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Systematic Error: Methodological and Sampling Errors01:15

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The margin of error is also called the maximum error of an estimate. The margin of error is the maximum possible or expected difference between the observed sample parameter value and the actual population parameter value. For proportion, it is the maximum difference between the value of sample proportion obtained from the data and the true value of population proportion. As the true value of the population parameter is not known, the margin of error is calculated using the sample statistic.
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The sampling variability of a statistic is defined as how much the statistic varies from one sample to another. The sampling variability of a statistic is typically measured by measuring its standard error.
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A Prediction Error-driven Retrieval Procedure for Destabilizing and Rewriting Maladaptive Reward Memories in Hazardous Drinkers
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Reward Prediction Error Modulates Saccade Vigor.

Ehsan Sedaghat-Nejad1, David J Herzfeld2, Reza Shadmehr1

  • 1Laboratory for Computational Motor Control, Department of Biomedical Engineering, Johns Hopkins School of Medicine, Baltimore, Maryland 21205 e.sedaghatnejad@gmail.com shadmehr@jhu.edu.

The Journal of Neuroscience : the Official Journal of the Society for Neuroscience
|April 25, 2019
PubMed
Summary
This summary is machine-generated.

Reward prediction error (RPE) events occurring just before movement onset significantly influence movement vigor. Positive RPEs invigorate movements, while negative RPEs reduce vigor, suggesting dopamine

Keywords:
dopaminelatencymotor controlreward prediction errorsaccadevigor

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Area of Science:

  • Neuroscience
  • Cognitive Science
  • Behavioral Economics

Background:

  • Movement vigor, characterized by reaction time and velocity, is modulated by reward magnitude.
  • Dopamine release, influenced by reward prediction error (RPE), is hypothesized to invigorate movements.
  • RPE signals deviations from expected rewards and is a key factor in learning and motivation.

Purpose of the Study:

  • To investigate the causal relationship between RPE events and movement vigor in humans.
  • To determine if RPEs occurring milliseconds before movement onset can modulate movement vigor.
  • To explore the role of dopamine modulation via RPE in controlling movement vigor.

Main Methods:

  • Human subjects performed saccadic eye movements towards visual stimuli.
  • A novel task design introduced probabilistic RPE events (positive or negative) immediately preceding movement onset.
  • Saccade vigor (reaction time, velocity) was measured in response to varying RPE magnitudes and valence.

Main Results:

  • Movement vigor of secondary saccades was significantly modulated by the preceding RPE event.
  • Positive RPEs led to more vigorous saccades (shorter reaction time, higher velocity).
  • Negative RPEs resulted in less vigorous saccades (longer reaction time, lower velocity).

Conclusions:

  • RPE events occurring just before movement onset directly influence and modulate movement vigor.
  • These findings support the hypothesis that dopamine release, triggered by RPE, plays a crucial role in regulating movement vigor.
  • Movement vigor appears to be partly controlled by dopamine release in the moments preceding movement initiation.