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August 23, 2026Open Access

What predicts cognitive effort? : optimality, preferences, and strategies

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Authors

BFBrandon Forys

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Overview

Behavioral study reveals that memory capacity, chronic stress, and depression predict cognitive effort allocation in humans, indicating that mental states critically shape decision-making.

Key Points

  • To establish how cognitive capacity, chronic stress, depression, and personal preferences predict choices regarding cognitive effort allocation under static and shifting reward and demand conditions.
  • Administered visual short-term memory choice tasks with translationally relevant paradigms based on rodent effort research.
  • Assessed individual differences in visual short-term memory capacity, chronic stress, depression levels, and attentional preferences across static and shifting effort-reward scenarios.
  • Higher visual short-term memory capacity consistently predicted an increased preference for high-effort, high-reward options.
  • Under shifting demands and rewards, lower chronic stress and greater preferences for attentional control, combined with higher visual short-term memory, predicted choices to encode larger stimulus sets for higher rewards.
  • Elevated depression levels were specifically associated with impairments in choosing high-effort options in the presence of potential loss outcomes.

Cite This Study

Brandon Forys (2026) studied this question.

synapsesocial.com/papers/6a8aae5c7677a341144476ffhttps://doi.org/10.14288/1.0455273
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