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Stress-sensitive inference of task controllability.

Romain Ligneul1,2, Zachary F Mainen3, Verena Ly4,5

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Humans estimate environmental controllability by comparing actor and spectator models. Stress exposure can impair this estimation, increasing anxiety and reliance on the spectator model.

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Area of Science:

  • Neuroscience
  • Cognitive Science
  • Computational Psychiatry

Background:

  • Accurate estimation of environmental controllability is crucial for adaptive behavior and decision-making.
  • Understanding the neural mechanisms of controllability estimation and its modulation by stress is vital for mental health research.

Purpose of the Study:

  • To elucidate the computational and neural mechanisms underlying human controllability estimation.
  • To investigate how stress exposure impacts controllability inference and decision-making processes.

Main Methods:

  • Utilized an explore-and-predict task with trial-by-trial analysis of choices, decision times, and neural activity (blood oxygen-level dependent responses).
  • Employed computational models, including an 'actor' and a 'spectator' model, to analyze statistical learning and prediction errors.
  • Examined the effects of inescapable stress exposure on controllability estimates and model reliance.

Main Results:

  • Human controllability estimation involves comparing predictions from actor and spectator models of the environment.
  • Neural activity in striatal and medial prefrontal areas correlated with prediction error differences between the two models.
  • Activity in posterior cingulate, temporoparietal, and prefrontal cortices reflected changes in estimated controllability.
  • Inescapable stressors reduced controllability estimates and increased spectator model reliance in an anxiety-dependent manner.

Conclusions:

  • The findings provide a mechanistic account of how the brain infers environmental controllability.
  • Stress exposure distorts controllability estimates through altered statistical learning and increased reliance on a less adaptive spectator model.
  • This research offers insights into the neural basis of anxiety and stress-related disorders.