MétaCan
Menu
Back to cohort
Record W4412032269 · doi:10.1093/geronb/gbaf128

Reading roots of resilience: the role of childhood reading environments in closing the educational gap in later-life cognitive functioning

2025· article· en· W4412032269 on OpenAlexaff
Haosen Sun, Yueming Xi

Bibliographic record

VenueThe Journals of Gerontology Series B · 2025
Typearticle
Languageen
FieldPsychology
TopicReading and Literacy Development
Canadian institutionsToronto Rehabilitation InstituteUniversity of Toronto
FundersEuropean Commission
KeywordsCognitionEarly childhoodPsychological resiliencePsychologyCognitive skillDevelopmental psychologyEducational attainmentReading (process)LiteracySocioeconomic statusEffects of sleep deprivation on cognitive performanceNumeracyCognitive reserveMedicineSocial psychologyPopulationCognitive impairmentPedagogyPolitical scienceEnvironmental health

Abstract

fetched live from OpenAlex

OBJECTIVES: While educational achievement is well-established as a key contributor to cognitive reserve and cognitive functioning in later life, the role of early living environments before completing formal education remains underexplored, particularly factors beyond childhood socioeconomic status. This study examines whether childhood reading environments, potentially reflecting a family's scholarly culture, contribute to cognitive health in older ages. METHODS: Drawing on life history data from 72,019 individuals aged 60 and above in the Survey of Health, Ageing and Retirement in Europe (SHARE), we analyze the association between childhood reading environments and later-life cognitive functioning. We also examine whether these early environments mitigate cognitive disparities associated with final educational attainment. Interaction effects between reading environments and early cognitive capabilities (numeracy and literacy) are tested as a robustness check. RESULTS: Greater access to books at age 10 is significantly associated with higher cognitive functioning in older age, independent of educational attainment and childhood social economic status. Furthermore, a book-rich environment in childhood partially reduces cognitive disparities associated with lower educational attainment and lower perceived early cognitive capabilities-particularly when compared to peers with medium education and early cognitive capability but limited access to books during childhood. DISCUSSION: These findings highlight the enduring benefits of a rich childhood reading environment for cognitive health, particularly for individuals with lower educational attainment or cognitive capabilities. Promoting early access to books with a scholarly culture in childhood may serve as an effective intervention to enhance long-term cognitive resilience.

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)0.001
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 score0.005
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.002
Research integrity0.0000.001
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 head0.020
GPT teacher head0.326
Teacher spread0.306 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueThe Journals of Gerontology Series BSame topicReading and Literacy DevelopmentFrench-language works237,207