Towards a comprehensive approach for managing transitions of older workers with hearing loss
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Demographic and legislative trends suggest that many older workers may remain at work past the traditional retirement age. This extended work trajectory poses new challenges and opportunities for workers with acquired hearing loss as they age. Workplaces require a new approach to enable transitions of older workers with hearing loss to remain safe and productive. A review of the literature on older workers, those with hearing loss, and strategies used to accommodate them suggests that individualized and piecemeal approaches are predominant. While universal design represents a fresh ideology that may help create more accessible and usable products and environments, its application to improve workplaces for older workers with hearing loss is limited. This paper proposes that occupational science be integrated with knowledge in hearing sciences, accessibility, and usability to assist with the transitions faced by older workers with hearing loss. A more comprehensive approach including the following three key components will be posited to examine the nexus of aging, hearing loss and work: (1) the use of an occupational perspective, along with concepts in hearing sciences to examine hearing demands and improve hearing access; (2) the use of contextual processes to promote physical and social change, and (3) the inclusion of Universal Design for Hearing (UDH) considerations as stakeholders develop more hearing friendly workplaces.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it