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Decision-making in dynamic, continuously evolving environments: quantifying the flexibility of human choice

Abstract:
During perceptual decision-making tasks, centroparietal EEG potentials report an evidence accumulation-to-bound process that is time locked to trial onset. However, decisions in real-world environments are rarely confined to discrete trials; they instead unfold continuously, with accumulation of time-varying evidence being recency-weighted towards its immediate past. Confronted with time-varying stimuli, humans can appropriately adapt their weighting of recent evidence according to the statistics of the environment. The neural mechanisms supporting this adaptation currently remain unclear. Here, we show that humans’ ability to adapt evidence weighting to different sensory environments is reflected in changes in centroparietal EEG potentials. We use a novel continuous task design to show that the Centroparietal Positivity (CPP) becomes more sensitive to fluctuations in sensory evidence when large shifts in evidence are less frequent, and is primarily sensitive to fluctuations in decision-relevant (not decision-irrelevant) sensory input. A complementary triphasic component over parietal cortex encodes the sum of recently accumulated sensory evidence, and its magnitude covaries with the duration over which different individuals integrate sensory evidence. Our findings reveal how adaptations in centroparietal responses reflect flexibility in evidence accumulation to the statistics of dynamic sensory environments.
Publication status:
Published
Peer review status:
Not peer reviewed

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Publisher copy:
10.1101/2022.08.18.504278

Authors


More by this author
Role:
Author
ORCID:
0000-0003-2166-2620
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
Psychiatry
Role:
Author
ORCID:
0000-0001-9727-9623
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Institution:
University of Oxford
Division:
MSD
Department:
Experimental Psychology
Role:
Author
ORCID:
0000-0001-6628-0218
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
Experimental Psychology
Oxford college:
Lady Margaret Hall
Role:
Author
ORCID:
0000-0002-6998-455X
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
Psychiatry
Role:
Author
ORCID:
0000-0002-8393-8533


Host title:
Cold Spring Harbor Laboratory
Publication date:
2022-09-12
DOI:


Language:
English
Pubs id:
1275007
Local pid:
pubs:1275007
Deposit date:
2022-09-12

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