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Related Experiment Video

Updated: May 15, 2026

Functional Imaging with Reinforcement, Eyetracking, and Physiological Monitoring
08:47

Functional Imaging with Reinforcement, Eyetracking, and Physiological Monitoring

Published on: November 13, 2008

Reverse inference is not a fallacy per se: cognitive processes can be inferred from functional imaging data.

Florian Hutzler1

  • 1Centre for Neurocognitive Research & Department of Psychology, University of Salzburg, Hellbrunnerstr. 34, 5020 Salzburg, Austria.

Neuroimage
|January 15, 2013
PubMed
Summary

Reverse inference, used to infer cognitive processes from brain activity, is often deemed weak. However, a revised approach incorporating task-setting shows it can be a powerful and decisive reasoning tool.

Keywords:
Brain activationCognitionCognitive processFunctional specificityReverse inference

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Transferring Cognitive Tasks Between Brain Imaging Modalities: Implications for Task Design and Results Interpretation in fMRI Studies

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Area of Science:

  • Cognitive Neuroscience
  • Neuroimaging Analysis

Background:

  • Reverse inference, linking brain activation to cognitive processes, faces criticism for potential fallacies.
  • The validity of reverse inference has been questioned due to its perceived inherent weaknesses.

Purpose of the Study:

  • To revise the formulation of reverse inference by incorporating the crucial element of task-setting.
  • To demonstrate that reverse inference, when properly formulated, can possess significant predictive power.

Main Methods:

  • A revised formulation of reverse inference is proposed, including the previously overlooked constraint of task-setting.
  • The predictive power of this revised formulation is estimated using meta-analyses, avoiding large-scale databases.

Main Results:

  • Reverse inference, when considering task-setting, demonstrates substantial predictive capabilities.
  • The revised approach allows for the estimation of reverse inference's predictive power through meta-analyses.

Conclusions:

  • Reverse inference should not be dismissed as a fallacy per se.
  • Its predictive power can be decisive, contingent upon the specific cognitive process, brain region, and task-setting employed.