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 …

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 …

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 …

Model-based cognitive neuroscience approaches to computational psychiatry: clustering and classification

TV Wiecki, J Poland, MJ Frank - Clinical Psychological …, 2015 - journals.sagepub.com
Psychiatric research is in crisis. We highlight efforts to overcome current challenges by
focusing on the emerging field of computational psychiatry, which might enable the field to …

Realizing the clinical potential of computational psychiatry: Report from the Banbury Center Meeting, February 2019

M Browning, CS Carter, C Chatham… - Biological …, 2020 - biologicalpsychiatryjournal.com
Computational psychiatry is an emerging field that examines phenomena in mental illness
using formal techniques from computational neuroscience, mathematical psychology, and …

[HTML][HTML] TAPAS: an open-source software package for translational neuromodeling and computational psychiatry

S Frässle, EA Aponte, S Bollmann… - Frontiers in …, 2021 - frontiersin.org
Psychiatry faces fundamental challenges with regard to mechanistically guided differential
diagnosis, as well as prediction of clinical trajectories and treatment response of individual …

Precision psychiatry

KJ Friston - Biological psychiatry: cognitive …, 2017 - biologicalpsychiatrycnni.org
It is a pleasure to comment upon O'Callaghan et al.'s (1) work on hallucinations in
Parkinson's disease. Not only was this a compelling piece of neuroscientific psychiatry, it …

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 …

[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] Computational neuroscience approach to psychiatry: a review on theory-driven approaches

A Khaleghi, MR Mohammadi, K Shahi… - Clinical …, 2022 - ncbi.nlm.nih.gov
Translating progress in neuroscience into clinical benefits for patients with psychiatric
disorders is challenging because it involves the brain as the most complex organ and its …