ArticleScientific reports2020
Judgments of effort exerted by others are influenced by received rewards.
Article in Scientific reports, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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.
- Computational signatures of exertion and rest underlie moment-to-moment dynamics of subjective perceptions of effort and fatigue.Cognitive, affective & behavioral neuroscience · 2026Article
- Unraveling the impact of cyberporn motivations on mental health: insights from Chinese college students.BMC psychology · 2025Article
- People reward others based on their willingness to exert effort.Journal of experimental social psychology · 2025Article
- The contribution of sensory information asymmetry and bias of attribution to egocentric tendencies in effort comparison tasks.Frontiers in psychology · 2024Article
- Human and macaque pairs employ different coordination strategies in a transparent decision game.eLife · 2023Article
- A computational account of why more valuable goals seem to require more effortful actions.eLife · 2022Article
- Stage 1 Registered Report: How responsibility attributions to self and others relate to outcome ownership in group decisions.Wellcome open research · 2021Article
- Stage 2 Registered Report: How responsibility attributions to self and others relate to outcome ownership in group decisions.Wellcome open research · 2021Article
Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
Estimating invested effort is a core dimension for evaluating own and others' actions, and views on the relationship between effort and rewards are deeply ingrained in various societal attitudes. Internal representations of effort, however, are inherently noisy, e.g. due to the variability of sensorimotor and visceral responses to physical exertion. The uncertainty in effort judgments is further aggravated when there is no direct access to the internal representations of exertion - such as when estimating the effort of another person. Bayesian cue integration suggests that this uncertainty can be resolved by incorporating additional cues that are predictive of effort, e.g. received rewards. We hypothesized that judgments about the effort spent on a task will be influenced by the magnitude of received rewards. Additionally, we surmised that such influence might further depend on individual beliefs regarding the relationship between hard work and prosperity, as exemplified by a conservative work ethic. To test these predictions, participants performed an effortful task interleaved with a partner and were informed about the obtained reward before rating either their own or the partner's effort. We show that higher rewards led to higher estimations of exerted effort in self-judgments, and this effect was even more pronounced for other-judgments. In both types of judgment, computational modelling revealed that reward information and sensorimotor markers of exertion were combined in a Bayes-optimal manner in order to reduce uncertainty. Remarkably, the extent to which rewards influenced effort judgments was associated with conservative world-views, indicating links between this phenomenon and general beliefs about the relationship between effort and earnings in society.
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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.