ArticlePsychological medicine2022
Latent cause inference during extinction learning in trauma-exposed individuals with and without PTSD.
Article in Psychological medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed, 27 citations in OpenAlex.
- Cognitive modeling of real-world behavior for understanding mental health.Trends in cognitive sciences · 2026Review
- Humans and neural networks show similar patterns of transfer and interference during continual learning.Nature human behaviour · 2026Article
- Misclassification in memory modification ineLife · 2025Article
- Integrating and fragmenting memories under stress and alcohol.Neurobiology of stress · 2024Article
- Blocked training facilitates learning of multiple schemas.Communications psychology · 2024Article
- The utility of a latent-cause framework for understanding addiction phenomena.Addiction neuroscience · 2024Article
- Latent-state and model-based learning in PTSD.Trends in neurosciences · 2024Review
- Trait anxiety is associated with hidden state inference during aversive reversal learning.Nature communications · 2023Article
- Anxiety as a disorder of uncertainty: implications for understanding maladaptive anxiety, anxious avoidance, and exposure therapy.Cognitive, affective & behavioral neuroscience · 2023Article
- Computational Mechanisms of Addiction and Anxiety: A Developmental Perspective.Biological psychiatry · 2023Review
- Computational perspectives on human fear and anxiety.Neuroscience and biobehavioral reviews · 2023Review
- The challenges of lifelong learning in biological and artificial systems.Trends in cognitive sciences · 2022Article
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Authors and funding
7 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundProblems in learning that sights, sounds, or situations that were once associated with danger have become safe (extinction learning) may explain why some individuals suffer prolonged psychological distress following traumatic experiences. Although simple learning models have been unable to provide a convincing account of why this learning fails, it has recently been proposed that this may be explained by individual differences in beliefs about the causal structure of the environment.
methodsHere, we tested two competing hypotheses as to how differences in causal inference might be related to trauma-related psychopathology, using extinction learning data collected from clinically well-characterised individuals with varying degrees of post-traumatic stress (
resultsIndividuals with more severe PTSD were more likely to assign observations from conditioning and extinction stages to a single underlying cause. Specifically, greater re-experiencing symptom severity was associated with a lower likelihood of inferring that multiple causes were active in the environment.
conclusionsWe interpret these results as providing evidence of a primary deficit in discriminative learning in participants with more severe PTSD. Specifically, a tendency to attribute a greater diversity of stimulus configurations to the same underlying cause resulted in greater uncertainty about stimulus-outcome associations, impeding learning both that certain stimuli were safe, and that certain stimuli were no longer dangerous. In the future, better understanding of the role of causal inference in trauma-related psychopathology may help refine cognitive therapies for these disorders.
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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.