive symptoms in 158,139 treatment‐seeking veterans with PTSD
Duek, O., Spiller, T. R., Pietrzak, R. H., Fried, E. I., & Harpaz‐Rotem, I. (2021) · Depression and Anxiety · doi:10.1002/da.23112 · Cited by 71 · see citing works
Павлова, Ю., & Rogowska, A. M. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.09.003 · Cited by 70 · see citing works
Murri, M. B., Caruso, R., Ounalli, H., Zerbinati, L., Berretti, E., Costa, S., Recla, E., Folesani, F., Kissane, D. W., Nanni, M. G., et al. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.06.074 · Cited by 68 · see citing works
Recent advances in the study of the comorbidity of depressive and anxiety disorders
Chen, C. (2022) · Advances in Clinical and Experimental Medicine · doi:10.17219/acem/147441 · Cited by 68 · see citing works
Pattern breaking: a complex systems approach to psychedelic medicine
Hipólito, I., Mago, J., Rosas, F. E., & Carhart-Harris, R. L. (2023) · Neuroscience of Consciousness · doi:10.1093/nc/niad017 · Cited by 66 · see citing works
Poor Separation of Clinical Symptom Profiles by DSM-5 Disorder Criteria
Newson, J. J., Pastukh, V., & Thiagarajan, T. C. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.775762 · Cited by 64 · see citing works
Bard, H. A., O’Driscoll, C., Miller, C. B., Henry, A. L., Cape, J. D., & Espie, C. A. (2022) · Sleep Medicine · doi:10.1016/j.sleep.2022.12.005 · Cited by 63 · see citing works
Witkiewitz, K. A., & Tucker, J. A. (2024) · Addiction Research & Theory · doi:10.1080/16066359.2024.2329580 · Cited by 62 · see citing works
The Mental Health Ecosystem: Extending Symptom Networks With Risk and Protective Factors
Lunansky, G., van Borkulo, C. D., Haslbeck, J. M. B., van der Linden, M. A., Garay, C. J., Etchevers, M. J., & Borsboom, D. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.640658 · Cited by 60 · see citing works
Self-citationMeta-analytic Gaussian Network Aggregation
Epskamp, S., Isvoranu, A., & Cheung, M. W. ‐. (2021) · Psychometrika · doi:10.1007/s11336-021-09764-3 · Cited by 59 · see citing works
Kappelmann, N., Czamara, D., Rost, N., Moser, S., Schmoll, V., Trastulla, L., Štochl, J., Lucae, S., Binder, E. B., Khandaker, G. M., et al. (2021) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2021.03.024 · Cited by 58 · see citing works
Papcunová, J., Martončik, M., Fedáková, D., Kentoš, M., Bozogáňová, M., Srba, I., Móro, R., Pikuliak, M., Šimko, M., & Adamkovic, M. (2021) · Complex & Intelligent Systems · doi:10.1007/s40747-021-00561-0 · Cited by 55 · see citing works
McNally, R. J., Robinaugh, D. J., Deckersbach, T., Sylvia, L. G., & Nierenberg, A. A. (2021) · Journal of Psychopathology and Clinical Science · doi:10.1037/abn0000715 · Cited by 55 · see citing works
Self-citationBerlim, M. T., Richard‐Devantoy, S., dos Santos, N. R., & Turecki, G. (2020) · Psychological Medicine · doi:10.1017/s0033291720001002 · Cited by 55 · see citing works
de Boer, N. S., de Bruin, L. C., Geurts, J. J. G., & Glas, G. G. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.623970 · Cited by 54 · see citing works
Integrating a functional view on suicide risk into idiographic statistical models
Kaurin, A., Dombrovski, A. Y., Hallquist, M. N., & Wright, A. G. C. (2021) · Behaviour Research and Therapy · doi:10.1016/j.brat.2021.104012 · Cited by 53 · see citing works
Fried, E. I., Rieble, C., & Rieble, C. (2023) · Clinical Psychology in Europe · doi:10.32872/cpe.10075 · Cited by 52 · see citing works
Lunansky, G., van Borkulo, C. D., & Borsboom, D. (2020) · European Journal of Personality · doi:10.1002/per.2263 · Cited by 52 · see citing works
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Harrison, P., Lawrence, A. J., Wang, S., Liu, S., Xie, G., Yang, X., & Zahn, R. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.818542 · Cited by 49 · see citing works
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de Ron, J., Robinaugh, D. J., Fried, E. I., Pedrelli, P., Jain, F. A., Mischoulon, D., & Epskamp, S. (2022) · Behaviour Research and Therapy · doi:10.1016/j.brat.2022.104163 · Cited by 49 · see citing works
Self-citationKlintwall, L., Bellander, M., & Cervin, M. (2021) · Assessment · doi:10.1177/10731911211039281 · Cited by 48 · see citing works
Wathelet, M., Horn, M., Creupelandt, C., Fovet, T., Baubet, T., Habran, E., Martignène, N., Vaïva, G., & D’Hondt, F. (2022) · JAMA Network Open · doi:10.1001/jamanetworkopen.2022.49342 · Cited by 47 · see citing works
Jones, P. J., Williams, D. R., & McNally, R. J. (2020) · Multivariate Behavioral Research · doi:10.1080/00273171.2020.1797460 · Cited by 47 · see citing works
Peng, P., Liang, M., Wang, Q., Lu, L., Wu, Q., & Chen, Q. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.1040298 · Cited by 46 · see citing works
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Haslbeck, J. M. B., Bringmann, L. F., & Waldorp, L. (2020) · Multivariate Behavioral Research · doi:10.1080/00273171.2020.1743630 · Cited by 46 · see citing works
Liu, D., Epskamp, S., Isvoranu, A., Chen, C., Liu, W., & Hong, X. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.07.043 · Cited by 46 · see citing works
The Theoretical and Statistical Ising Model: A Practical Guide in R
Finnemann, A., Borsboom, D., Epskamp, S., & van der Maas, H. L. J. (2021) · Psych · doi:10.3390/psych3040039 · Cited by 45 · see citing works
Self-citationHe, Y., Wu, C., LeMoult, J., Huang, J., Zhao, Y., Liang, K., Chen, S., Wang, E., Huang, L., & Chi, X. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-05449-6 · Cited by 45 · see citing works
Is depression a global brain disorder with topographic dynamic reorganization?
Northoff, G., & Hirjak, D. (2024) · Translational Psychiatry · doi:10.1038/s41398-024-02995-9 · Cited by 45 · see citing works
Extended network analysis: from psychopathology to chronic illness
Isvoranu, A., Abdin, E., Chong, S. A., Vaingankar, J. A., Borsboom, D., & Subramaniam, M. (2021) · BMC Psychiatry · doi:10.1186/s12888-021-03128-y · Cited by 45 · see citing works
Self-citationHernández, M. O. S., Carrasco, M. Á., & Tello, F. P. H. (2021) · Child Psychiatry & Human Development · doi:10.1007/s10578-021-01286-4 · Cited by 44 · see citing works
Boschloo, L., Hieronymus, F., Lisinski, A., Cuijpers, P. J., & Eriksson, E. (2023) · Translational Psychiatry · doi:10.1038/s41398-022-02285-2 · Cited by 44 · see citing works
Potential mechanisms underlying the association between feeding and eating disorders and autism
Adams, K. L., Mandy, W., Catmur, C., & Bird, G. (2024) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2024.105717 · Cited by 44 · see citing works
Liu, D., Yu, M., Zhang, X., Cui, J., & Yang, H. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-05982-y · Cited by 44 · see citing works
Network Analyses of Maternal Pre- and Post-Partum Symptoms of Depression and Anxiety
Phua, D. Y., Chen, H., Chong, Y. S., Gluckman, P. D., Broekman, B. F. P., & Meaney, M. J. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.00785 · Cited by 44 · see citing works
Aloi, M., Rania, M., Carbone, E. A., Caroleo, M., Calabrò, G., Zaffino, P., Nicolò, G., Carcione, A., Coco, G. L., Cosentino, C., et al. (2021) · Journal of Eating Disorders · doi:10.1186/s40337-021-00376-x · Cited by 44 · see citing works
van Vuuren, C. L., van Mens, K., Beurs, D. P. D., Lokkerbol, J., van der Wal, M. F., Cuijpers, P. J., & Chinapaw, M. J. M. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.09.018 · Cited by 44 · see citing works
Heterogeneity in Individual Network Analysis: Reality or Illusion?
Hoekstra, R. H. A., Epskamp, S., & Borsboom, D. (2022) · Multivariate Behavioral Research · doi:10.1080/00273171.2022.2128020 · Cited by 42 · see citing works
Self-citationImplications of the Network Theory for the Treatment of Mental Disorders
Schumacher, L., Klein, J. P., Elsaeßer, M., Härter, M. C., Hautzinger, M., Schramm, E., & Kriston, L. (2023) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2023.2823 · Cited by 41 · see citing works
Schumacher, L., Burger, J., Echterhoff, J., & Kriston, L. (2024) · Multivariate Behavioral Research · doi:10.1080/00273171.2024.2335401 · Cited by 43 · see citing works
Ralph‐Nearman, C., Williams, B. M., Ortiz, A. M. L., Smith, A. R., & Levinson, C. A. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.06.061 · Cited by 40 · see citing works
Hu, H., Lau, W. Y. S., Eugenia, P., Hung, K. S. Y., Chen, S.-Y., Cheng, K., Cheung, E. F. C., Lui, S. S. Y., & Chan, R. C. K. (2022) · Schizophrenia Bulletin · doi:10.1093/schbul/sbac017 · Cited by 40 · see citing works
A network approach to the five-facet model of mindfulness
Heeren, A., Lannoy, S., Coussement, C., Hoebeke, Y., Verschuren, A., Blanchard, M. A., Chakroun-Baggioni, N., Philippot, P., & Gierski, F. (2021) · Scientific Reports · doi:10.1038/s41598-021-94151-2 · Cited by 39 · see citing works
Beltz, A. M. (2022) · Frontiers in Neuroendocrinology · doi:10.1016/j.yfrne.2022.101037 · Cited by 39 · see citing works
Exploring the dynamics of situated expectancy-value theory: A panel network analysis
Beymer, P. N., Benden, D. K., & Sachisthal, M. S. M. (2022) · Learning and Individual Differences · doi:10.1016/j.lindif.2022.102233 · Cited by 39 · see citing works
Levinson, C. A., Christian, C., & Becker, C. B. (2024) · Clinical Psychological Science · doi:10.1177/21677026231217316 · Cited by 39 · see citing works
Marsman, M., & Rhemtulla, M. (2022) · Psychometrika · doi:10.1007/s11336-022-09861-x · Cited by 39 · see citing works
A new PHQ-2 for Chinese adolescents: identifying core items of the PHQ-9 by network analysis
Liang, K., Chen, S., Zhao, Y., Ren, Y., Ren, Z., & Chi, X. (2023) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-023-00559-1 · Cited by 38 · see citing works
A Temporal Network Approach to Paranoia: A Pilot Study
Contreras, A., Valiente, C., Heeren, A., & Bentall, R. P. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.544565 · Cited by 38 · see citing works
A Network of Psychopathological, Cognitive, and Motor Symptoms in Schizophrenia Spectrum Disorders
Moura, B. M., van Rooijen, G., Schirmbeck, F. N., Wigman, J. T. W., Genetic Risk and Outcome of Psychosis (GROUP) investigators, van Amelsvoort, T., Bartels‐Velthuis, A. A., Bruggeman, R., Cahn, W., de Haan, L., et al. (2021) · Schizophrenia Bulletin · doi:10.1093/schbul/sbab002 · Cited by 38 · see citing works
Schlegl, S., Smith, K. E., Vierl, L., Crosby, R. D., Moessner, M., Neumayr, C., & Voderholzer, U. (2021) · International Journal of Eating Disorders · doi:10.1002/eat.23523 · Cited by 38 · see citing works
Brüdern, J., Glaesmer, H., Berger, T., & Spangenberg, L. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.899500 · Cited by 37 · see citing works
Li, P., Huang, N., Yang, X., Fang, Y., & Chen, Z. (2024) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2024.104152 · Cited by 37 · see citing works
Martini, M., Marzola, E., Brustolin, A., & Daga, G. A. (2021) · European Eating Disorders Review · doi:10.1002/erv.2863 · Cited by 37 · see citing works
Wei, X., Jiang, H., Wang, H., Geng, J., Gao, T., Lei, L., & Ren, L. (2021) · Personality and Individual Differences · doi:10.1016/j.paid.2021.111325 · Cited by 37 · see citing works
Yang, X., Fang, Y., Wang, Y., Liu, S., Cai, J., Li, H., & Chen, Z. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.11.057 · Cited by 36 · see citing works
- Authors
- Robinaugh, D. J., Hoekstra, R. H. A., Toner, E. R., & Borsboom, D.
- Affiliations
- Harvard University (US)
- University of Amsterdam (NL)
- Massachusetts General Hospital (US)
- Corresponding author
- Robinaugh, Donald J.
- Venue
- Psychological Medicine
- Publisher
- Cambridge University Press (CUP)
- Published
- 2019-12-26
- Volume
- 50
- Issue
- 3
- Pages
- 353-366
- ISSN
- 0033-2917 (ISSN-L)
- 1469-8978
- PMC
- PMC7334828
- OpenAlex
- W2998636967
- Cited by
- 861
- References
- 190
- Citations by year
- 2026: 202 · 2025: 162 · 2024: 128 · 2023: 104 · 2022: 98 · 2021: 125 · 2020: 41 · 2019: 1
- FWCI
- 9.89
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Psychological Medicine (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- UvA-DARE (University of Amsterdam) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Funders
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek (406.18.532)
- National Institute of Mental Health (K23MH113805)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Psychology › Clinical Psychology › Personality Disorders and Psychopathology
- Keywords
- mental illness, symptom networks
- MeSH terms
- Mental Disorders, Humans, Models, Psychological, Psychopathology, Research
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