A dynamical systems view of psychiatric disorders—theory: a review

M Scheffer, CL Bockting, D Borsboom, R Cools… - JAMA …, 2024 - jamanetwork.com
Importance Psychiatric disorders may come and go with symptoms changing over a lifetime.
This suggests the need for a paradigm shift in diagnosis and treatment. Here we present a …

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 …

Prevention of psychosis: advances in detection, prognosis, and intervention

P Fusar-Poli, GS De Pablo, CU Correll… - JAMA …, 2020 - jamanetwork.com
Importance Detection, prognosis, and indicated interventions in individuals at clinical high
risk for psychosis (CHR-P) are key components of preventive psychiatry. Objective To …

Deep learning in mental health outcome research: a sco** review

C Su, Z Xu, J Pathak, F Wang - Translational psychiatry, 2020 - nature.com
Mental illnesses, such as depression, are highly prevalent and have been shown to impact
an individual's physical health. Recently, artificial intelligence (AI) methods have been …

Psychotic experiences in the general population, a review; definition, risk factors, outcomes and interventions

L Staines, C Healy, H Coughlan, M Clarke… - Psychological …, 2022 - cambridge.org
Psychotic experiences (PE) are common in the general population, in particular in
childhood, adolescence and young adulthood. PE have been shown to be associated with …

Beyond the “at risk mental state” concept: transitioning to transdiagnostic psychiatry

PD McGorry, JA Hartmann, R Spooner… - World …, 2018 - Wiley Online Library
The “at risk mental state” for psychosis approach has been a catalytic, highly productive
research paradigm over the last 25 years. In this paper we review that paradigm and …

The role of the individual in the coming era of process-based therapy

SC Hayes, SG Hofmann, CE Stanton… - Behaviour research and …, 2019 - Elsevier
For decades the development of evidence-based therapy has been based on experimental
tests of protocols designed to impact psychiatric syndromes. As this paradigm weakens, a …

Quantifying resilience of humans and other animals

M Scheffer, JE Bolhuis, D Borsboom… - Proceedings of the …, 2018 - pnas.org
All life requires the capacity to recover from challenges that are as inevitable as they are
unpredictable. Understanding this resilience is essential for managing the health of humans …

Beyond linear mediation: Toward a dynamic network approach to study treatment processes

SG Hofmann, JE Curtiss, SC Hayes - Clinical psychology review, 2020 - Elsevier
Few clinical scientists would disagree that more research is needed on the underlying
mechanisms and processes of change in psychological therapies. In the dominant current …

Deep neural networks in psychiatry

D Durstewitz, G Koppe, A Meyer-Lindenberg - Molecular psychiatry, 2019 - nature.com
Abstract Machine and deep learning methods, today's core of artificial intelligence, have
been applied with increasing success and impact in many commercial and research …