Computational psychiatry needs time and context

PF Hitchcock, EI Fried, MJ Frank - Annual review of psychology, 2022 - annualreviews.org
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 …

Computational psychiatry: towards a mathematically informed understanding of mental illness

RA Adams, QJM Huys, JP Roiser - Journal of Neurology …, 2016 - jnnp.bmj.com
Computational Psychiatry aims to describe the relationship between the brain's
neurobiology, its environment and mental symptoms in computational terms. In so doing, it …

A roadmap for the development of applied computational psychiatry

MP Paulus, QJM Huys, TV Maia - Biological psychiatry: cognitive …, 2016 - Elsevier
Computational psychiatry (CP) is a burgeoning field that uses mathematical approaches to
investigate psychiatric disorders, derive quantitative predictions, and integrate data across …

Computational psychiatry as a bridge from neuroscience to clinical applications

QJM Huys, TV Maia, MJ Frank - Nature neuroscience, 2016 - nature.com
Translating advances in neuroscience into benefits for patients with mental illness presents
enormous challenges because it involves both the most complex organ, the brain, and its …

Advances in the computational understanding of mental illness

QJM Huys, M Browning, MP Paulus… - …, 2021 - nature.com
Computational psychiatry is a rapidly growing field attempting to translate advances in
computational neuroscience and machine learning into improved outcomes for patients …

Computational psychiatry

PR Montague, RJ Dolan, KJ Friston, P Dayan - Trends in cognitive sciences, 2012 - cell.com
Computational ideas pervade many areas of science and have an integrative explanatory
role in neuroscience and cognitive science. However, computational depictions of cognitive …

Computational phenotyping in psychiatry: a worked example

P Schwartenbeck, K Friston - eneuro, 2016 - eneuro.org
Computational psychiatry is a rapidly emerging field that uses model-based quantities to
infer the behavioral and neuronal abnormalities that underlie psychopathology. If successful …

[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 …

[HTML][HTML] Individual differences in computational psychiatry: A review of current challenges

P Karvelis, MP Paulus, AO Diaconescu - Neuroscience & Biobehavioral …, 2023 - Elsevier
Bringing precision to the understanding and treatment of mental disorders requires
instruments for studying clinically relevant individual differences. One promising approach is …

Computational approaches to psychiatry

KE Stephan, C Mathys - Current opinion in neurobiology, 2014 - Elsevier
Highlights•We summarize recent progress in computational and physiological
models.•These advances provide a basis for future diagnostic applications in psychiatry.•A …