Evidence map›Paper›PMID 40605947›Full record

ReviewAffective science2025

Measuring Arousal: Promises and Pitfalls.

Tess Reid, Catie Nielson, Jolie B Wormwood

Abstract readReview
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

  1. Post-error slowing is modulated by emotional words.Cognitive, affective & behavioral neuroscience · 2026
    Article
  2. Article
  3. Review
  4. Real-time fMRI-triggered experience-sampling: a proof-of-concept study.bioRxiv : the preprint server for biology · 2026
    Article
  5. Article
  6. Article
  7. 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 · 2025
    Article
  8. Article
  9. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Tess ReidDepartment of Psychology, University of New Hampshire, Durham, NH 03824 USA.
Catie NielsonDepartment of Psychology, Northeastern University, Boston, MA 02115 USA.
Jolie B WormwoodDepartment of Psychology, University of New Hampshire, Durham, NH 03824 USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

ArousalAutonomic nervous systemData drivenIdeographicMulti-modalPeripheral physiology

Identifiers

PMID40605947
PMCPMC12209062

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.