Network Analysis of Psychopathology: Controversies and Challenges.
Bayesian networks
diagnosis
multivariate time series
network analysis
psychopathology
Journal
Annual review of clinical psychology
ISSN: 1548-5951
Titre abrégé: Annu Rev Clin Psychol
Pays: United States
ID NLM: 101235325
Informations de publication
Date de publication:
07 05 2021
07 05 2021
Historique:
pubmed:
25
11
2020
medline:
26
10
2021
entrez:
24
11
2020
Statut:
ppublish
Résumé
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.
Identifiants
pubmed: 33228401
doi: 10.1146/annurev-clinpsy-081219-092850
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM