ArticleProceedings of the National Academy of Sciences of the United States of America2023
Predictions and rewards affect decision-making but not subjective experience.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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Who cites it
14 citing papers in PubMed.
- Trial-by-trial fluctuations in decision criterion shape confidence.Nature human behaviour · 2026Article
- The act of detecting a stimulus contaminates measures of conscious experience with decision biases.Nature communications · 2026Article
- Type-1 and type-2 decisions feature computational noise of similar magnitude.Communications psychology · 2026Article
- Effects of Expectation, Attention, and NMDA Receptor Blockade on Feedforward and Feedback Processing.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026Article
- Signatures proposed to index perceptual effects emerge in a purely cognitive task.Psychonomic bulletin & review · 2026Article
- Article
- A Bayesian hierarchical model of trial-to-trial fluctuations in decision criterion.PLoS computational biology · 2025Article
- Pre-stimulus beta power mediates explicit and implicit perceptual biases in distinct cortical areas.Communications psychology · 2025Article
- Criterion placement threatens the construct validity of neural measures of consciousness.eLife · 2025Article
- Confidence reports during perceptual decision making dissociate from changes in subjective experience.Communications psychology · 2025Article
- Rewarding animals based on their subjective percepts is enabled by online Bayesian estimation of perceptual biases.PLoS biology · 2025Article
- Dynamics of sensory and decisional biases in perceptual decision making: Insights from the face distortion illusion.Psychonomic bulletin & review · 2025Article
- Catecholaminergic neuromodulation and selective attention jointly shape perceptual decision-making.eLife · 2023Article
- Predictions and rewards affect decision-making but not subjective experience.Proceedings of the National Academy of Sciences of the United States of America · 2023Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
To survive, organisms constantly make decisions to avoid danger and maximize rewards in information-rich environments. As a result, decisions about sensory input are not only driven by sensory information but also by other factors, such as the expected rewards of a decision (known as the payoff matrix) or by information about temporal regularities in the environment (known as cognitive priors or predictions). However, it is unknown to what extent these different types of information affect subjective experience or whether they merely result in nonperceptual response criterion shifts. To investigate this question, we used three carefully matched manipulations that typically result in behavioral shifts in decision criteria: a visual illusion (Müller-Lyer condition), a punishment scheme (payoff condition), and a change in the ratio of relevant stimuli (base rate condition). To gauge shifts in subjective experience, we introduce a task in which participants not only make decisions about what they have just seen but are also asked to reproduce their experience of a target stimulus. Using Bayesian ordinal modeling, we show that each of these three manipulations affects the decision criterion as intended but that the visual illusion uniquely affects sensory experience as measured by reproduction. In a series of follow-up experiments, we use computational modeling to show that although the visual illusion results in a distinct drift-diffusion (DDM) parameter profile relative to nonsensory manipulations, reliance on DDM parameter estimates alone is not sufficient to ascertain whether a given manipulation is perceptual or nonperceptual.
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Registered trials
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.