ArticleCognitive, affective & behavioral neuroscience2020
The influence of internal models on feedback-related brain activity.
Article in Cognitive, affective & behavioral neuroscience, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 15 citations in OpenAlex.
- Dissecting the interplay of model-based control, impulsivity and compulsivity on self-control in daily life.Scientific reports · 2026Article
- Age differences in socio-emotional feedback processing during learning: an ERP study.Frontiers in aging neuroscience · 2026Article
- The impact of emotional feedback in learning easy and difficult tasks - an ERP study.Cognitive, affective & behavioral neuroscience · 2025Article
- Global neural encoding of behavioral strategies in mice during perceptual decision-making task with two different sensory patterns.iScience · 2024Article
- On the effects of impulsivity and compulsivity on neural correlates of model-based performance.Scientific reports · 2024Article
- Article
- The Hippocampus in Pigeons Contributes to the Model-Based Valuation and the Relationship between Temporal Context States.Animals : an open access journal from MDPI · 2024Article
- What is left after an error? Towards a comprehensive account of goal-based binding and retrieval.Attention, perception & psychophysics · 2023Article
- The potential application of event-related potentials to enhance research on reward processes in eating disorders.The International journal of eating disorders · 2022Review
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Authors and funding
3 authors at 1 institution in 1 country.
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No grant is acknowledged in the PubMed record.
Abstract
Decision making relies on the interplay between two distinct learning mechanisms, namely habitual model-free learning and goal-directed model-based learning. Recent literature suggests that this interplay is significantly shaped by the environmental structure as represented by an internal model. We employed a modified two-stage but one-decision Markov decision task to investigate how two internal models differing in the predictability of stage transitions influence the neural correlates of feedback processing. Our results demonstrate that fronto-central theta and the feedback-related negativity (FRN), two correlates of reward prediction errors in the medial frontal cortex, are independent of the internal representations of the environmental structure. In contrast, centro-parietal delta and the P3, two correlates possibly reflecting feedback evaluation in working memory, were highly susceptible to the underlying internal model. Model-based analyses of single-trial activity showed a comparable pattern, indicating that while the computation of unsigned reward prediction errors is represented by theta and the FRN irrespective of the internal models, the P3 adapts to the internal representation of an environment. Our findings further substantiate the assumption that the feedback-locked components under investigation reflect distinct mechanisms of feedback processing and that different internal models selectively influence these mechanisms.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.