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Second Guessing in Perceptual Decision-Making.

Charlotte S McLean1, Bowen Ouyang1, Jochen Ditterich2

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PubMed
Summary
This summary is machine-generated.

Participants making perceptual decisions between multiple visual motion options could provide a second guess informed by sensory evidence. This suggests decision-makers access evidence supporting unchosen options, going beyond primary choice and confidence.

Keywords:
accumulated evidencecomputational modelmultiple alternativesperceptual decisionsecond choicesecond guess

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Area of Science:

  • Cognitive Neuroscience
  • Decision Science
  • Visual Perception

Background:

  • Perceptual decisions involve converting sensory input into discrete choices.
  • Computational models often use evidence accumulation to a threshold to explain choice distributions and response times.
  • Confidence reports reflect decision-makers' awareness of their choice certainty.

Purpose of the Study:

  • To investigate if decision-makers have access to evidence supporting unchosen options during multi-alternative perceptual decisions.
  • To test if a computational model can explain primary choices, response times, and second guesses based on accumulated sensory evidence.

Main Methods:

  • Human participants performed a visual motion perceptual decision task with multiple alternatives.
  • Subjects reported a primary choice and a secondary guess, indicating their preferred alternative if the primary choice was incorrect.
  • A computational integration-to-threshold model was applied to analyze choice distributions, response times, and second guesses.

Main Results:

  • Second guesses were significantly informed by the amount of sensory evidence available for different motion directions.
  • A single computational model accurately predicted primary choices, response times, and the distribution of second guesses.
  • The model's success suggests decision-makers can access the evidential support for unchosen options.

Conclusions:

  • Decision-makers possess knowledge about the evidential support for unchosen options, extending beyond their primary choice and confidence.
  • This finding implies a more nuanced understanding of the information available to the decision-maker during perceptual tasks.
  • The integration-to-threshold framework can account for complex decision readouts, including second guesses informed by sensory evidence.