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Record W3041545070

The Association Between Social Support Availability and Memory: A Cross-Sectional Analysis of the Canadian Longitudinal Study on Aging

2020· dissertation· en· W3041545070 on OpenAlexaboutno aff
Avery Ohman

Bibliographic record

VenueUWSpace (University of Waterloo) · 2020
Typedissertation
Languageen
FieldSocial Sciences
TopicHealth disparities and outcomes
Canadian institutionsnot available
FundersVelux Stiftung
KeywordsAssociation (psychology)Cross-sectional studyGerontologyPsychologyEnvironmental healthMedicinePathology
DOInot available

Abstract

fetched live from OpenAlex

Population aging leads to a rise in the prevalence of age-related cognitive decline. While some declines in the memory domain of cognitive function are expected as people age, deterioration beyond a certain point may reduce functional ability and independence, and increase the risk of dementia. Therefore, it is critical to gain a better understanding of the protective and risk factors for memory function to promote better health throughout the aging process. \nSocial support is a modifiable psychosocial factor that has been shown to be positively associated with the maintenance of cognitive function. However, little evidence on this topic has been gathered from large-scale, population-based studies that include middle- and older-aged adults, leading to a gap in the understanding of the nature of this association. \nThe objective of this study was to investigate the relationship between social support availability (SSA) and memory function using data from the Comprehensive Cohort of the Canadian Longitudinal Study on Aging (CLSA). This thesis used multiple linear regression to explore the association between SSA (measured using the 19-item Medical Outcomes Study-Social Support Survey) and memory (measured using the immediate and delayed recall Rey Auditory Verbal Learning Test), controlling for covariates including sociodemographic factors, health-related factors, depressive symptoms, and health behaviours. \nResults show that overall, there is a significant positive association between SSA (overall and subtypes) and memory function, both before and after adjusting for covariates. For sex-stratified analyses, stronger associations were typically observed for males compared to females for both immediate and delayed recall. Mixed findings were observed for age group-stratified results, with the strength of association for each age group varying substantially by SSA subtype and trial of the REY test. \nThis research addresses gaps in the literature, building on existing evidence that there is a link between SSA and memory function. Findings help to improve the understanding of the relationship between SSA and memory, and suggests that there are subgroups of the population that may benefit optimally from SSA, thereby supporting the development of social support initiatives to promote healthy cognitive function in Canadians.

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)0.004
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 score0.016
Threshold uncertainty score0.093

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.006
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.044
GPT teacher head0.316
Teacher spread0.273 · 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

Citations1
Published2020
Admission routes1
Has abstractyes

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