Computational psychiatry : new perspectives on mental illness /

Psychiatrists and neuroscientists discuss the potential of computational approaches to address problems in psychiatry including diagnosis, treatment, and integration with neurobiology.

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Bibliographic Details
Other Authors: Redish, A. David (Editor), Gordon, Joshua A. (Editor)
Format: Electronic eBook
Language:English
Published: Cambridge, MA : The MIT Press, [2016]
Series:Strüngmann Forum reports.
Subjects:
Online Access:CONNECT
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Table of Contents:
  • On the cusp : current challenges and promises in psychiatry / Joshua A. Gordon and A. David Redish
  • Breakdowns and failure modes : an engineer's view / A. David Redish and Joshua A. Gordon
  • Complexity and heterogeneity in psychiatric disorders : opportunities for computational psychiatry / Nelson Totah, Huda Akil, Quentin J.M. Huys, John H. Krystal, Angus W. MacDonald III, Tiago V. Maia, Robert C. Malenka, and Wolfgang M. Pauli
  • What does computational psychiatry need to explain to capture mechanisms of psychopathology? : facts, almost facts, and hints / Deanna M. Barch
  • Computational approaches for studying mechanisms of psychiatric disorders / Zeb Kurth-Nelson, John P. O'Doherty, Deanna M. Barch, Sophie Denève, Daniel Durstewitz, Michael J. Frank, Joshua A. Gordon, Sanjay J. Mathew, Yael Niv, Kerry Ressler, and Heike Tost
  • Computational cognitive neuroscience approaches to deconstructing mental function and dysfunction / Michael J. Frank
  • How could we get nosology from computation? / Christoph Mathys
  • Current state of psychiatric nosology / Michael B. First
  • The computation of collapse : can reliability engineering shed light on mental illness? / Angus W. MacDonald III, Jennifer L. Zick, Theoden I. Netoff, and Matthew V. Chafee
  • A novel framework for improving psychiatric diagnostic nosology / Shelly B. Flagel, Daniel S. Pine, Susanne E. Ahmari, Michael B. First, Karl J. Friston, Christoph Mathys, A. David Redish, Katharina Schmack, Jordan W. Smoller, and Anita Thapar
  • Computational nosology and precision psychiatry : a proof of concept / Karl J. Friston
  • Candidate examples for a computational approach to address practical problems in psychiatry / Rosalyn Moran, Klaas Enno Stephan, Matthew Botvinick, Michael Breakspear, Cameron S. Carter, Peter W. Kalivas, P. Read Montague, Martin P. Paulus, and Frederike Petzschner
  • There are no killer APPs but connecting neural activity to behavior through computation is still a good idea / P. Read Montague
  • Call for pragmatic computational psychiatry: integrating computational approaches, risk-prediction models, and disposing of causality / Martin P. Paulus, Crane Huang, and Katia M. Harlé
  • A valuation framework for emotions applied to depression and recurrence / Quentin J.M. Huys
  • Clinical heterogeneity arising from categorical and dimensional features of the neurobiology of psychiatric diagnoses : insights from neuroimaging and computational neuroscience / John H. Krystal, Alan Anticevic, John D. Murray, David Glahn, Naomi Driesen, Genevieve Yang, and Xaio-Jing Wang.