ReviewAffective science2025
Measuring Arousal: Promises and Pitfalls.
Review in Affective science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 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.
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Who cites it
9 citing papers in PubMed.
- Post-error slowing is modulated by emotional words.Cognitive, affective & behavioral neuroscience · 2026Article
- Emotion in English as a foreign language: Affective ratings for over 2,000 words by college learners.Behavior research methods · 2026Article
- Arousal shapes motivation: an integrative framework for understanding motivational deficits.Translational psychiatry · 2026Review
- Real-time fMRI-triggered experience-sampling: a proof-of-concept study.bioRxiv : the preprint server for biology · 2026Article
- Time to think of love, leisure, terror, and despair: emotional imagery affects temporal cognition.Psychological research · 2026Article
- From physiological workload to motivation during a prolonged trail run: the mediating role of affective valence and arousal.Frontiers in sports and active living · 2026Article
- Neural Sensitivity to the Heartbeat Is Modulated by Fluctuations in Affective Arousal during Spontaneous Thought.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025Article
- Neural sensitivity to the heartbeat is modulated by fluctuations in affective arousal during spontaneous thought.bioRxiv : the preprint server for biology · 2025Article
- Real-time fMRI-triggered experience sampling: A proof-of-concept study.Imaging neuroscience (Cambridge, Mass.)Article
Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The concept of arousal is ubiquitous and has been suggested as a critical component of many mental and physical phenomena, including emotion, behavior, motivation, learning, attention, motor action, and neural activity. In this review, we discuss theoretical, empirical, and analytic challenges to defining and measuring arousal and suggest avenues for future research to address these challenges. We begin by contesting the typically implicit (but occasionally explicit) assumption in the literature that arousal is a unitary construct representing a generalized, organism-wide phenomenon-an assumption evidenced by the common use of a measure from one arousal domain (e.g., motor action or autonomic activity) as a proxy for arousal in another (e.g., subjective experience). We demonstrate that this assumption is not supported by empirical evidence, and that instead arousal is best conceptualized as multidimensional, comprising multiple factors that can manifest variably both within and across individuals. We then discuss the implications, promises, and pitfalls of adopting this perspective for future research on arousal. We argue that it necessitates employing novel methodological approaches, including highly multimodal data collection from individuals across multiple contexts, preferably in variable real-world settings. It also necessitates bringing innovative data-driven analytic techniques to bear. We conclude that future research stands to dramatically reshape the scientific understanding of arousal by conceptualizing it as multifaceted with a manifestation that is variable in the moment and by leveraging emerging technologies and analyses to improve its measurement.
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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.