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Record W7139513607

The Effects of Age, Hearing Loss, and Dual Tasking on Behavioural Performance and Brain Activation in Realistic, Complex Listening and Driving Environment

2025· dissertation· W7139513607 on OpenAlexaff
Katherine Joanne Bak

Bibliographic record

VenueTSpace (University of Toronto) · 2025
Typedissertation
Language
FieldHealth Professions
TopicOlder Adults Driving Studies
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsActive listeningHuman multitaskingHearing lossCognitionTask (project management)Brain activity and meditationAffect (linguistics)Functional near-infrared spectroscopyNeurophysiology
DOInot available

Abstract

fetched live from OpenAlex

Age-related sensory and cognitive changes, particularly age-related hearing loss, can increase listening difficulties and reduce multitasking ability in complex situations like listening while driving. However, few realistic, controlled studies have examined how competing task demands affect differences in behavioural performance and brain activation patterns between younger (YANH) compared to older (OANH) adults with normal hearing and older adults with hearing loss (OAHL). Using a discourse -like speech-in-noise task (Connected Speech Test; CST), a high-fidelity driving simulator, and functional near-infrared spectroscopy (fNIRS), this dissertation investigated how age and hearing loss influence listening and driving performance and brain activation patterns under controlled yet realistic conditions.Few studies have used fNIRS to measure brain activation in older adults during discourse-like speech-in-noise tasks. Therefore, in Chapter 2, under controlled conditions, I explored whether different levels of listening difficulty (signal-to-noise ratios [SNR]) differently affected word recognition accuracy on the CST, brain oxygenation (HbO), and self-reported fatigue in YANH, OANH, and OAHL. Findings showed that YANH had better word recognition, higher HbO, and greater fatigue across SNRs than both older groups. Among older adults, OANH had better word recognition than OAHL, although HbO and fatigue were similar. With foundational understanding of these behavioural and neurophysiological outcomes under highly controlled conditions described in Chapter 2, Chapters 3 and 4 examined how age (Chapter 3) and hearing loss (Chapter 4) influenced behavioural performance and brain activation patterns during the more realistic and complex dual task of listening while driving. Results from Chapter 3 demonstrated that OANH experienced greater dual-task costs to both listening and driving performance than YANH, particularly during complex conditions (lower SNR, City driving). Chapter 4 replicated these findings in OANH and further showed that, although the magnitude of dual-task costs was similar for OAHL and OANH, OAHL performed worse overall on both tasks and exhibited greater increases in neural activation from single- to dual-tasking than OANH. Results suggest that aging and hearing loss affect cognitive resource allocation, reflected in neural activation differences and increased multitasking costs, especially under complex conditions. Findings highlight the need for strategies to reduce cognitive load on listening and driving performance.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.031
GPT teacher head0.312
Teacher spread0.281 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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