ArticleJournal of the Royal Society, Interface2021
Using metabolic energy to quantify the subjective value of physical effort.
Article in Journal of the Royal Society, Interface, 2021. 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
8 citing papers in PubMed.
- Rapid dopaminergic signatures in movement: Reach vigor reflects reward prediction error and learned expectation.Science advances · 2026Article
- Rapid Dopaminergic Signatures in Movement: Reach Vigor Reflects Reward Prediction Error and Learned Expectation.bioRxiv : the preprint server for biology · 2025Article
- Physical effort precrastination determines preference in an isometric task.Journal of neurophysiology · 2024Article
- An Integrated Perspective of Effort and Perception of Effort.Sports medicine (Auckland, N.Z.) · 2024Review
- Disentangling the effects of metabolic cost and accuracy on movement speed.PLoS computational biology · 2024Article
- Explicit effort may not influence perceptuomotor decision-making.Experimental brain research · 2023Article
- Metabolic costs of walking and arm reaching in persons with mild multiple sclerosis.Journal of neurophysiology · 2023Article
- Article
Corrections and comments
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Authors and funding
2 authors.
Funding
Abstract
Economists have known for centuries that to understand an individual's decisions, we must consider not only the objective value of the goal at stake, but its subjective value as well. However, achieving that goal ultimately requires expenditure of effort. Surprisingly, despite the ubiquitous role of effort in decision-making and movement, we currently do not understand how effort is subjectively valued in daily movements. Part of the difficulty arises from the lack of an objective measure of effort. Here, we use a physiological approach to address this knowledge gap. We quantified objective effort costs by measuring metabolic cost via expired gas analysis as participants performed a reaching task against increasing resistance. We then used neuroeconomic methods to quantify each individual's subjective valuation of effort. Rather than the diminishing sensitivity observed in reward valuation, effort was valued objectively, on average. This is significantly less than the near-quadratic sensitivity to effort observed previously in force-based motor tasks. Moreover, there was significant inter-individual variability with many participants undervaluing or overvaluing effort. These findings demonstrate that in contrast with monetary decisions in which subjective value exhibits diminishing marginal returns, effort costs are valued more objectively in low-effort reaching movements common in daily life.
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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.