Acoustic Measures of Voice and Physiologic Measures of Autonomic Arousal during Speech as a Function of Cognitive Load
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Objectives/hypothesis This study aimed to determine the relationship among cognitive load condition and measures of autonomic arousal and voice production in healthy adults. Study design A prospective study design was conducted. Methods Sixteen healthy young adults (eight men, eight women) produced a sentence containing an embedded Stroop task in each of two cognitive load conditions: congruent and incongruent. In both conditions, participants said the font color of the color words instead of the word text. In the incongruent condition, font color differed from the word text, creating an increase in cognitive load relative to the congruent condition in which font color and word text matched. Three physiologic measures of autonomic arousal (pulse volume amplitude, pulse period, and skin conductance response amplitude) and four acoustic measures of voice (sound pressure level, fundamental frequency, cepstral peak prominence, and low-to-high spectral energy ratio) were analyzed for eight sentence productions in each cognitive load condition per participant. Results A logistic regression model was constructed to predict the cognitive load condition (congruent or incongruent) using subject as a categorical predictor and the three autonomic measures and four acoustic measures as continuous predictors. It revealed that skin conductance response amplitude, cepstral peak prominence, and low-to-high spectral energy ratio were significantly associated with cognitive load condition. Conclusions During speech produced under increased cognitive load, healthy young adults show changes in physiologic markers of heightened autonomic arousal and acoustic measures of voice quality. Future work is necessary to examine these measures in older adults and individuals with voice disorders.
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Speech under cognitive stress was associated with increases in sympathetic indices and subtle alterations in voice quality.
“Speech under cognitive stress was associated with increases in sympathetic indices and subtle alterations in voice quality.”
From Mapping the Neurophysiological Link Between Voice and Autonomic Function: A Scoping Review (2025) · cites this paper as [28]
MacPherson et al. (2017) found that associations between autonomic and vocal measures did not reach statistical significance.
“These changes were documented by MacPherson and colleagues (2017), who found that associations between autonomic and vocal measures did not reach statistical significance [28].”
From Mapping the Neurophysiological Link Between Voice and Autonomic Function: A Scoping Review (2025) · cites this paper as [28]
The Results report that an autonomic measure and two vocal measures were each significantly associated with cognitive-load condition, not that associations between autonomic and vocal measures were tested. A search for correlations or significance tests directly linking those measures found no such result in our copy. (LLM, conf=0.76)
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Effects of Cognitive Stress on Voice Acoustics in Individuals With Hyperfunctional Voice Disorders
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Self-citationPhysiological Correlates of Fluent and Stuttered Speech Production in Preschool Children Who Stutter
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Human Voice as a Measure of Mental Load Level
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Multimodal Physiological Analysis of Impact of Emotion on Cognitive Control in VR
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Bidirectional Interference Between Simulated Driving and Speaking
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Cognitive Load Assessment of Air Traffic Controller Based on SCNN-TransE Network Using Speech Data
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The efficacy of memory load on speech-based detection of Alzheimer’s disease
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Influence of Cognitive Load on Voice Production: A Scoping Review
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Syntax, stress and cognitive load, or on syntactic processing in simultaneous interpreting
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Effects of a Concurrent Working Memory Task on Speech Acoustics in Parkinson's Disease
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Self-citationEmotional Effects in Object Recognition by the Visually Impaired People in Grocery Shopping
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Self-citationExploring the effect of transient cognitive load on bodily arousal and secondary task performance
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Classification of cognitive load using voice features: A preliminary investigation
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Mapping the Neurophysiological Link Between Voice and Autonomic Function: A Scoping Review
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“These changes were documented by MacPherson and colleagues (2017), who found that associations between autonomic and vocal measures did not reach statistical significance [28].”
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Autonomic Arousal During Speech Production and Sensorimotor Adaptation
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On-Body Monitoring of Voice-Based Cognitive Load Features in an Auditory Working Memory Task
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Investigating the effect of synchronized movement on toddlers’ word learning
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18 Diagnosis and Differential Diagnosis of Acquired Motor Speech Disorders (Dysarthria, Dyspraxia)
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RetractedThe Role of Autonomic Nervous System in Pain Chronicity
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Inhibitory modulation of speech trajectories: Evidence from a vowel-modified Stroop task
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The Role of the Vagus Nerve in Speaking and Singing
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Effects of different cognitive functions on acoustic voice parameters in young adults
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How native-like do conference interpreters sound in L2?
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Autonomic Nervous System Dysfunction in Fibromyalgia and Its Effects on Voice
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Chronic Fatigue Syndrome, Depression, Fibromyalgia and Voice
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Voice Outcomes of Clear Speech Cueing in Individuals With Parkinson’s Disease
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Self-citationElectrodermal activity and heart rate as windows into language processing
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The impact of remote communication on voice characteristics in children
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Cross-task Acoustic Parameters as Predictors of Mild Cognitive Impairment
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The Effects of Perspective‐Based Out‐of‐Body Experience in Virtual Reality Public Speaking
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Breathing and verbal fluency performance: An approach across the adult lifespan
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- Authors
- MacPherson, M. K., Abur, D., & Stepp, C. E.
- Affiliations
- Florida State University (US)
- Boston University (US)
- Corresponding author
- MacPherson, Megan K.
- Venue
- Journal of Voice
- Publisher
- Elsevier BV
- Published
- 2017-07
- Volume
- 31
- Issue
- 4
- Pages
- 504.e1-504.e9
- ISSN
- 0892-1997 (ISSN-L)
- PMC
- PMC6081741
- OpenAlex
- W2560443639
- Cited by
- 71
- References
- 88
- Citations by year
- 2026: 7 · 2025: 11 · 2024: 12 · 2023: 11 · 2022: 7 · 2021: 6 · 2020: 6 · 2019: 8 · 2018: 2 · 2017: 1
- FWCI
- 2.95
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Journal of Voice (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Deafness and Other Communication Disorders (DC015570)
- Topics
- Health Sciences › Medicine › Physiology › Voice and Speech Disorders
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Phonetics and Phonology Research
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Keywords
- cognitive load, autonomic arousal, voice quality, acoustic voice analysis, skin conductance response, pulse period, Stroop task, cepstral peak prominence, fundamental frequency, speech production
- MeSH terms
- Adult, Autonomic Nervous System, Cognition, Female, Humans, Male, Prospective Studies, Speech Acoustics, Voice, Young Adult
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