MétaCan
Menu
← Back to cohort
Record W7117249666 · doi:10.1002/alz70858_096771

Whispers of Memory: How families navigate Dementia support beyond the Biomedical Lens in Nigeria

2025· article· en· W7117249666 on OpenAlexaff
Oluwagbemiga Oyinlola, Sussman Tamara, Magnus Mfoafo‐M’Carthy, Lawrence A. Adebusoye

Bibliographic record

VenueAlzheimer s & Dementia · 2025
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsWilfrid Laurier UniversityMcGill University
Fundersnot available
KeywordsDementiaVariety (cybernetics)YorubaLens (geology)Through-the-lens metering

Abstract

fetched live from OpenAlex

BACKGROUND: Research on the experiences of caring for persons with dementia in African regions has tended to focus on caregivers' perceptions and experiences of using biomedical services and supports such as hospital centres. While valuable, this focus provides an incomplete picture, neglecting the broader network of support that caregivers rely upon. This study aims to investigate how all systems of support accessed by Yoruba caregivers in Nigeria work together to shape understanding of dementia and caregiving experiences. METHOD: This study used the interpretive phenomenology approach to understand the lived experiences of Yoruba families supporting persons with dementia (n = 15). Semi-structured interviews (family dialogue) were conducted in the houses of these families in the presence of persons with dementia. All interviews were audio-recorded, transcribed, translated, and reflexively analyzed using emergent themes. RESULT: While urban families (n = 11) benefited from structured hospital care (n = 10), rural families (4) relied heavily on traditional/faith-based healers, neighbours, landlord associations and community elders. Families tended to seek help only in the later stages of dementia when behaviours had become more challenging. The types of services accessed appeared to be influenced by perceptions of dementia, geographical location (rural versus urban) and the advice given by trusted others. No matter where families sought assistance, they tended to feel supported when they received practical tips and guidance on how to best support their relatives with dementia. Those accessing traditional or faith-based healing reported the additional benefits of spiritual guidance, hope, and a sense of community belonging. CONCLUSION: Our findings suggest the importance of improving dementia awareness amongst Yoruba caregivers in Nigeria so that help can be accessed sooner. It further suggests that improving caregivers' access to a variety of faith-based traditional and medical supports may go a long way in improving caregivers' experiences in supporting persons with dementia.

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)0.002
metaresearch head score (Gemma)0.006
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 score0.022
Threshold uncertainty score0.044

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0090.005
Scholarly communication0.0030.003
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.019
GPT teacher head0.302
Teacher spread0.283 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueAlzheimer s & Dementia→Same topicDementia and Cognitive Impairment Research→French-language works237,207→