ArticlePLoS biology2022
The effect of apathy and compulsivity on planning and stopping in sequential decision-making.
Article in PLoS biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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Who cites it
17 citing papers in PubMed.
- Obsessive-compulsive tendencies shift the balance between competitive neurocognitive functions.iScience · 2026Article
- On the relationships between apathy, depression and anhedonia.Journal of neurology, neurosurgery, and psychiatry · 2026Article
- Inhibitory control deficits and ventral attention network alterations linked to apathy in schizophrenia.Translational psychiatry · 2026Article
- Decision context and neurobehavioural disturbance in Huntington's disease.Cognitive, affective & behavioral neuroscience · 2026Article
- Distinct Computational Mechanisms of Uncertainty Processing Explain Opposing Exploratory Behaviors in Anxiety and Apathy.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2025Article
- A Foraging-Theory-Based Model Captures the Spectrum of Human Behavioral Diversity in Sequential Decision Making.bioRxiv : the preprint server for biology · 2025Article
- Article
- Emotions and individual differences shape human foraging under threat.Nature. Mental health · 2025Article
- Biased expectations about future choice options predict sequential economic decisions.Communications psychology · 2024Article
- Information search under uncertainty across transdiagnostic psychopathology and healthy ageing.Translational psychiatry · 2024Article
- General mechanisms of task engagement in the primate frontal cortex.Nature communications · 2024Article
- Probing apathy in children and adolescents with the Apathy Motivation Index-Child version.Behavior research methods · 2024Article
- Is Apathy a New Risk Factor for Adverse Health Outcomes Among Older Adults With CKD?American journal of kidney diseases : the official journal of the National Kidney Foundation · 2024Article
- How does apathy impact exploration-exploitation decision-making in older patients with neurocognitive disorders?npj aging · 2023Article
- Identifying Transdiagnostic Mechanisms in Mental Health Using Computational Factor Modeling.Biological psychiatry · 2023Review
- Reflecting on 2022.PLoS biology · 2022Article
- Premiering pre-registration at PLOS Biology.PLoS biology · 2022Article
Corrections and comments
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Authors and funding
4 authors.
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Abstract
Real-life decision-making often comprises sequences of successive decisions about whether to take opportunities as they are encountered or keep searching for better ones instead. We investigated individual differences related to such sequential decision-making and link them especially to apathy and compulsivity in a large online sample (discovery sample: n = 449 and confirmation sample: n = 756). Our cognitive model revealed distinct changes in the way participants evaluated their environments and planned their own future behaviour. Apathy was linked to decision inertia, i.e., automatically persisting with a sequence of searches for longer than appropriate given the value of searching. Thus, despite being less motivated, they did not avoid the effort associated with longer searches. In contrast, compulsivity was linked to self-reported insensitivity to the cost of continuing with a sequence of searches. The objective measures of behavioural cost insensitivity were clearly linked to compulsivity only in the discovery sample. While the confirmation sample showed a similar effect, it did not reach significance. Nevertheless, in both samples, participants reported awareness of such bias (experienced as "overchasing"). In addition, this awareness made them report preemptively avoiding situations related to the bias. However, we found no evidence of them actually preempting more in the task, which might mean a misalignment of their metacognitive beliefs or that our behavioural measures were incomplete. In summary, individual variation in distinct, fundamental aspects of sequential decision-making can be linked to variation in 2 measures of behavioural traits associated with psychological illness in the normal population.
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