Network analysis of multivariate data in psychological science

D Borsboom, MK Deserno, M Rhemtulla… - Nature Reviews …, 2021 - nature.com
In recent years, network analysis has been applied to identify and analyse patterns of
statistical association in multivariate psychological data. In these approaches, network …

The network approach to psychopathology: A review of the literature 2008–2018 and an agenda for future research

DJ Robinaugh, RHA Hoekstra, ER Toner… - Psychological …, 2020 - cambridge.org
The network approach to psychopathology posits that mental disorders can be
conceptualized and studied as causal systems of mutually reinforcing symptoms. This …

[HTML][HTML] Psychopathological networks: Theory, methods and practice

LF Bringmann, C Albers, C Bockting… - … Research and Therapy, 2022 - Elsevier
In recent years, network approaches to psychopathology have sparked much debate and
have had a significant impact on how mental disorders are perceived in the field of clinical …

Back to basics: The importance of conceptual clarification in psychological science

LF Bringmann, T Elmer… - Current Directions in …, 2022 - journals.sagepub.com
Although the lack of conceptual clarity has been observed to be a widespread and
fundamental problem in psychology, conceptual clarification plays a mostly marginal role in …

Network analysis of psychopathology: controversies and challenges

RJ McNally - Annual review of clinical psychology, 2021 - annualreviews.org
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 …

Reporting standards for psychological network analyses in cross-sectional data.

J Burger, AM Isvoranu, G Lunansky… - Psychological …, 2023 - psycnet.apa.org
Statistical network models describing multivariate dependency structures in psychological
data have gained increasing popularity. Such comparably novel statistical techniques …

Lack of theory building and testing impedes progress in the factor and network literature

EI Fried - Psychological Inquiry, 2020 - Taylor & Francis
The applied social science literature using factor and network models continues to grow
rapidly. Most work reads like an exercise in model fitting, and falls short of theory building …

A review of approaches and models in psychopathology conceptualization research

NR Eaton, LF Bringmann, T Elmer, EI Fried… - Nature Reviews …, 2023 - nature.com
Mental disorder classification provides a definitional framework that underlies applied
clinical and research efforts to understand, assess, predict, prevent and ameliorate the …

[HTML][HTML] A new science of mental disorders: Using personalised, transdiagnostic, dynamical systems to understand, model, diagnose and treat psychopathology

A Roefs, EI Fried, M Kindt, C Martijn, B Elzinga… - … Research and Therapy, 2022 - Elsevier
The core ideas of a 10-year research program 'New Science of Mental Disorders' are
outlined. This research program moves away from the disorder-based 'one-model-fits …

Personalized models of psychopathology

AGC Wright, WC Woods - Annual review of clinical psychology, 2020 - annualreviews.org
The personalized approach to psychopathology conceptualizes mental disorder as a
complex system of contextualized dynamic processes that is nontrivially specific to each …