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Related Concept Videos

Design Example: Resistive Touchscreen01:14

Design Example: Resistive Touchscreen

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A device engineer plays a crucial role in designing user interfaces for mobile devices. One such interface is the resistive touchscreen, which fundamentally consists of two metallic layers: a flexible upper layer and a rigid lower layer, separated by a narrow gap. The high resistance between these two layers is a key characteristic of this design.
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Touchscreen response precision is sensitive to the explore/exploit tradeoff.

Dana Mueller1, Erin Giglio1, Cathy S Chen1

  • 1Department of Psychology, University of Minnesota, Minneapolis MN 55455.

Biorxiv : the Preprint Server for Biology
|November 1, 2024
PubMed
Summary
This summary is machine-generated.

Mice exhibit more precise touchscreen actions during exploitation, indicating higher certainty. Motor precision is independently influenced by past rewards and sex, revealing links between cognition and movement.

Keywords:
BanditHidden Markov model (HMM)Reinforcement LearningSex DifferencesTouchscreen

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Area of Science:

  • Neuroscience
  • Behavioral Science
  • Decision Science

Background:

  • The explore/exploit tradeoff is crucial for reward-guided decision making.
  • Motor precision in perceptual tasks correlates with decision certainty, even without motor demands.
  • Variables influencing motor precision and subjective certainty in reward-guided decisions remain unclear.

Purpose of the Study:

  • To investigate factors shaping motor precision and subjective certainty during reward-guided decision making.
  • To determine if explore/exploit state, reward history, or individual differences affect touchscreen interaction precision.
  • To explore the utility of touchscreen tasks in revealing neural states linking cognition and movement.

Main Methods:

  • Utilized touchscreen tasks across mice to measure choice selection and action precision.
  • Parametrically controlled uncertainty and reward contingencies.
  • Analyzed precision differences based on explore/exploit states, past rewards, and sex.

Main Results:

  • Motor precision increased during exploit states compared to explore states, suggesting higher certainty.
  • Exploit choice precision was enhanced independently of precision increases due to immediate past reward.
  • Male mice demonstrated less precision than females, irrespective of the decision state.

Conclusions:

  • Motor precision in reward-guided decision making increases with certainty during exploitation, independent of motor requirements.
  • Touchscreen interaction precision is modulated by explore/exploit dynamics, reward history, and individual (sex-based) differences.
  • Touchscreen tasks offer a valuable tool for uncovering latent neural states that integrate cognitive and motor processes across species.