Evidence map›Paper›PMID 30165612›Full record

ArticleThe journals of gerontology. Series A, Biological sciences and medical sciences2019

Validation of a Claims-Based Frailty Index Against Physical Performance and Adverse Health Outcomes in the Health and Retirement Study.

Dae Hyun Kim, Robert J Glynn, Jerry Avorn, Lewis A Lipsitz, Kenneth Rockwood, Ajinkya Pawar, Sebastian Schneeweiss

Abstract readValidation Study
In one paragraph

Article in The journals of gerontology. Series A, Biological sciences and medical sciences, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 207 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
207citing 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

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

  1. Pooled it
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  10. Dementia Is Associated With Adverse Outcomes After Nonruptured Abdominal Aortic Aneurysm Repair.Annals of surgery open : perspectives of surgical history, education, and clinical approaches · 2026
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  11. Incidence and Outcomes of Unplanned Intensive Interventions After Common Inpatient Surgeries: A Population-Based Cohort Study.Annals of surgery open : perspectives of surgical history, education, and clinical approaches · 2026
    Article
  12. Claims-based frailty index and risk of hospitalisation for hip fracture among adults aged 60-74 years in Tokyo, Japan.Osteoporosis international : a journal established as result of cooperation between the European Foundation for Osteoporosis and the National Osteoporosis Foundation of the USA · 2026
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147 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Dae Hyun KimDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts.
Robert J GlynnDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts.
Jerry AvornDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts.
Lewis A LipsitzDivision of Gerontology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts.
Kenneth RockwoodDivision of Geriatric Medicine, Department of Medicine, Dalhousie University, Halifax, Nova Scotia, Canada.
Ajinkya PawarDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts.
Sebastian SchneeweissDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts.

Funding

VITAMIN D NUTRITION IN THE INSTITUTIONALIZED ELDERLYP01AG004390 · NIA · HEBREW REHABILITATION CENTER FOR AGED · PI COLLINS, JAMES J · 1985 to 2008
$13.2M
Health Outcomes of Tai Chi in Subsidized Senior HousingR01AG025037 · NIA · HEBREW REHABILITATION CENTER FOR AGED · PI LIPSITZ, LEWIS, WAYNE, PETER MICHAEL · 2015 to 2019
$3.5M
Cerebrovascular Mechanisms of Slow Gait and FallsR01AG041785 · NIA · HEBREW REHABILITATION CENTER FOR AGED · PI LIPSITZ, LEWIS · 2013 to 2017
$2.4M
Development and Validation of a Frailty Index Using Claims Data for Pharmacoepidemiologic Studies in Older AdultsK08AG051187 · NIA · BRIGHAM AND WOMEN'S HOSPITAL · PI KIM, DAE HYUN · 2015 to 2017
$636k
CIHR PJT-156114NIA NIH HHS K08 AG051187NIA NIH HHS P01 AG004390NIA NIH HHS R01 AG025037NIA NIH HHS R01 AG041785
6 · The paper itself

Abstract

backgroundA claims-based frailty index (CFI) was developed based on a deficit-accumulation approach using self-reported health information. This study aimed to independently validate the CFI against physical performance and adverse health outcomes.

methodsThis retrospective cohort study included 3,642 community-dwelling older adults who had at least 1 health care encounter in the year prior to assessments of physical performance in the 2008 Health and Retirement Study wave. A CFI was estimated from Medicare claims data in the past year. Gait speed, grip strength, and the 2-year risk of death, institutionalization, disability, hospitalization, and prolonged (>30 days) skilled nursing facility (SNF) stay were evaluated for CFI categories (robust: <0.15, prefrail: 0.15-0.24, mildly frail: 0.25-0.34, moderate-to-severely frail: ≥0.35).

resultsThe prevalence of robust, prefrail, mildly frail, and moderate-to-severely frail state was 52.7%, 38.0%, 7.1%, and 2.2%, respectively. Individuals with higher CFI had lower mean gait speed (moderate-to-severely frail vs robust: 0.39 vs 0.78 m/s) and weaker grip strength (19.8 vs 28.5 kg). Higher CFI was associated with death (moderate-to-severely frail vs robust: 46% vs 7%), institutionalization (21% vs 5%), activity of daily living disability (33% vs 9%), instrumental activity of daily living disability (100% vs 22%), hospitalization (79% vs 23%), and prolonged SNF stay (17% vs 2%). The odds ratios per 1-SD (=0.07) difference in CFI were 1.46-2.06 for these outcomes, which remained statistically significant after adjustment for age, sex, and a comorbidity index.

conclusionThe CFI is useful to identify individuals with poor physical function and at greater risks of adverse health outcomes in Medicare data.

Indexed as

Activities of Daily LivingGeriatric AssessmentHealth Status IndicatorsAged, 80 and overFemaleFrail ElderlyFrailtyHealth SurveysHumansIndependent LivingInsurance Claim ReviewLongitudinal StudiesMaleMedicareRetrospective StudiesSelf ReportFrailtyHealth servicesMedicare claimsPhysical performance

Identifiers

PMID30165612
PMCPMC6625579

What OpenQuestion holds

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Registered trials

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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.