The network approach to psychopathology: A review of the literature 2008–2018 and an agenda for future research
The network approach to psychopathology posits that mental disorders can be
conceptualized and studied as causal systems of mutually reinforcing symptoms. This …
conceptualized and studied as causal systems of mutually reinforcing symptoms. This …
Deep learning in mental health outcome research: a sco** review
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 …
an individual's physical health. Recently, artificial intelligence (AI) methods have been …
Prevention of psychosis: advances in detection, prognosis, and intervention
Importance Detection, prognosis, and indicated interventions in individuals at clinical high
risk for psychosis (CHR-P) are key components of preventive psychiatry. Objective To …
risk for psychosis (CHR-P) are key components of preventive psychiatry. Objective To …
Beyond the “at risk mental state” concept: transitioning to transdiagnostic psychiatry
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 …
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
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 …
tests of protocols designed to impact psychiatric syndromes. As this paradigm weakens, a …
Quantifying resilience of humans and other animals
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 …
unpredictable. Understanding this resilience is essential for managing the health of humans …
Psychotic experiences in the general population, a review; definition, risk factors, outcomes and interventions
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 …
childhood, adolescence and young adulthood. PE have been shown to be associated with …
Beyond linear mediation: Toward a dynamic network approach to study treatment processes
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 …
mechanisms and processes of change in psychological therapies. In the dominant current …
Deep neural networks in psychiatry
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 …
been applied with increasing success and impact in many commercial and research …
Computational psychiatry needs time and context
Why has computational psychiatry yet to influence routine clinical practice? One reason may
be that it has neglected context and temporal dynamics in the models of certain mental …
be that it has neglected context and temporal dynamics in the models of certain mental …