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Sex differences in learning from exploration.

Cathy S Chen1, Evan Knep1, Autumn Han1

  • 1Department of Psychology, University of Minnesota, Minneapolis, United States.

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Summary
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Male and female mice show similar decision-making accuracy but differ in exploration strategies. These sex differences in exploration may influence vulnerability to neuropsychiatric disorders.

Keywords:
computational biologydecision makingexplorationexplore-exploitmouseneurosciencereinforcement learningsex differencessystems biology

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Area of Science:

  • Neuroscience
  • Behavioral Science
  • Computational Psychiatry

Background:

  • Sex-based cognitive differences can influence neuropsychiatric disorder vulnerability.
  • Value-based decision-making is a cognitive process potentially modulated by sex.
  • Computational methods reveal behavioral differences not apparent in overall task performance.

Purpose of the Study:

  • To quantify sex differences in latent decision-making variables in mice.
  • To investigate sex-specific exploration patterns in a value-based task.

Main Methods:

  • Utilized a restless two-armed bandit task to assess decision-making in mice.
  • Employed computational tools to analyze latent behavioral variables.
  • Quantified differences in exploration and learning strategies between male and female mice.

Main Results:

  • Male and female mice exhibited comparable accuracy in the decision-making task.
  • Male mice displayed higher overall exploration, often getting 'stuck' in exploratory choices.
  • Female mice explored less but demonstrated faster learning during exploration.

Conclusions:

  • Sex significantly influences decision-making during learning and exploration phases, not just stable choices.
  • Altered exploration in decision-making is linked to addiction, depression, and neurodevelopmental disorders.
  • Neural mechanisms of exploration represent a translational target for understanding sex-modulated neuropsychiatric vulnerability.