Cited by 45Frailty in Older AdultsNutrition and Health in AgingChronic Disease Management Strategies

Development, Construct Validity, and Predictive Validity of a Continuous Frailty Scale: Results From 2 Large US Cohorts

Open access
Wu, Chenkai, Geldhof, G John, Xue, Qian-Li, Kim, Dae H, Newman, Anne B, Odden, Michelle C·2018·American Journal of Epidemiology

Abstract

Frailty is an age-related clinical syndrome of decreased resilience to stressors. Among numerous assessments of frailty, the frailty phenotype (FP) scale proposed by Fried et al. has been the most widely used. We aimed to develop a continuous frailty scale that could overcome limitations facing the categorical FP scale and to evaluate its construct validity, predictive validity, and measurement properties. Data were from the Cardiovascular Health Study (n = 4,243) and Health and Retirement Study (n = 7,600), both conducted in the United States. Frailty was conceptualized as a continuous construct, assessed by 5 measures used in the FP scale: gait speed, grip strength, exhaustion, physical activity, and weight loss. We used confirmatory factor analysis to investigate the relationship between the 5 indicators and the latent frailty construct. We examined the association of the continuous frailty scale with mortality and disability. The unidimensional model fit the data satisfactorily; similar factor structure was observed across 2 cohorts. Gait speed and weight loss were the strongest and weakest indicators, respectively; grip strength, exhaustion, and physical activity had similar strength in measuring frailty. In each cohort, the continuous frailty scale was strongly associated with mortality and disability and continued to be associated with outcomes among robust and prefrail persons classified by the FP scale.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1093/aje/kwy041

Cites

35 of 35 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Dichotomous outcomes are restricted to examining transitions or progression over time.

    “Furthermore, dichotomous outcomes are restricted to examining transitions or progression over time [18].”

    From Sarcopenic Obesity Phenotype Index (SOP <i>i</i> ): A Population‐Based Study (2025) · cites this paper as [18]

    The Introduction says dichotomizing frailty indicators can lose precision, and the Discussion says a continuous frailty scale may better describe frailty trajectories over time. The paper does not say that dichotomous outcomes are restricted to examining transitions or progression; it discusses dichotomous frailty criteria and a three-category frailty scale instead. The indexed passages provide no page numbers. (LLM, conf=0.78)

    Experimental — accuracy not yet measured
  • The current binary approach for SO diagnosis is limited in capturing the spectrum of SO or its progression over time.

    “The current binary approach for SO diagnosis is limited in capturing the spectrum of SO or its progression over time.”

    From Sarcopenic Obesity Phenotype Index (SOP <i>i</i> ): A Population‐Based Study (2025) · cites this paper as [18]

    The Discussion (page unavailable) says a continuous measure is more sensitive than a categorical frailty scale and may better describe frailty trajectories over time. It does not address sarcopenic obesity (SO) diagnosis, and the frailty scale it compares has three categories, not two. The claim applies the paper’s reasoning to a different condition and a binary approach it did not study. (LLM, conf=0.82)

    Experimental — accuracy not yet measured
  • Similar to frailty continuous scores, SOPi may serve as a precise tool for identifying factors and biomarkers that hold clinical or functional significance for patients.

    “Similar to frailty continuous scores, SOPi may serve as a precise tool for identifying factors and biomarkers that hold clinical or functional significance for patients [18].”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Cited by

Sorted by citations

Authors
Wu, C., Geldhof, G. J., Xue, Q.-L., Kim, D. H., Newman, A. B., & Odden, M. C.
Affiliations
  • Oregon State University (US)
  • Johns Hopkins University (US)
  • Beth Israel Deaconess Medical Center (US)
  • Duke Kunshan University (CN)
Corresponding author
Wu, Chenkai
Venue
American Journal of Epidemiology
Published
2018-04-24
Volume
187
Issue
8
Pages
1752-1762
ISSN
  • 0002-9262 (ISSN-L)
  • 1476-6256
OpenAlex
W2802367223
Cited by
45
References
35
Citations by year
2026: 2 · 2025: 9 · 2024: 5 · 2023: 5 · 2022: 8 · 2021: 6 · 2020: 5 · 2019: 5
FWCI
2.21
Type
journal article
Language
en
Open access
Locations
  • American Journal of Epidemiology (publishedVersion)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
  • Touro Scholar (Touro College) (submittedVersion)
Funders
  • National Heart, Lung, and Blood Institute
  • National Institute of Neurological Disorders and Stroke (HHSN268201200036C, HHSN268200800007C, N01HC55222, N01HC85079, N01HC85080, N01HC85081, N01HC85082, N01HC85083, N01HC85086, U01HL080295, U01HL130114)
  • National Institute on Aging (R01AG023629, R03AG048541, K08AG051187, P30AG013679)
Topics
  • Health Sciences › Medicine › Geriatrics and Gerontology › Frailty in Older Adults
  • Health Sciences › Medicine › Physiology › Nutrition and Health in Aging
  • Health Sciences › Medicine › Epidemiology › Chronic Disease Management Strategies
Keywords
frailty, walking speed, grip strength, exhaustion, physical activity, weight loss, mortality, disability, pre-frailty, older adults, scale development, construct validity, predictive validity
MeSH terms
Aged, Aged, 80 and over, Factor Analysis, Statistical, Female, Humans, Male, Phenotype, Predictive Value of Tests, United States, Geriatric Assessment, Frail Elderly

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review