ArticleMolecular psychiatry2021
Precision weighting of cortical unsigned prediction error signals benefits learning, is mediated by dopamine, and is impaired in psychosis.
Article in Molecular psychiatry, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 63 papers, 1 of them a synthesis that pooled it.
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Who cites it
63 citing papers in PubMed, 1 synthesis or guideline pooled it, 104 citations in OpenAlex.
- Differential Associations of Dopamine and Serotonin With Reward and Punishment Processes in Humans: A Systematic Review and Meta-Analysis.JAMA psychiatry · 2025Pooled it
- Toward a Pluralistic Model for the Schizophrenia Spectrum-Dopamine and Beyond.JAMA psychiatry · 2026Review
- A Dual Prediction Error Populations Model of Schizophrenia Spectrum Disorders: Bridging NMDA Hypofunction and Gain Hyperfunction.Schizophrenia bulletin · 2026Article
- Human hippocampal ripples tune cortical responses based on predicted uncertainty.Nature neuroscience · 2026Article
- The primate claustrum as a hub for precision weighting of prediction errors across the cortical hierarchy.PLoS biology · 2026Article
- Seeing Through Feeling: Dynamic Interplay Between Emotion and Visual Perception.Brain sciences · 2026Review
- From neuroinflammation to neural inference: computational psychiatry meets precision medicine.Schizophrenia (Heidelberg, Germany) · 2026Review
- Dopamine in the Nucleus Accumbens Signals Salience of Auditory Deviance.The European journal of neuroscience · 2026Article
- Article
- The phantastic organ: predictive processing in the brain.Frontiers in psychology · 2026Review
- Altered functional connectivity related to prepulse inhibition in functional movement disorder.NeuroImage. Clinical · 2026Article
- The informational dysregulation framework of addiction (IDFA): an information-processing model of relapse in opioid use disorder.Frontiers in psychiatry · 2026Article
- Constructing biologically constrained RNNs via Dale's backpropagation and topologically informed pruning.Science advances · 2025Article
- Neuro- and social-cognition in schizotypal personality disorder and schizophrenia: A spectrum of severity.Psychiatry research · 2025Article
- The Relationship Among Range Adaptation, Social Anhedonia, and Social Functioning: A Combined Magnetic Resonance Spectroscopy and Resting-State fMRI Study.Schizophrenia bulletin · 2025Article
- CONSTRUCTING BIOLOGICALLY CONSTRAINED RNNS VIA DALE'S BACKPROP AND TOPOLOGICALLY-INFORMED PRUNING.bioRxiv : the preprint server for biology · 2025Article
- Predictive coding in psychopathology: mechanistic model or metaphorical re-description?Frontiers in human neuroscience · 2025Review
- "Hell is other people". Schizophrenia and urbanicity in the light of predictive coding theory.Frontiers in psychiatry · 2025Article
- How Layer-Specific fMRI Can Contribute to Understanding Perceptual Disturbances Across Psychiatric Disorders.Current topics in behavioral neurosciences · 2025Review
- Neural correlates of uncertainty processing in psychosis spectrum disorder.Brain communications · 2025Article
3 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
11 authors at 3 institutions in 2 countries.
Funding
Abstract
Recent theories of cortical function construe the brain as performing hierarchical Bayesian inference. According to these theories, the precision of prediction errors plays a key role in learning and decision-making, is controlled by dopamine and contributes to the pathogenesis of psychosis. To test these hypotheses, we studied learning with variable outcome-precision in healthy individuals after dopaminergic modulation with a placebo, a dopamine receptor agonist bromocriptine or a dopamine receptor antagonist sulpiride (dopamine study n = 59) and in patients with early psychosis (psychosis study n = 74: 20 participants with first-episode psychosis, 30 healthy controls and 24 participants with at-risk mental state attenuated psychotic symptoms). Behavioural computational modelling indicated that precision weighting of prediction errors benefits learning in health and is impaired in psychosis. FMRI revealed coding of unsigned prediction errors, which signal surprise, relative to their precision in superior frontal cortex (replicated across studies, combined n = 133), which was perturbed by dopaminergic modulation, impaired in psychosis and associated with task performance and schizotypy (schizotypy correlation in 86 healthy volunteers). In contrast to our previous work, we did not observe significant precision-weighting of signed prediction errors, which signal valence, in the midbrain and ventral striatum in the healthy controls (or patients) in the psychosis study. We conclude that healthy people, but not patients with first-episode psychosis, take into account the precision of the environment when updating beliefs. Precision weighting of cortical prediction error signals is a key mechanism through which dopamine modulates inference and contributes to the pathogenesis of psychosis.
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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.