MétaCan
Menu
← Back to cohort
Record W4390192359 · doi:10.1002/alz.080125

Sense of Purpose in Life Predicts Reduced Risk for and Delayed Onset of Mild Cognitive Impairment: A Multistate Survival Model

2023· article· en· W4390192359 on OpenAlexaff
Nathan A. Lewis, Scott M. Hofer, David A. Bennett, Patrick L. Hill

Bibliographic record

VenueAlzheimer s & Dementia · 2023
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsDementiaLife expectancyHealth and Retirement StudyCognitionPsychologyGerontologyCognitive declineDiseaseMedicineClinical psychologyPsychiatryInternal medicinePopulation

Abstract

fetched live from OpenAlex

Abstract Background With no known cure for Alzheimer’s disease and related dementias, delaying the onset of cognitive decline represents a key target for future dementia research. Sense of purpose has been shown to be associated with high cognitive functioning, more supportive social ties, and greater intellectual activity, and may be valuable for mitigating cognitive impairment both before and following its onset. Method Longitudinal data from the Health and Retirement Study (HRS, n = 10,542) and the Rush Memory and Aging Project (MAP, n = 10.48) were used to examine associations between sense of purpose and prospective transitions across normal cognition, mild cognitive impairment (MCI), dementia, and death over up to 12 and 19 years, respectively. Multistate survival modeling examined the impact of sense of purpose on risk for each transition, adjusting for age, sex, education, apolipoprotein‐E allele, and depressive symptoms. Multinomial regression was used to estimate life expectancy in each cognitive state. Result More purposeful older adults were found to have lower prospective risk of developing MCI in the HRS (HR = 0.93, 95% CI: 0.90, 0.97) and MAP (HR = 0.82, 95% CI: 0.69, 0.98) and had increased likelihood of improvement in cognitive functioning following MCI classification. In both samples, those higher in sense of purpose were found to have significantly longer overall life expectancy and life expectancy free of cognitive impairment (without MCI or dementia). Conclusion Older adults higher in sense of purpose appear to live longer lives, with these differences in life expectancy attributable to increases in years lived without cognitive impairment. Replication of findings across longitudinal studies with disparate samples and measurement procedures provides robust support that having a strong sense of purpose in life contributes to cognitive reserve and resilience. Interventions aiming to promote older adult sense of purpose could extend the cognitive healthspan—the period in which individuals live in a cognitively healthy state free of 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)0.005
metaresearch head score (Gemma)0.005
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 score0.027
Threshold uncertainty score0.054

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.003
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.001

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 head0.045
GPT teacher head0.335
Teacher spread0.290 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

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