Literature DB >> 33228401

Network Analysis of Psychopathology: Controversies and Challenges.

Richard J McNally1.   

Abstract

Empirical publications inspired by the network approach to psychopathology have increased exponentially in the twenty-first century. The central idea that an episode of mental disorder arises from causal interactions among its symptomatic elements has especially resonated with those clinical scientists whose disenchantment with traditional categorical and dimensional approaches to mental illness has become all too apparent. As the field has matured, conceptual and statistical concerns about the limitations of network approaches to psychopathology have emerged, inspiring the development of novel methods to address these concerns. Rather than reviewing the vast empirical literature, I focus instead on the issues and controversies regarding this approach and sketch directions where the field might go next.

Entities:  

Keywords:  Bayesian networks; diagnosis; multivariate time series; network analysis; psychopathology

Year:  2020        PMID: 33228401     DOI: 10.1146/annurev-clinpsy-081219-092850

Source DB:  PubMed          Journal:  Annu Rev Clin Psychol        ISSN: 1548-5943            Impact factor:   18.561


  22 in total

1.  Auditing the research practices and statistical analyses of the group-level temporal network approach to psychological constructs: A systematic scoping review.

Authors:  M Annelise Blanchard; Alba Contreras; Rana Begum Kalkan; Alexandre Heeren
Journal:  Behav Res Methods       Date:  2022-04-25

2.  Klerman's "credo" reconsidered: neo-Kraepelinianism, Spitzer's views, and what we can learn from the past.

Authors:  Jerome C Wakefield
Journal:  World Psychiatry       Date:  2022-02       Impact factor: 49.548

Review 3.  The causal systems approach to prolonged grief: Recent developments and future directions.

Authors:  Donald J Robinaugh; Emma R Toner; A A A Manik J Djelantik
Journal:  Curr Opin Psychol       Date:  2021-08-25

4.  A Network Analysis of the Fear of COVID-19 Scale (FCV-19S): A Large-Scale Cross-Cultural Study in Iran, Bangladesh, and Norway.

Authors:  Oscar Lecuona; Chung-Ying Lin; Dmitri Rozgonjuk; Tone M Norekvål; Marjolein M Iversen; Mohammed A Mamun; Mark D Griffiths; Ting-I Lin; Amir H Pakpour
Journal:  Int J Environ Res Public Health       Date:  2022-06-02       Impact factor: 4.614

5.  Central Symptoms of Insomnia in Relation to Depression and COVID-19 Anxiety in General Population: A Network Analysis.

Authors:  Eun Jung Cha; Hong Jun Jeon; Seockhoon Chung
Journal:  J Clin Med       Date:  2022-06-14       Impact factor: 4.964

6.  A network analysis of the Internet Disorder Scale-Short Form (IDS9-SF): A large-scale cross-cultural study in Iran, Pakistan, and Bangladesh.

Authors:  Li Li; Mohammed A Mamun; Firoj Al-Mamun; Irfan Ullah; Ismail Hosen; Syed Ahsan Zia; Ali Poorebrahim; Morteza Pourgholami; Chung-Ying Lin; Halley M Pontes; Mark D Griffiths; Amir H Pakpour
Journal:  Curr Psychol       Date:  2022-06-09

7.  Longitudinal network model of the co-development of temperament, executive functioning, and psychopathology symptoms in youth with and without ADHD.

Authors:  Sarah L Karalunas; Dylan Antovich; Patrick K Goh; Michelle M Martel; Jessica Tipsord; Elizabeth K Nousen; Joel T Nigg
Journal:  Dev Psychopathol       Date:  2021-12-07

Review 8.  Computational Psychiatry Needs Time and Context.

Authors:  Peter F Hitchcock; Eiko I Fried; Michael J Frank
Journal:  Annu Rev Psychol       Date:  2021-09-27       Impact factor: 24.137

9.  Investigating the structure of trait rumination in autistic adults: A network analysis.

Authors:  Zachary J Williams; Erin E McKenney; Katherine O Gotham
Journal:  Autism       Date:  2021-05-31

10.  Co-occurrence of severe PTSD, somatic symptoms and dissociation in a large sample of childhood trauma inpatients: a network analysis.

Authors:  Leonhard Kratzer; Matthias Knefel; Alexander Haselgruber; Peter Heinz; Rebecca Schennach; Thanos Karatzias
Journal:  Eur Arch Psychiatry Clin Neurosci       Date:  2021-10-11       Impact factor: 5.760

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