Literature DB >> 31829638

The replicability and generalizability of internalizing symptom networks across five samples.

Carter J Funkhouser1, Kelly A Correa1, Stephanie M Gorka2, Brady D Nelson1, K Luan Phan3, Stewart A Shankman1.   

Abstract

The popularity of network analysis in psychopathology research has increased exponentially in recent years. Yet, little research has examined the replicability of cross-sectional psychopathology network models, and those that have used single items for symptoms rather than multiitem scales. The present study therefore examined the replicability and generalizability of regularized partial correlation networks of internalizing symptoms within and across 5 samples (total N = 2,573) using the Inventory for Depression and Anxiety Symptoms, a factor analytically derived measure of individual internalizing symptoms. As different metrics may yield different conclusions about the replicability of network parameters, we examined both global and specific metrics of similarity between networks. Correlations within and between nonclinical samples suggested considerable global similarities in network structure (rss = .53-.87) and centrality strength (rss = .37-.86), but weaker similarities in network structure (rss = .36-.66) and centrality (rss = .04-.54) between clinical and nonclinical samples. Global strength (i.e., connectivity) did not significantly differ across all 5 networks and few edges (0-5.5%) significantly differed between networks. Specific metrics of similarity indicated that, on average, approximately 80% of edges were consistently estimated within and between all 5 samples. The most central symptom (i.e., dysphoria) was consistent within and across samples, but there were few other matches in centrality rank-order. In sum, there were considerable similarities in network structure, the presence and sign of individual edges, and the most central symptom within and across internalizing symptom networks estimated from nonclinical samples, but global metrics suggested network structure and symptom centrality had weak to moderate generalizability from nonclinical to clinical samples. (PsycINFO Database Record (c) 2020 APA, all rights reserved).

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Year:  2019        PMID: 31829638      PMCID: PMC6980885          DOI: 10.1037/abn0000496

Source DB:  PubMed          Journal:  J Abnorm Psychol        ISSN: 0021-843X


  51 in total

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Review 3.  It's Time to Broaden the Replicability Conversation: Thoughts for and From Clinical Psychological Science.

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Journal:  Perspect Psychol Sci       Date:  2017-09

4.  Moving Forward: Challenges and Directions for Psychopathological Network Theory and Methodology.

Authors:  Eiko I Fried; Angélique O J Cramer
Journal:  Perspect Psychol Sci       Date:  2017-09-05

5.  False alarm? A comprehensive reanalysis of "Evidence that psychopathology symptom networks have limited replicability" by Forbes, Wright, Markon, and Krueger (2017).

Authors:  Denny Borsboom; Eiko I Fried; Sacha Epskamp; Lourens J Waldorp; Claudia D van Borkulo; Han L J van der Maas; Angélique O J Cramer
Journal:  J Abnorm Psychol       Date:  2017-10

6.  Further evidence that psychopathology networks have limited replicability and utility: Response to Borsboom et al. (2017) and Steinley et al. (2017).

Authors:  Miriam K Forbes; Aidan G C Wright; Kristian E Markon; Robert F Krueger
Journal:  J Abnorm Psychol       Date:  2017-10

7.  Examination of posttraumatic stress disorder symptom networks using clinician-rated and patient-rated data.

Authors:  Samantha J Moshier; Michelle J Bovin; Natalie G Gay; Blair E Wisco; Karen S Mitchell; Daniel J Lee; Denise M Sloan; Frank W Weathers; Paula P Schnurr; Terence M Keane; Brian P Marx
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8.  Estimating psychological networks and their accuracy: A tutorial paper.

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9.  Cross-sectional networks of depressive symptoms before and after antidepressant medication treatment.

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Journal:  Soc Psychiatry Psychiatr Epidemiol       Date:  2018-04-07       Impact factor: 4.328

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Authors:  Matthias Knefel; Brigitte Lueger-Schuster; Jonathan Bisson; Thanos Karatzias; Evaldas Kazlauskas; Neil P Roberts
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  6 in total

1.  Depression over Time in Persons with Stroke: A Network Analysis Approach.

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2.  Evaluating the criterion validity of hierarchical psychopathology dimensions across models: Familial aggregation and associations with research domain criteria (sub)constructs.

Authors:  Carter J Funkhouser; Kelly A Correa; Allison M Letkiewicz; Eugene M Cozza; Ryne Estabrook; Stewart A Shankman
Journal:  J Abnorm Psychol       Date:  2021-08

3.  The Puzzle of Functional Recovery in Schizophrenia-Spectrum Disorders-Replicating a Network Analysis Study.

Authors:  Bernardo Melo Moura; Adela-Maria Isvoranu; Veronika Kovacs; Geeske Van Rooijen; Therese Van Amelsvoort; Claudia J P Simons; Agna A Bartels-Velthuis; P Roberto Bakker; Machteld Marcelis; Lieuwe De Haan; Frederike Schirmbeck
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4.  Unique longitudinal relationships between symptoms of psychopathology in youth: A cross-lagged panel network analysis in the ABCD study.

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5.  Guest Editors' Introduction to The Special Issue "Network Psychometrics in Action": Methodological Innovations Inspired by Empirical Problems.

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6.  Transdiagnostic approaches to mental health problems: Current status and future directions.

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  6 in total

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