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Record W4405961832 · doi:10.1093/geroni/igae098.1999

INSIGHTS ON OLDER ADULTS WITH COGNITIVE IMPAIRMENT AND HEARING LOSS: END-USER AND CARE PARTNER PERSPECTIVES

2024· article· en· W4405961832 on OpenAlexaboutno aff
Peter Hope, Carrie L. Nieman, Marcela D. Blinka, Paul Lee, Xin Tu, Natalie Wang, Sevil Yaşar, Esther S. Oh

Bibliographic record

VenueInnovation in Aging · 2024
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsnot available
Fundersnot available
KeywordsCognitive impairmentHearing lossAudiologyCognitionPsychologyCognitive disabilitiesAged careGerontologyDevelopmental psychologyMedicinePsychiatry

Abstract

fetched live from OpenAlex

Abstract Hearing loss is prevalent among persons aging with cognitive impairment and can have significant repercussions for individuals and their care partners. However, hearing aid usage is low among older adults, particularly among individuals with cognitive impairment. To understand the barriers and facilitators to hearing care among persons living with cognitive impairment and their care partner and to inform the development of a hearing care intervention, we conducted 20 semi-structured interviews with 10 participants with cognitive impairment and their care partners. Participants were recruited from the Johns Hopkins Memory and Alzheimer’s Treatment Center. We used heterogeneous purposive sampling to recruit participants from diverse race, ethnicities, education, and income levels. Qualitative content analysis was used to identify themes. Among end-users and care partners, 30% self-identified as African American, 45% as male, and 40% reported less than a college degree. Participants with cognitive impairment had a mean score of 16.8 (SD8.2) on the Montreal Cognitive Assessment and mean speech frequency pure tone average of 44.9 dB HL (SD12.7). End-users and care partners identified barriers to accessing care, including stigma, cost of hearing aids, lack of availability of hearing care, and participants’ denial of hearing difficulties. Suggested facilitators for improving access to hearing care include affordable hearing aids and incorporating hearing screenings into routine care. The participants’ desire to improve communication and care partner support motivate accessing hearing care. Our findings suggest that addressing barriers, promoting affordability, and enhancing accessibility to hearing care are critical in extending care to individuals aging with cognitive impairment.

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)0.010
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.053

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.012
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0090.004
Scholarly communication0.0070.007
Open science0.0010.011
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0040.000

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 head0.024
GPT teacher head0.363
Teacher spread0.339 · 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 designQualitative
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
Published2024
Admission routes1
Has abstractyes

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