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Reading positional codes with fMRI: Problems and solutions.

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dc.creator Kalm, Kristjan
dc.creator Norris, Dennis
dc.date 2018-03-22T14:13:02Z
dc.date 2018-03-22T14:13:02Z
dc.date.accessioned 2019-03-20T08:23:10Z
dc.date.available 2019-03-20T08:23:10Z
dc.identifier https://www.repository.cam.ac.uk/handle/1810/274218
dc.identifier 10.17863/CAM.21323
dc.identifier.uri https://evidence.thinkportal.org/handle/123456789/32247
dc.description Neural mechanisms which bind items into sequences have been investigated in a large body of research in animal neurophysiology and human neuroimaging. However, a major problem in interpreting this data arises from a fact that several unrelated processes, such as memory load, sensory adaptation, and reward expectation, also change in a consistent manner as the sequence unfolds. In this paper we use computational simulations and data from two fMRI experiments to show that a host of unrelated neural processes can masquerade as sequence representations. We show that dissociating such unrelated processes from a dedicated sequence representation is an especially difficult problem for fMRI data, which is almost exclusively the modality used in human experiments. We suggest that such fMRI results must be treated with caution and in many cases the assumed neural representation might actually reflect unrelated processes.
dc.description This study was funded via the UK Medical Research Council intramural grant MCA060-5PR30.
dc.language eng
dc.publisher PLOS
dc.publisher PLoS One
dc.rights Attribution 4.0 International
dc.rights http://creativecommons.org/licenses/by/4.0/
dc.subject Algorithms
dc.subject Brain
dc.subject Brain Mapping
dc.subject Cognition
dc.subject Computer Simulation
dc.subject Humans
dc.subject Magnetic Resonance Imaging
dc.subject Memory
dc.subject Mental Recall
dc.subject Models, Psychological
dc.subject Reward
dc.title Reading positional codes with fMRI: Problems and solutions.
dc.type Article


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