MétaCan
Menu
← Back to cohort
Record W4297893197 · doi:10.21203/rs.3.rs-1763887/v1

Prevalence and factors associated with frailty in older adults from the Kenyan coast

2022· preprint· en· W4297893197 on OpenAlexaboutno aff
Patrick N. Mwangala, Carophine Nasambu, Ryan G. Wagner, Charles R. Newton, Amina Abubakar

Bibliographic record

VenueResearch Square · 2022
Typepreprint
Languageen
FieldMedicine
TopicFrailty in Older Adults
Canadian institutionsnot available
FundersAlliance for Accelerating Excellence in Science in AfricaMedical Research CouncilNew Partnership for Africa's DevelopmentDepartment for International DevelopmentNational Research FoundationAfrican Academy of SciencesEuropean CommissionGovernment of the United KingdomEuropean and Developing Countries Clinical Trials PartnershipWellcome Trust
KeywordsKenyaGerontologyGeographyMedicineEnvironmental healthDemographyPsychologyPolitical scienceSociology

Abstract

fetched live from OpenAlex

Abstract Background: The burden and determinants of frailty in sub-Saharan Africa (SSA) are largely unknown despite a rapidly aging population in the region. To address the gap in Kenya, we: a) determined the prevalence of frailty among older adults living with HIV (OALWH) and compared to their uninfected peers; b) investigated HIV status as an independent predictor of frailty in the older adults; c) investigated the correlates of frailty in these adults. Methods: This cross-sectional study was conducted between 2020 and 2021 at the Kenyan coast among 440 older adults aged ≥50 years (257 OALWH). Frailty was assessed using the Reported Edmonton Frail Scale, which comprises nine domains of frailty, including cognition, general health status, functional independence, social support, medication use, nutrition, mood, continence, and self-reported functional performance. We also collected biopsychosocial information from the respondents. Logistic regression was used to examine the correlates of frailty. Results: The prevalence of frailty was significantly higher among OALWH (24%) compared to their uninfected peers (13%), p<0.01. However, after adjusting for biopsychosocial factors, HIV seropositivity was not independently associated with frailty. Among OALWH, sleeping difficulties, ageism, higher waist/hip ratio, visiting traditional healers, a history of combination antiretroviral therapy (cART) regimen change/interruption and prolonged illness following HIV diagnosis were significantly associated with higher odds of frailty. Residing in larger households, higher household income, having a social network of friends, and light physical activities were significantly associated with reduced odds of frailty. Among HIV uninfected older adults, sleeping difficulties, self-reported diabetes and light physical activities were significantly associated with elevated odds of frailty, while being male was significantly associated with reduced odds of frailty. Conclusions: The prevalence of frailty is elevated among older adults living with HIV when compared to their uninfected peers; however, factors other than HIV are predominant, particularly psychosocial factors. Our findings provide the foundation for further research on frailty and developing culturally appropriate interventions and healthcare strategies to prevent, delay and manage frailty at the Kenyan Coast and other similar settings.

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 score0.043
Threshold uncertainty score0.085

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.001
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 head0.077
GPT teacher head0.374
Teacher spread0.297 · 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

Citations2
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueResearch Square→Same topicFrailty in Older Adults→French-language works237,207→