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Updated: Mar 5, 2026

Cross-Modal Multivariate Pattern Analysis
Published on: November 9, 2011
Know thy agency in predictive coding: Meta-monitoring over forward modeling
1NTT Communication Science Laboratories, Human Information Science Laboratory, Kanagawa, Japan.
People can assess the reliability of their own predictions, a meta-monitoring skill. This accuracy-confidence link was weaker in individuals with higher schizotypy.
Area of Science:
- Cognitive Neuroscience
- Psychology
- Neuroscience
Background:
- Agency computation is linked to prediction error.
- Assessing the reliability of detected prediction errors is crucial for understanding agency.
- A meta-monitoring ability over internal forward models is hypothesized.
Purpose of the Study:
- To investigate the meta-monitoring of the forward model.
- To examine the implicit evaluation of motor prediction accuracy and felt agency.
- To explore the relationship between accuracy and confidence in decision-making tasks.
Main Methods:
- 105 healthy participants performed a motor control task with self or other visual feedback.
- Assessed accuracy-confidence correlation in mismatch detection and self-other attribution tasks.
- Investigated schizotypal traits in relation to meta-monitoring performance.
Main Results:
- A significant accuracy-confidence correlation was observed in both tasks, supporting meta-monitoring.
- Individuals with lower accuracy and confidence showed higher schizotypal traits.
- The findings indicate an implicit evaluation of forward model accuracy.
Conclusions:
- Humans possess a meta-monitoring ability to evaluate their own forward model's accuracy.
- This ability is linked to confidence in performance and may be impaired in higher schizotypy.
- Understanding this meta-monitoring is key to understanding agency and self-awareness.
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