Modeling psychopathology: From data models to formal theories.

J Haslbeck, O Ryan, DJ Robinaugh… - Psychological …, 2022 - psycnet.apa.org
Over the past decade, there has been a surge of empirical research investigating mental
disorders as complex systems. In this article, we investigate how to best make use of this …

Are computational models of any use to psychiatry?

QJM Huys, M Moutoussis, J Williams - Neural Networks, 2011 - Elsevier
Mathematically rigorous descriptions of key hypotheses and theories are becoming more
common in neuroscience and are beginning to be applied to psychiatry. In this article two …

Bridging the gap between complexity science and clinical practice by formalizing idiographic theories: a computational model of functional analysis

J Burger, DC van der Veen, DJ Robinaugh, R Quax… - BMC medicine, 2020 - Springer
Background The past decades of research have seen an increase in statistical tools to
explore the complex dynamics of mental health from patient data, yet the application of these …

[HTML][HTML] Computational psychosomatics and computational psychiatry: toward a joint framework for differential diagnosis

FH Petzschner, LAE Weber, T Gard, KE Stephan - Biological psychiatry, 2017 - Elsevier
This article outlines how a core concept from theories of homeostasis and cybernetics, the
inference-control loop, may be used to guide differential diagnosis in computational …

Symptom descriptions in psychopathology: How well are they working for us?

CE Wilshire, T Ward, S Clack - Clinical Psychological …, 2021 - journals.sagepub.com
In this article, we examine how symptoms are conceptualized in theories of
psychopathology. We identify five questions that need to be asked about symptoms …

Robust modeling in cognitive science

MD Lee, AH Criss, B Devezer, C Donkin, A Etz… - Computational Brain & …, 2019 - Springer
In an attempt to increase the reliability of empirical findings, psychological scientists have
recently proposed a number of changes in the practice of experimental psychology. Most …

Theory-based computational psychiatry

TV Maia, QJM Huys, MJ Frank - Biological …, 2017 - biologicalpsychiatryjournal.com
Cannot we be content with experiment alone? No, that is impossible; that would be a
complete misunderstanding of the true character of science.. Science is built up of facts, as a …

Theories and models: What they are, what they are for, and what they are about

EI Fried - Psychological Inquiry, 2020 - Taylor & Francis
In Fried (this issue), I argue that a lot of work in the social sciences generally—and in
psychology specifically—reads like an exercise in statistical model fitting, and falls short of …

[HTML][HTML] Computational nosology and precision psychiatry

KJ Friston, AD Redish, JA Gordon - … Psychiatry (Cambridge, Mass.), 2017 - ncbi.nlm.nih.gov
This article provides an illustrative treatment of psychiatric morbidity that offers an alternative
to the standard nosological model in psychiatry. It considers what would happen if we …

Three concerns with applying a bifactor model as a structure of psychopathology

W Bonifay, SP Lane, SP Reise - Clinical Psychological …, 2017 - journals.sagepub.com
Bifactor Model as a Structure of Psychopathology 185 data but also capturing unwanted
noise. Bonifay and Cai (under review) demonstrated that the bifactor model has a high …