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 psychiatry and computational psychosomatics. In particular, we discuss 1) how conceptualizing perception and action as infer...
Main Authors: | , , , |
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Format: | Journal article |
Language: | English |
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Elsevier
2017
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_version_ | 1826308669990502400 |
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author | Petzschner, FH Weber, LAE Gard, T Stephan, KE |
author_facet | Petzschner, FH Weber, LAE Gard, T Stephan, KE |
author_sort | Petzschner, FH |
collection | OXFORD |
description | 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 psychiatry and computational psychosomatics. In particular, we discuss 1) how conceptualizing perception and action as inference-control loops yields a joint computational perspective on brain-world and brain-body interactions and 2) how the concrete formulation of this loop as a hierarchical Bayesian model points to key computational quantities that inform a taxonomy of potential disease mechanisms. We consider the utility of this perspective for differential diagnosis in concrete clinical applications. |
first_indexed | 2024-03-07T07:22:47Z |
format | Journal article |
id | oxford-uuid:5f5e2de3-9ddd-45f9-851b-2b50bd8b30ae |
institution | University of Oxford |
language | English |
last_indexed | 2024-03-07T07:22:47Z |
publishDate | 2017 |
publisher | Elsevier |
record_format | dspace |
spelling | oxford-uuid:5f5e2de3-9ddd-45f9-851b-2b50bd8b30ae2022-11-02T07:27:18ZComputational psychosomatics and computational psychiatry: toward a joint framework for differential diagnosisJournal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:5f5e2de3-9ddd-45f9-851b-2b50bd8b30aeEnglishSymplectic ElementsElsevier2017Petzschner, FHWeber, LAEGard, TStephan, KEThis 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 psychiatry and computational psychosomatics. In particular, we discuss 1) how conceptualizing perception and action as inference-control loops yields a joint computational perspective on brain-world and brain-body interactions and 2) how the concrete formulation of this loop as a hierarchical Bayesian model points to key computational quantities that inform a taxonomy of potential disease mechanisms. We consider the utility of this perspective for differential diagnosis in concrete clinical applications. |
spellingShingle | Petzschner, FH Weber, LAE Gard, T Stephan, KE Computational psychosomatics and computational psychiatry: toward a joint framework for differential diagnosis |
title | Computational psychosomatics and computational psychiatry: toward a joint framework for differential diagnosis |
title_full | Computational psychosomatics and computational psychiatry: toward a joint framework for differential diagnosis |
title_fullStr | Computational psychosomatics and computational psychiatry: toward a joint framework for differential diagnosis |
title_full_unstemmed | Computational psychosomatics and computational psychiatry: toward a joint framework for differential diagnosis |
title_short | Computational psychosomatics and computational psychiatry: toward a joint framework for differential diagnosis |
title_sort | computational psychosomatics and computational psychiatry toward a joint framework for differential diagnosis |
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