Modeling psychopathology: From data models to formal theories.
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 …
disorders as complex systems. In this article, we investigate how to best make use of this …
Are computational models of any use to psychiatry?
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 …
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
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 …
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
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 …
inference-control loop, may be used to guide differential diagnosis in computational …
Symptom descriptions in psychopathology: How well are they working for us?
In this article, we examine how symptoms are conceptualized in theories of
psychopathology. We identify five questions that need to be asked about symptoms …
psychopathology. We identify five questions that need to be asked about symptoms …
Robust modeling in cognitive science
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 …
recently proposed a number of changes in the practice of experimental psychology. Most …
Theory-based computational psychiatry
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 …
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 …
psychology specifically—reads like an exercise in statistical model fitting, and falls short of …
[HTML][HTML] Computational nosology and precision psychiatry
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 …
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
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 …
noise. Bonifay and Cai (under review) demonstrated that the bifactor model has a high …