ArticleThe lancet. Healthy longevity2023
Harmonisation of later-life cognitive function across national contexts: results from the Harmonized Cognitive Assessment Protocols.
Article in The lancet. Healthy longevity, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 78 papers, 1 of them a synthesis that pooled it.
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Who cites it
78 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Cognitive assessment tools for Arabic-speaking older adults: A systematic review.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Pooled it
- Effect of a cash transfer intervention on memory decline and dementia probability in older adults in rural South Africa.Proceedings of the National Academy of Sciences of the United States of America · 2024Trial
- Obtaining comparable measurement of midlife cognitive functioning from disparate cognitive tasks.Neuropsychology · 2026Article
- Cohort Profile Update: cognition and ageing in the Survey of Health, Ageing and Retirement in Europe Harmonized Cognitive Assessment Protocol (SHARE-HCAP).International journal of epidemiology · 2026Article
- Probing effect modification by socioeconomic status in associations between blood biomarkers of neuropathology and cognitive outcomes in the United States and India.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- Low-burden AI approach for cross-national early identification of cognitive impairment using real-world questionnaire response behaviours.Nature communications · 2026Article
- Associations between immunosenescence and domain-specific cognition in the Health and Retirement Study Harmonized Cognitive Assessment Protocol.BMC biology · 2026Article
- The association between lifetime marital histories and later-life cognitive function: evidence from the United States and China.The journals of gerontology. Series B, Psychological sciences and social sciences · 2026Article
- Development and validation of a harmonized memory score for multicenter Alzheimer's disease and related dementia research.Alzheimer's research & therapy · 2026Article
- Centering Asian voices in global aging research: strengthening data infrastructure in East and Southeast Asia.The Lancet regional health. Western Pacific · 2026Review
- Social vulnerability shapes deep clinical phenotypes and brain health in aging and dementia across Latin America.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- Physical activity, falls, and dementia risk in adults aged ≥ 60: evidence from three cohorts.The international journal of behavioral nutrition and physical activity · 2026Article
- Methodological adaptations for applying the Harmonised Cognitive Assessment Protocol diagnostic algorithm in the Northern Ireland Cohort for the Longitudinal Study of Ageing (NICOLA-HCAP).BMC research notes · 2026Article
- A study evaluation framework for measuring cognition: lessons learned in cross-national contexts from four English-speaking aging cohorts.European journal of epidemiology · 2026Article
- Numeracy, literacy, and formal education as mechanisms of inequities in late-life cognitive performance between Indigenous-speaking and non-Indigenous-speaking older Mexican adults.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- Normative cognitive data and psychometric validation of the 10/66 harmonized assessment protocol in Latin American.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- Measurement differences in the Harmonized Cognitive Assessment Protocol across ethnicity and language in the United States.Neuropsychology · 2026Article
- Association and mediating pathways between intergenerational educational mobility and depressive symptoms: findings from high- and middle-income countries.BMC medicine · 2026Article
- Harmonization of late-life participation in cognitively stimulating activities across four cohort studies of cognitive aging.Experimental gerontology · 2026Article
- The principles of Population-Level Approaches to Dementia Risk Reduction (PLADRR).PLoS medicine · 2026Article
18 more citing papers are in PubMed but not listed here.
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Abstract
backgroundThe Harmonized Cognitive Assessment Protocol (HCAP) is an innovative instrument for cross-national comparisons of later-life cognitive function, yet its suitability across diverse populations is unknown. We aimed to harmonise general and domain-specific cognitive scores from HCAP studies across six countries, and evaluate reliability and criterion validity of the resulting harmonised scores.
methodsWe statistically harmonised general and domain-specific cognitive function scores across publicly available HCAP partner studies in China, England, India, Mexico, South Africa, and the USA conducted between October, 2015 and January, 2020. Participants missing all cognitive test items in a given HCAP were excluded. We used an item banking approach that leveraged common cognitive test items across studies and tests that were unique to studies. We generated harmonised factor scores to represent a person's relative functioning on the latent factors of general cognitive function, memory, executive function, orientation, and language using confirmatory factor analysis. We evaluated the marginal reliability, or precision, of the factor scores using test information plots. Criterion validity of factor scores was assessed by regressing the scores on age, gender, and educational attainment in a multivariable analysis adjusted for these characteristics.
findingsWe included 21 144 participants from the six HCAP studies of interest (11 480 women [54·3%] and 9664 [45·7%] men), with a median age of 69 years (IQR 64-76). Confirmatory factor analysis models of cognitive function in each country fit well: 31 (88·6%) of 35 models had adequate or good fit to the data (comparative fit index ≥0·90, root mean square error of approximation ≤0·08, and standardised root mean residual ≤0·08). Marginal reliability of the harmonised general cognitive function factor was high (>0·9) for 19 044 (90·1%) of 21 144 participant scores across the six countries. Marginal reliability of the harmonised factor was above 0·85 for 19 281 (91·2%) of 21 142 participant factor scores for memory, 7805 (41·0%) of 19 015 scores for executive function, 3446 (16·3%) of 21 103 scores for orientation, and 4329 (20·5%) of 21 113 scores for language. In each country, general cognitive function scores were lower with older age and higher with greater levels of educational attainment.
interpretationWe statistically harmonised cognitive function measures across six large population-based studies of cognitive ageing. These harmonised cognitive function scores empirically reflect comparable domains of cognitive function among older adults across the six countries, have high reliability, and are useful for population-based research. This work provides a foundation for international networks of researchers to make improved inferences and direct comparisons of cross-national associations of risk factors for cognitive outcomes in pooled analyses.
fundingUS National Institute on Aging.
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