Reliability and generalizability of neural speech tracking in younger and older adults
Abstract
Neural tracking of continuous, spoken speech is increasingly used to examine how the brain encodes speech and is considered a potential clinical biomarker, for example, for age-related hearing loss. A biomarker must be reliable (intra-class correlation [ICC] >0.7), but the reliability of neural-speech tracking is unclear. In the current study, younger and older adults (different genders) listened to stories in two separate sessions while electroencephalography (EEG) was recorded in order to investigate the reliability and generalizability of neural speech tracking. Neural speech tracking was larger for older compared to younger adults for stories under clear and background noise conditions, consistent with a loss of inhibition in the aged auditory system. For both age groups, reliability for neural speech tracking was lower than the reliability of neural responses to noise bursts (ICC >0.8), which we used as a benchmark for maximum reliability. The reliability of neural speech tracking was moderate (ICC [~]0.5-0.75) but tended to be lower for younger adults when speech was presented in noise. Neural speech tracking also generalized moderately across different stories (ICC [~]0.5-0.6), which appeared greatest for audiobook-like stories spoken by the same person. This indicates that a variety of stories could possibly be used for clinical assessments. Overall, the current data provide results critical for the development of a biomarker of speech processing, but also suggest that further work is needed to increase the reliability of the neural-tracking response to meet clinical standards. Significance statementNeural speech tracking approaches are increasingly used in research and considered a biomarker for impaired speech processing. A biomarker needs to be reliable, but the reliability of neural speech tracking is unclear. The current study shows in younger and older adults that the neural-tracking response is moderately reliable (ICC [~]0.5-0.75), although more variable in younger adults, and that the tracking response also moderately generalize across different stories (ICC [~]0.5-0.6), especially for audiobook-like stories spoken by the same person. The current data provide results critical for the development of a biomarker of speech processing, but also suggest that further work is needed to increase the reliability of the neural-tracking response to meet clinical standards.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 26
- FWCI
- 3.88
- Field percentile
- top 5%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Age-related differences in the impact of background noise on neural speech tracking
Björn Herrmann·Neurobiology of AgingPeer-reviewed·Jun 3, 2025
- Older adults show overexaggerated and larger noise-related degradation in their neural tracking of speech
Jessica A. MacLean, Gavin M. Bidelman·bioRxiv·Jul 3, 2026
- Neural tracking of linguistic speech representations decreases with advancing age
Marlies Gillis, Jill Kries, … Tom Francart·bioRxiv·Jul 29, 2022
- Amplified cortical tracking of word-level features of continuous competing speech in older adults
Juraj Mesík, Lucia Ray, Magdalena Wojtczak·Frontiers in NeurosciencePeer-reviewed·Apr 1, 2021
- Delta-band neural envelope tracking predicts speech intelligibility in noise in preschoolers
Tilde Van Hirtum, Ben Somers, … Tom Francart·Hearing ResearchPeer-reviewed·May 7, 2023
- Evidence for enhanced neural tracking of the speech envelope underlying age-related speech-in-noise difficulties
Lien P. Decruy, Jonas Vanthornhout, Tom Francart·Journal of NeurophysiologyPeer-reviewed·May 29, 2019