ArticleTranslational psychiatry2023
Adaptive learning from outcome contingencies in eating-disorder risk groups.
Article in Translational psychiatry, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
8 citing papers in PubMed, 1 synthesis or guideline pooled it, 10 citations in OpenAlex.
- Altered value-based decision-making in anorexia nervosa: A systematic review.Neuroscience and biobehavioral reviews · 2024Pooled it
- Comparing feedback learning and arousal responses in Down, Fragile X, and Williams syndromes.NPJ science of learning · 2026Article
- Reinforcement Learning and Decision Making in Anorexia Nervosa.Current psychiatry reports · 2025Review
- Examining the biological causes of eating disorders to inform treatment strategies.Nature reviews. Neuroscience · 2025Review
- A nonlinear relationship between prediction errors and learning rates in human reinforcement-learning.PLoS computational biology · 2025Article
- Increasing Response Vigour Under Time Pressure as a Transdiagnostic Marker of Eating Disorders.Computational psychiatry (Cambridge, Mass.) · 2025Review
- Computational Perspectives on Cognition in Anorexia Nervosa: A Systematic Review.Computational psychiatry (Cambridge, Mass.) · 2025Review
- Testing the role of associative learning in evidence-based treatments for anorexia nervosa.The International journal of eating disorders · 2024Review
Corrections and comments
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
Abstract
Eating disorders are characterised by altered eating patterns alongside overvaluation of body weight or shape, and have relatively low rates of successful treatment and recovery. Notably, cognitive inflexibility has been implicated in both the development and maintenance of eating disorders, and understanding the reasons for this inflexibility might indicate avenues for treatment development. We therefore investigate one potential cause of this inflexibility: an inability to adjust learning when outcome contingencies change. We recruited (n = 82) three groups of participants: those who had recovered from anorexia nervosa (RA), those who had high levels of eating disorder symptoms but no formal diagnosis (EA), and control participants (HC). They performed a reinforcement learning task (alongside eye-tracking) in which the volatility of wins and losses was independently manipulated. We predicted that both the RA and EA groups would adjust their learning rates less than the control participants. Unexpectedly, the RA group showed elevated adjustment of learning rates for both win and loss outcomes compared to control participants. The RA group also showed increased pupil dilation to stable wins and reduced pupil dilation to stable losses. Their learning rate adjustment was associated with the difference between their pupil dilation to volatile vs. stable wins. In conclusion, we find evidence that learning rate adjustment is unexpectedly higher in those who have recovered from anorexia nervosa, indicating that the relationship between eating disorders and cognitive inflexibility may be complex. Given our findings, investigation of noradrenergic agents may be valuable in the field of eating disorders.
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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.