Evidence map›Paper›PMID 37804847›Full record

ArticleThe lancet. Healthy longevity2023

Harmonisation of later-life cognitive function across national contexts: results from the Harmonized Cognitive Assessment Protocols.

Alden L Gross, Chihua Li, Emily M Briceño, Miguel Arce Rentería, Richard N Jones, Kenneth M Langa, Jennifer J Manly, Emma Nichols, David Weir, Rebeca Wong and 3 more

Abstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
78citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

78 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Cognitive assessment tools for Arabic-speaking older adults: A systematic review.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025
    Pooled it
  2. 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 · 2024
    Trial
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  8. 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 · 2026
    Article
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  10. Review
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  12. Physical activity, falls, and dementia risk in adults aged ≥ 60: evidence from three cohorts.The international journal of behavioral nutrition and physical activity · 2026
    Article
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18 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

13 authors.

Alden L GrossDepartment of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA; Center on Aging and Health, Johns Hopkins University, Baltimore, MD, USA. Electronic address: agross14@jhu.edu.
Chihua LiCenter for Social Epidemiology and Population Health, Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA; Survey Research Center, University of Michigan Institute for Social Research, Ann Arbor, MI, USA.
Emily M BriceñoDepartment of Physical Medicine and Rehabilitation, University of Michigan Medical School, Ann Arbor, MI, USA.
Miguel Arce RenteríaTaub Institute for Research on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University College of Physicians and Surgeons, New York, NY, USA.
Richard N JonesDepartment of Psychiatry and Human Behavior, Warren Alpert Medical School, Brown University, Providence, RI, USA.
Kenneth M LangaSurvey Research Center, University of Michigan Institute for Social Research, Ann Arbor, MI, USA; Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA; Veterans Affairs Center for Clinical Management Research, Ann Arbor, MI, USA.
Jennifer J ManlyTaub Institute for Research on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University College of Physicians and Surgeons, New York, NY, USA.
Emma NicholsDepartment of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA; Center on Aging and Health, Johns Hopkins University, Baltimore, MD, USA; Center for Economic and Social Research, University of Southern California, Los Angeles, CA, USA.
David WeirSurvey Research Center, University of Michigan Institute for Social Research, Ann Arbor, MI, USA.
Rebeca WongSchool of Public and Population Health, and Sealy Center on Aging, University of Texas Medical Branch, Galveston, TX, USA.
Lisa BerkmanHarvard Center for Population and Development Studies and Department of Social and Behavioral Sciences, Harvard T H Chan School of Public Health, Cambridge, MA, USA.
Jinkook LeeCenter for Economic and Social Research, University of Southern California, Los Angeles, CA, USA; Department of Economics, University of Southern California, Los Angeles, CA, USA.
Lindsay C KobayashiCenter for Social Epidemiology and Population Health, Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA; Survey Research Center, University of Michigan Institute for Social Research, Ann Arbor, MI, USA.

Funding

HRS Yrs29-34: Y33 SSA CoFundingU01AG009740 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Jessica Faul, KENNETH M LANGA · 1990 to 2026
$555.8M
Integrting Information About Aging SurveysR01AG030153 · NIA · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Sara Adar, Alden L. Gross · 2007 to 2026
$41.7M
Leveraging a natural experiment to estimate the causal impact of blood sugar on dementia and cognition in IndiaR01AG051125 · NIA · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Jinkook Lee · 2015 to 2026
$26.8M
The Mexican Health and Aging Study - IIR01AG018016 · NIA · UNIVERSITY OF TEXAS MED BR GALVESTON · PI Rebeca Wong · 1999 to 2026
$22.6M
Health and Retirement Study: Harmonized Cognitive Assessment Protocol (HCAP)U01AG058499 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI LANGA, KENNETH M · 2018 to 2023
$8.3M
Socioeconomic, Cardiovascular, and Psychosocial Sources of Cross-National Variation in Cognitive Health Among Older AdultsR01AG070953 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Alden L. Gross, Lindsay C Kobayashi · 2021 to 2026
$4.6M
Research Network for the Harmonized Cognitive Assessment Protocol (HCAP): Years 6-10U24AG065182 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Lindsay C Kobayashi, KENNETH M LANGA · 2022 to 2026
$2.6M
MHAS Cognitive Aging Ancillary Study Administrative SupplementR01AG051158 · NIA · UNIVERSITY OF TEXAS MED BR GALVESTON · PI WONG, REBECA · 2015 to 2017
$1.1M
Measurement of cognition and functional decline in Latinx older adults for detection of Alzheimer’s Disease and Related Dementias: A mixed-methods approachK23AG080035 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Emily Marie Briceno · 2023 to 2026
$767k
Conference on Advanced Psychometric Methods in Cognitive Aging ResearchR13AG085953 · NIA · JOHNS HOPKINS UNIVERSITY · PI Alden L. Gross · 2024 to 2026
$150k
NIA NIH HHS K23 AG080035NIA NIH HHS R01 AG018016NIA NIH HHS R01 AG030153NIA NIH HHS R01 AG051125NIA NIH HHS R01 AG051158NIA NIH HHS R01 AG070953NIA NIH HHS R13 AG085953NIA NIH HHS U01 AG009740NIA NIH HHS U01 AG058499NIA NIH HHS U24 AG065182
6 · The paper itself

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.

Indexed as

CognitionExecutive FunctionAgedEducational StatusFemaleHumansMaleReproducibility of ResultsRisk Factors

Identifiers

PMID37804847
PMCPMC10637129

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.