Evidence map›Paper›PMID 28958013›Full record

ArticleThe journals of gerontology. Series A, Biological sciences and medical sciences2018

Fracture Risk Assessment in Long-term Care (FRAiL): Development and Validation of a Prediction Model.

Sarah D Berry, Andrew R Zullo, Yoojin Lee, Vincent Mor, Kevin W McConeghy, Geetanjoli Banerjee, Ralph B D'Agostino, Lori Daiello, David Dosa, Douglas P Kiel

Open access · bronzeAbstract readValidation Study
In one paragraph

Article in The journals of gerontology. Series A, Biological sciences and medical sciences, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
34citing papers in PubMed, 2 pooled it
5.2field-weighted citation impact, top 4% of its field
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

34 citing papers in PubMed, 2 syntheses or guidelines pooled it, 55 citations in OpenAlex.

  1. Interventions for preventing falls in older people in care facilities.The Cochrane database of systematic reviews · 2025
    Pooled it
  2. Pooled it
  3. Screening for Osteoporosis in Nonagenarians: A Scoping Review.Journal of the American Geriatrics Society · 2025
    Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Controversies in Osteoporosis Treatment of Nursing Home Residents.Journal of the American Medical Directors Association · 2022
    Review
  14. Use of antiretroviral therapy in nursing home residents with HIV.Journal of the American Geriatrics Society · 2022
    Article
  15. Skeletal Aging.Mayo Clinic proceedings · 2022
    Review
  16. Article
  17. Article
  18. Article
  19. Comparative effectiveness of denosumab, teriparatide, and zoledronic acid among frail older adults: a retrospective cohort study.Osteoporosis international : a journal established as result of cooperation between the European Foundation for Osteoporosis and the National Osteoporosis Foundation of the USA · 2021
    Article
  20. Are Nursing Home Residents With Dementia Appropriately Treated for Fracture Prevention?Journal of the American Medical Directors Association · 2021
    Article
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

10 authors at 3 institutions in 1 country.

Sarah D BerryDepartment of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts.
Andrew R ZulloDepartment of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island.
Yoojin LeeDepartment of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island.
Vincent MorDepartment of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island.
Kevin W McConeghyDepartment of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island.
Geetanjoli BanerjeeDepartment of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island.
Ralph B D'AgostinoDepartment of Mathematics and Statistics, Boston University, Massachusetts.
Lori DaielloDepartment of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island.
David DosaDepartment of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island.
Douglas P KielDepartment of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts.
Brown University · USHebrew SeniorLife · USBoston University · US

Funding

VARIATIONS IN LIFE'S FINAL CHAPTERP01AG027296 · NIA · BROWN UNIVERSITY · PI AMAL N. TRIVEDI · 2007 to 2026
$38.9M
Develop Patient Centered Outcomes Scholars for Comparative Effectiveness ResearchK12HS022998 · AHRQ · BROWN UNIVERSITY · PI TRIKALINOS, THOMAS · 2014 to 2018
$3.4M
A Clinical Prediction Tool to Guide Treatment of Osteoporosis in the Nursing HomeR01AG045441 · NIA · HEBREW REHABILITATION CENTER FOR AGED · PI BERRY, SARAH DYER · 2014 to 2017
$1.7M
AHRQ HHS K12 HS022998NIA NIH HHS P01 AG027296NIA NIH HHS R01 AG045441
6 · The paper itself

Abstract

Background: Strategies used to predict fracture in community-dwellers may not be useful in the nursing home (NH). Our objective was to develop and validate a model (Fracture Risk Assessment in Long-term Care [FRAiL]) to predict the 2-year risk of hip fracture in NH residents using readily available clinical characteristics. Methods: The derivation cohort consisted of 419,668 residents between May 1, 2007 and April 30, 2008 in fee-for service Medicare. Hip fractures were identified using Part A diagnostic codes. Resident characteristics were obtained using the Minimum Data Set and Part D claims. Multivariable competing risk regression was used to model 2-year risk of hip fracture. We validated the model in a remaining 1/3 sample (n = 209,834) and in a separate cohort in 2011 (n = 858,636). Results: Mean age was 84 years (range 65-113 years) and 74.5% were female. During 1.8 years mean follow-up, 14,553 residents (3.5%) experienced a hip fracture. Fifteen characteristics in the final model were associated with an increased risk of hip fracture including dementia severity, ability to transfer and walk independently, prior falls, wandering, and diabetes. In the derivation sample, the concordance index was 0.69 in men and 0.71 in women. Calibration was excellent. Results were similar in the internal and external validation samples. Conclusions: The FRAiL model was developed specifically to identify NH residents at greatest risk for hip fracture, and it identifies a different pattern of risk factors compared with community models. This practical model could be used to screen NH residents for fracture risk and to target intervention strategies.

Indexed as

Nursing HomesRisk AssessmentAgedAged, 80 and overFemaleHip FracturesHumansMaleMedicarePredictive Value of TestsRisk FactorsUnited States

Identifiers

PMID28958013
PMCPMC5946931
OpenAlexW2752022710

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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 Socratic graph.