ArticlePsychological medicine2024
Major depression symptom severity associations with willingness to exert effort and patch foraging strategy.
Article in Psychological medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed.
- Noninvasive Brain Stimulation over the Frontopolar Cortex Promotes Willingness to Exert Cognitive Effort in a Foraging-Like Sequential Choice Task.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025Trial
- Reward pursuit during a translational reward task correlates with anhedonia reductions following rTMS in patients with major depressive disorder.Translational psychiatry · 2026Article
- Decisional reference point pathology: A cognitive mechanism for and a correlate of major depressive disorder in humans.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- The cognitive and motor determinants of the perception of effort.Cognitive, affective & behavioral neuroscience · 2026Article
- Shared and distinct features of common effort-based decision-making paradigms and their relation to brain structure and neuropsychiatric conditions: An integrated narrative review.Cognitive, affective & behavioral neuroscience · 2026Review
- Exerting effort for non-instrumental information under risk.Scientific reports · 2026Article
- Easy or difficult? Investigating perceived ease of changing eating and physical activity behaviors.Applied psychology. Health and well-being · 2026Article
- The kynurenine pathway in depression and schizophrenia: convergent signals, divergent states, and clinical signatures.EXCLI journal · 2026Review
- Characterising negative symptoms in schizophrenia: CHANSS study protocol.BJPsych open · 2025Article
- Computational Phenotyping of Effort-Based Decision Making in Unmedicated Adults With Remitted Depression.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2025Article
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Abstract
backgroundIndividuals with major depressive disorder (MDD) can experience reduced motivation and cognitive function, leading to challenges with goal-directed behavior. When selecting goals, people maximize 'expected value' by selecting actions that maximize potential reward while minimizing associated costs, including effort 'costs' and the opportunity cost of time. In MDD, differential weighing of costs and benefits are theorized mechanisms underlying changes in goal-directed cognition and may contribute to symptom heterogeneity.
methodsWe used the Effort Foraging Task to quantify cognitive and physical effort costs, and patch leaving thresholds in low effort conditions (reflecting perceived opportunity cost of time) and investigated their shared versus distinct relationships to clinical features in participants with MDD (
resultsContrary to our predictions, none of the decision-making measures differed with MDD diagnosis. However, each of the measures was related to symptom severity, over and above effects of ability (i.e. performance). Greater anxiety symptoms were selectively associated with
conclusionsMarkers of effort-based decision-making may inform understanding of MDD heterogeneity. Increased willingness to exert cognitive effort may contribute to anxiety symptoms such as worry. Decreased leaving threshold associations with symptom severity are consistent with reward rate-based accounts of reduced vigor in MDD. Future research should address subtypes of depression with or without anxiety, which may relate differentially to cognitive effort decisions.
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