Cited by 88Diabetic Foot Ulcer Assessment and ManagementHealth disparities and outcomesHealthcare Policy and Management

Geographic clustering of diabetic lower-extremity amputations in low-income regions of California.

Open access
Stevens, Carl D., Schriger, David L., Raffetto, Brian, Davis, Anna C., Zingmond, David, Roby, Dylan H.·2014·Health Affairs

Abstract

For patients suffering from diabetes and other chronic conditions, a large body of work demonstrates income-related disparities in access to coordinated preventive care. Much less is known about associations between poverty and consequential negative health outcomes. Few studies have assessed geographic patterns that link household incomes to major preventable complications of chronic diseases. Using statewide facility discharge data for California in 2009, we identified 7,973 lower-extremity amputations in 6,828 adults with diabetes. We mapped amputations based on residential ZIP codes and used data from the Census Bureau to produce corresponding maps of poverty rates. Comparisons of the maps show amputation "hot spots" in lower-income urban and rural regions of California. Prevalence-adjusted amputation rates varied tenfold between high-income and low-income regions. Our analysis does not support detailed causal inferences. However, our method for mapping complication hot spots using public data sources may help target interventions to the communities most in need.

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 · 10.1377/hlthaff.2014.0148

Cites

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?

  • People identifying as non-Hispanic Black and Hispanic of any race have more advanced diabetic foot ulcers and peripheral artery disease at initial presentation and are more likely to undergo lower extremity amputation without a lower extremity revascularization attempt.

    “People identifying as non-Hispanic Black and Hispanic of any race have more advanced diabetic foot ulcers and peripheral artery disease at initial presentation and are more likely to undergo lower extremity amputation without a lower extremity revascularization attempt.[16][17][18]”

    From Diabetic Foot Ulcers (2023) · cites this paper as [18]

    Split into 2 atoms — 0 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 1 unverifiable. Expand the claim to see per-atom verdicts.

    Experimental — accuracy not yet measured

Self-check

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

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

The citation lists haven’t been fetched yet

References 29 · Cited by 88

Authors
Stevens, C. D., Schriger, D. L., Raffetto, B., Davis, A. C., Zingmond, D., & Roby, D. H.
Affiliations
  • University of California, Los Angeles (US)
  • University of Southern California (US)
Venue
Health Affairs
Published
2014-08
Volume
33
Issue
8
Pages
1383-1390
ISSN
  • 0278-2715 (ISSN-L)
  • 1544-5208
OpenAlex
W2133537013
Cited by
88
References
29
Citations by year
2026: 4 · 2025: 7 · 2024: 10 · 2023: 11 · 2022: 8 · 2021: 10 · 2020: 11 · 2019: 7 · 2018: 4 · 2017: 6 · 2016: 8 · 2015: 2
FWCI
4.29
Type
journal article
Language
en
Open access
Locations
  • Health Affairs (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
  • eScholarship (California Digital Library) (submittedVersion)
Funders
  • National Institutes of Health (TL1TR000121)
  • National Center for Advancing Translational Sciences
Topics
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetic Foot Ulcer Assessment and Management
  • Social Sciences › Health › Health disparities and outcomes
  • Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Healthcare Policy and Management
Keywords
geographic clustering, poverty, income inequality, diabetes complications, urban-rural disparities, California, targeted interventions
MeSH terms
Aged, Amputation, Surgical, California, Female, Humans, Male, Middle Aged, Poverty Areas, Rural Population, Prevalence, Small-Area Analysis, Censuses, Lower Extremity, Diabetes Complications, Healthcare Disparities, Geography, Medical

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