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Psychometric perspectives on diagnostic systems
Open accessAbstract
The author identifies four conceptualizations of the relation between symptoms and disorders as utilized in diagnostic systems such as the Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition (DSM‐IV; American Psychiatric Association, 1994): A constructivist perspective, which holds that disorders are conveniently grouped sets of symptoms; a diagnostic perspective, which holds that disorders are latent classes underlying the symptoms; a dimensional perspective, which holds that symptoms measure latent continua; and a causal systems perspective, which holds that disorders are causal networks consisting of symptoms and direct causal relations between them. Advantages and disadvantages of these conceptualizations are discussed. The author concludes that the psychometric analysis of diagnostic systems is not settled, and that these systems require deeper psychometric analysis than they currently receive. © 2008 Wiley Periodicals, Inc. J Clin Psychol 64: 1089–1108, 2008.
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“This diversity is not adequately captured by diagnostic disorder categories or the associated disease model, which holds that a given pathology can be explained by a single underlying cause [9].”
From Using person-specific networks in psychotherapy: challenges, limitations, and how we could use them anyway (2020) · cites this paper as [9]
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Diagnostic and Statistical Manual of Mental Disorders
American Psychiatric Association (2022) · doi:10.1176/appi.books.9780890425787 · Cited by 23,476
Structural Equations with Latent Variables
Bollen, K. A. (1989) · Wiley series in probability and statistics · doi:10.1002/9781118619179 · Cited by 17,944
Structural Equations with Latent Variables.
Clogg, C. C., & Bollen, K. A. (1991) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2072165 · Cited by 17,475
Convergent and discriminant validation by the multitrait-multimethod matrix.
Campbell, D. T., & Fiske, D. W. (1959) · Psychological Bulletin · doi:10.1037/h0046016 · Cited by 17,116
Rozeboom, W. W., Lord, F. M., Novick, M. R., & Birnbaum, A. (1969) · American Educational Research Journal · doi:10.2307/1162101 · Cited by 8,012
Lesch, K.-P., Bengel, D., Heils, A., Sabol, S. Z., Greenberg, B. D., Petri, S., Benjamin, J., Müller, C. R., Hamer, D. H., & Murphy, D. L. (1996) · Science · doi:10.1126/science.274.5292.1527 · Cited by 5,162
Measurement Invariance, Factor Analysis and Factorial Invariance
Meredith, W. (1993) · Psychometrika · doi:10.1007/bf02294825 · Cited by 4,536
Conventional wisdom on measurement: A structural equation perspective.
Bollen, K., & Lennox, R. (1991) · Psychological Bulletin · doi:10.1037/0033-2909.110.2.305 · Cited by 3,618
The Social Construction of What?
Dupré, J., & Hacking, I. (2000) · The Journal of Philosophy · doi:10.2307/2678463 · Cited by 3,443
Mayer, T. F., Lazarsfeld, P. F., & Henry, N. W. (1969) · American Sociological Review · doi:10.2307/2092222 · Cited by 2,382
Flagged first, then by citations
Research works printed but not linked: 2
- Howell R.D., 2007, Is formative measurement really measurement? Psychological Methods, 12, 238
- Lord F.M., 1968, Statistical theories of mental test scores
Cited by
Sorted by citations
Items 401–500 of 686
Young, G. C. (2023) · Current Psychology · doi:10.1007/s12144-022-03930-1 · Cited by 5
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BackgroundNoda, S., Nishiuchi, M., Andreoli, G., Shirotsuki, K., & Hofmann, S. G. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.119498 · Cited by 5
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Fox, N. D., Williams, M., & Hill, S. R. (2025) · Clinical psychological science : a journal of the Association for Psychological Science · doi:10.1177/21677026251370092 · Cited by 4
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Variable length testing using the ordinal regression model
Smits, N., & Finkelman, M. (2013) · Statistics in Medicine · doi:10.1002/sim.5936 · Cited by 5
“Likewise, instead of measuring a common construct, items may make up a causal chain [26,27].”
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Li, F., Ren, L., Wang, X., Jin, Y., Yang, Q., & Wang, D. (2022) · Journal of Pacific Rim Psychology · doi:10.1177/18344909221117257 · Cited by 5
“Under the drive of data, a network composed of nodes and edges can visualize the relationships among variables (Borsboom, 2008).”
BackgroundSi, T. L., Chen, P., Zhang, L., Sha, S., Lam, M. I., Lok, K.-I., Chow, I. H. I., Li, J., Wang, Y., Su, Z., et al. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1164232 · Cited by 5
“According to network theory, depressive states may result from the co-occurrence of depressive symptoms and the interactions without latent factors (Borsboom, 2008; Borsboom and Cramer, 2013; Santos et al., 2017).”
BackgroundZhao, Y.-J., Zhang, L., Feng, Y., Sha, S., Lam, M. I., Wang, Y., Li, J., Su, Z., Cheung, T. C. C., Ungvari, G. S., et al. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1139742 · Cited by 5
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BackgroundWilliamson, R. E., Macia, K. S., Burton, J., & Wickham, R. E. (2024) · Journal of Dual Diagnosis · doi:10.1080/15504263.2024.2330620 · Cited by 5
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Points of contact between network psychometrics and experimental psychopathology
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Zhang, W., Zhu, Y., Huang, H., Sang, X., Wang, Z., Li, M., & Dou, H. (2025) · Scientific Reports · doi:10.1038/s41598-025-13490-6 · Cited by 7
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Wang, W.-L., Li, Q., Bao, T.-R., He, Z.-L., Wu, T., & Tang, L.-Y. (2025) · Translational Psychiatry · doi:10.1038/s41398-025-03630-x · Cited by 4
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“This shared dependency also implies that the different attitude components align perfectly (Borsboom, 2008; Borsboom et al., 2003).”
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BackgroundLee, C. K. K., Chan, K. N. J., Wong, C. S. M., Wong, H. S. G., Lei, H. C. J., So, Y. K., Fung, S. C., Chu, S. T. R., Chung, K. K. A., Cheng, C. P.-W., et al. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1340101 · Cited by 5
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“for the categorization [1].”
Bentall, R. P. (2014) · Schizophrenia Bulletin · doi:10.1093/schbul/sbu044 · Cited by 4
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Yang, M.-B., Liu, H., Wang, Z., Zhang, K., Xi, M., Zhang, W., & Si, S. (2025) · Biomedical Signal Processing and Control · doi:10.1016/j.bspc.2025.108559 · Cited by 3
Meier, M., McNally, R., Kuckertz, J. M., Braks, K., & Buhlmann, U. (2025) · Cognitive Therapy and Research · doi:10.1007/s10608-025-10698-8 · Cited by 4
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McNally, R. J. (2017) · Psychosomatik im Zentrum · doi:10.1007/978-3-662-54146-3_2 · Cited by 2
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Brown, C. E., Beauchamp, M. T., Nowell, K. P., Bernardin, C. J., & Kanne, S. M. (2022) · Autism Research · doi:10.1002/aur.2862 · Cited by 3
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BackgroundWhat do my problems say about me?
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BackgroundLandvreugd, A., Pool, R., Nivard, M. G., & Bartels, M. (2024) · Journal of Biological Rhythms · doi:10.1177/07487304241230577 · Cited by 4
“Our findings are potentially complementary to the causal systems perspective (Borsboom, 2008).”
BackgroundResultTomba, E., & Tomei, G. (2024) · Journal of Clinical Medicine · doi:10.3390/jcm13061814 · Cited by 4
“Both network theory and clinimetrics acknowledge the limitations of traditional evaluation processes and the advantage of introducing complementary methods that may be better equipped to capture the complexity and heterogeneity of co-occurring psychiatric conditions [8,11,12,23,24,26,58,59].”
BackgroundInfluentialWrobel, A. L., Turner, M., Dean, O. M., Berk, M., Sylvia, L. G., Thase, M. E., Deckersbach, T., Tohen, M. F., McInnis, M. G., Kocsis, J. H., et al. (2024) · Psychiatry Research · doi:10.1016/j.psychres.2024.116197 · Cited by 3
Zhang, M., Yang, F., Chen, C., Huang, N., Guo, J., & Fan, J. (2025) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-025-02761-2 · Cited by 3
“Given that the DAG prohibits looping and the strong edges in the regularized partial correlation network, we need to consider covariation [26].”
Okwaro, F. M., Mohiddin, A., & Temmerman, M. (2025) · Reproductive Health · doi:10.1186/s12978-025-02089-9 · Cited by 3
Propos sur la responsabilité scientifique du psychologue : essai d’épistémologie appliquée
Vautier, S. (2012) · Pratiques Psychologiques · doi:10.1016/j.prps.2012.07.001 · Cited by 3
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Wolpert, M., Fugard, A. J. B., & Deighton, J. (2013) · Cambridge University Press eBooks · doi:10.1017/cbo9781139344456.006 · Cited by 3
Shin, J., Grossman, J. T., Rodriguez, C. R., & Rodebaugh, T. L. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-818697-8.00228-4 · Cited by 3
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der Hallen, R. V., Pauw, S. S. W. D., & Prinzie, P. (2023) · Development and Psychopathology · doi:10.1017/s0954579423000020 · Cited by 5
Klasa, K., Sobański, J. A., Dembińska, E., Citkowska-Kisielewska, A., Mielimąka, M., & Rutkowski, K. (2023) · Heliyon · doi:10.1016/j.heliyon.2023.e14078 · Cited by 3
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BackgroundFunctional systems as explanatory tools in psychiatry
Salcedo-Gómez, M., & García, C. L. (2023) · Philosophical Explorations · doi:10.1080/13869795.2023.2229858 · Cited by 3
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BackgroundMethodThe Network of Dysfunctional Beliefs About Sleep: A Structural Re-Analysis of the DBAS-16
Carmo, M., Morin, C. M., Hasan, R., Toscanini, A. C., & Rafihi‐Ferreira, R. E. (2026) · Behavioral Sleep Medicine · doi:10.1080/15402002.2026.2711286 · Cited by 3
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Miłkowski, M. (2023) · Przegląd Psychologiczny · doi:10.31648/przegldpsychologiczny.9682 · Cited by 3
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BackgroundMaya‐Jariego, I. (2019) · Redes Revista hispana para el análisis de redes sociales · doi:10.5565/rev/redes.853 · Cited by 3
Hellstrøm, T. (2013) · International Journal of Physical Medicine & Rehabilitation · doi:10.4172/2329-9096.1000143 · Cited by 3
“The existence of common symptoms across different diagnostic entities is a general challenge in medicine, and great effort has been made to develop diagnostic approaches to overcome this problem [21].”
BackgroundFrom syndromes to symptoms: Advancing our understanding of mental disorders
Clack, S. (2020) · Open Access Victoria University of Wellington | Te Herenga Waka (Figshare) · doi:10.26686/wgtn.17151110.v1 · Cited by 3
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Vanags, E., & Raščevska, M. (2023) · Mental Health Science · doi:10.1002/mhs2.13 · Cited by 2
Yu, L., Li, Y., Wang, X., & Cui, Y. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1530911 · Cited by 2
“In 2008, Borsboom proposed the network theory of psychopathology (8).”
Liu, M., Liu, A., Liu, S., Xu, B., & Wu, X. (2025) · Depression and Anxiety · doi:10.1155/da/9166230 · Cited by 3
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Li, M., Lv, J., Li, S., Liu, C., Wang, Z., Liu, Z., Liu, H., Liu, X., Du, Y., & Li, Y. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1658007 · Cited by 2
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Li, Q., Liu, X., Yin, X., Wang, L., Wang, W.-L., & Zhou, F. (2025) · Journal of Health Psychology · doi:10.1177/13591053251378339 · Cited by 2
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“1) based on social cognitive theory [9] and the network theory of psychopathology [10].”
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心理ネットワークアプローチがもたらす「臨床革命」—認知行動療法の文脈に基づく展望—
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Transdiagnostic symptom networks in relation to mental health service use in community youth
Imperiale, M. N., Lieb, R., Calkins, M. E., & Meinlschmidt, G. (2022) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2782 · Cited by 1
“Given that mental disorders symptoms largely interact with each other (Borsboom, 2008, 2017; Cramer et al., 2010; Fried, 2015) and, hence, should not be viewed as interchangeable, new approaches are needed to evaluate the relationship between MH service use and characteristics of symptom networks.”
BackgroundGorgun, G., & Kilmen, S. (2023) · Social Psychology of Education · doi:10.1007/s11218-023-09871-2 · Cited by 2
“Following the confirmatory factor analysis, we used the psychometric network modeling (Schmank et al., 2021 ) to examine the network structure of the non-cog - nitive variables derived from the PISA 2018 test (Borsboom, 2008 ).”
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“The thickness and polarity (positive or negative) of edges are utilized to describe the partial correlations between variables [65,67,68].”
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Zhou, Y., Horan, M. R., Deshpande, S., Ness, K. K., Hudson, M. M., Huang, I., & Srivastava, D. K. (2024) · Clinical Epidemiology · doi:10.2147/clep.s464104 · Cited by 2
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“…and reflect the presence of an underlying disease entity, researchers working in the philosophy of psychiatry (Kendler et al., 2011) and psychometrics (Borsboom, 2008) independently developed the idea that, for many mental disorders, the relationship may instead be mere-ological: part to whole.”
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“As an alternative, the differential dimen-sion has been proposed, which understands the psychological disorder as an extreme within a continuum of a latent variable, where the levels of intensity and functionality determine the distinction between normal and pathological (Borsboom, 2008).”
Malgaroli, M. (2018) · doi:10.7916/d87m1rfq · Cited by 1
“Borsboom (2008) argued that psychological variables by contrast are interconnected and thus not independent.”
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Metadata
- Authors
- Borsboom, D.
- Affiliations
- University of Amsterdam (NL)
- Corresponding author
- Borsboom, Denny
- ORCID
- Borsboom, Denny
- Venue
- Journal of Clinical Psychology
- Publisher
- Wiley
- Published
- 2008-08-06
- Volume
- 64
- Issue
- 9
- Pages
- 1089-1108
- ISSN
- 0021-9762 (ISSN-L)
- 1097-4679
- OpenAlex
- W2064794182
- Cited by
- 691
- References
- 48
- Citations by year
- 2026: 53 · 2025: 72 · 2024: 82 · 2023: 82 · 2022: 62 · 2021: 73 · 2020: 67 · 2019: 40 · 2018: 33 · 2017: 27 · 2016: 27 · 2015: 14 · 2014: 11 · 2013: 14 · 2012: 15
- FWCI
- 8.06
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Clinical Psychology (publishedVersion)
- PubMed (publishedVersion)
- UvA-DARE (University of Amsterdam) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Funders
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek (451-03-068)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- diagnostic systems, DSM-IV, constructivist approach, latent class models, dimensional models, causal systems, psychiatric classification
- MeSH terms
- Mental Disorders, Humans, Psychological Theory, Psychometrics, Psychopathology
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