ArticleFrontiers in human neuroscience2025
Evaluating multimodal physiological signals for fear detection: relative utility of pupillometry, heart rate, and EEG.
Article in Frontiers in human neuroscience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Physiological Signatures of Emotional Processing via Pupil Diameter, Galvanic Skin Response, and Gaze Behavior: A Pilot Study.Journal of eye movement research · 2026Article
- Effect of live video output display of dental operating microscope on patient anxiety during restorative treatment: A comparative clinical study.Journal of conservative dentistry and endodontics · 2026Article
- VRSPi: towards a neuroadaptive VR exposure therapy system for spider phobia.Frontiers in human neuroscience · 2026Article
- A game-theoretic framework for multimodal information utilization under heterogeneous processing environments in neuroscience and perception science.Frontiers in neuroscience · 2026Article
- Evaluation of interactive digital art healing effects based on multi modal physiological signals and generative adversarial networks (GANs): an empirical study of the neural mechanisms of emotion regulation.Frontiers in psychology · 2026Article
- Capturing the multimodal dynamics of acute stress responses: Evidence from the Montreal Imaging Stress Task (MIST).International journal of clinical and health psychology : IJCHPArticle
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Authors and funding
7 authors.
Funding
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Abstract
Introduction: Fear is a fundamental emotion essential for survival; however, excessive fear can lead to anxiety disorders and other adverse consequences. Monitoring fear states is crucial for timely intervention and improved mental well-being. Although functional magnetic resonance imaging (fMRI) has provided valuable insights into the neural networks associated with fear, its high cost and environmental constraints limit its practical application in daily life. Electroencephalography (EEG) offers a more accessible alternative but struggles to capture deep brain activity. Physiological measures such as pupil dynamics and heart rate can provide indirect insights into these deeper processes, yet they are often studied in isolation. In this context, we aimed to evaluate the practical effectiveness and limitations of a multimodal approach that combines pupil dynamics and heart rate-indirect indicators of deep brain activity-with EEG, a temporally precise but spatially limited measure of cortical responses. Methods: We simultaneously recorded EEG, pupillometry, and heart rate in 40 healthy male participants exposed to fear-inducing and neutral visual stimuli, while also assessing their psychological states. Results: Fear-inducing stimuli elicited distinct physiological responses, including increased occipital theta power, pupil dilation, and decreased heart rate. Notably, pupil size was the most sensitive discriminator of emotional state, though the integration of modalities yielded only limited improvement in classification accuracy. Discussion: These findings provide empirical support for the feasibility of multimodal physiological monitoring of fear and underscore the need for further refinement for real-world applications.
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