Evidence map›Paper›PMID 37972008›Full record

ArticlePloS one2023

Demographic and socioeconomic determinants of access to care: A subgroup disparity analysis using new equity-focused measurements.

Miao Qi, Henrique Santos, Paulo Pinheiro, Deborah L McGuinness, Kristin P Bennett

Open access · goldAbstract read
In one paragraph

Article in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed, 1 pooled it
13.7field-weighted citation impact, top 2% 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

17 citing papers in PubMed, 1 synthesis or guideline pooled it, 24 citations in OpenAlex.

  1. Pooled it
  2. Disparity in non-communicable disease burden attributable to ambient PMJournal of exposure science & environmental epidemiology · 2026
    Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Review
  17. Demographic Influences on Awareness of Speech-Language Pathology Services in the U.S.Inquiry : a journal of medical care organization, provision and financing
    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

5 authors at 1 institution in 1 country.

Miao QiDepartment of Computer Science, Rensselaer Polytechnic Institute, Troy, New York, United States of America.ORCID 0000-0002-2917-0965
Henrique SantosDepartment of Computer Science, Rensselaer Polytechnic Institute, Troy, New York, United States of America.ORCID 0000-0002-2110-6416
Paulo PinheiroDepartment of Computer Science, Rensselaer Polytechnic Institute, Troy, New York, United States of America.ORCID 0000-0001-8469-4043
Deborah L McGuinnessDepartment of Computer Science, Rensselaer Polytechnic Institute, Troy, New York, United States of America.
Kristin P BennettDepartment of Computer Science, Rensselaer Polytechnic Institute, Troy, New York, United States of America.
Rensselaer Polytechnic Institute · US

Funding

Statistical Services and Methods Development ResourceU2CES026555 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI TEITELBAUM, SUSAN L · 2015 to 2025
$26.4M
A DATA SCIENCE APPROACH TO AIR TOXICS AND CHILDREN'S ENVIRONMENTAL HEALTHR00ES027022 · NIEHS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI STINGONE, JEANETTE A · 2018 to 2020
$742k
NIEHS NIH HHS R00 ES027022NIEHS NIH HHS U2C ES026555
6 · The paper itself

Abstract

Disparities in healthcare access and utilization associated with demographic and socioeconomic status hinder advancement of health equity. Thus, we designed a novel equity-focused approach to quantify variations of healthcare access/utilization from the expectation in national target populations. We additionally applied survey-weighted logistic regression models, to identify factors associated with usage of a particular type of health care. To facilitate generation of analysis datasets, we built an National Health and Nutrition Examination Survey (NHANES) knowledge graph to help automate source-level dynamic analyses across different survey years and subjects' characteristics. We performed a cross-sectional subgroup disparity analysis of 2013-2018 NHANES on U.S. adults for receipt of diabetes treatments and vaccines against Hepatitis A (HAV), Hepatitis B (HBV), and Human Papilloma (HPV). Results show that in populations with hemoglobin A1c level ≥6%, patients with non-private insurance were less likely to receive newer and more beneficial antidiabetic medications; being Asian further exacerbated these disparities. For widely used drugs such as insulin, Asians experienced insignificant disparities in odds of prescription compared to White patients but received highly inadequate treatments with regard to their distribution in U.S. diabetic population. Vaccination rates were associated with some demographic/socioeconomic factors but not the others at different degrees for different diseases. For instance, while equity scores increase with rising education levels for HBV, they decrease with rising wealth levels for HPV. Among women vaccinated against HPV, minorities and poor communities usually received Cervarix while non-Hispanic White and higher-income groups received the more comprehensive Gardasil vaccine. Our study identified and quantified the impact of determinants of healthcare utilization for antidiabetic medications and vaccinations. Our new methods for semantics-aware disparity analysis of NHANES data could be readily generalized to other public health goals to support more rapid identification of disparities and development of policies, thus advancing health equity.

Indexed as

Hepatitis APapillomavirus InfectionsAdultCross-Sectional StudiesDemographyFemaleHealthcare DisparitiesHealth Services AccessibilityHumansHypoglycemic AgentsNutrition SurveysSocioeconomic FactorsUnited StatesHypoglycemic Agents

Identifiers

PMID37972008
PMCPMC10653411
OpenAlexW4388723529

What OpenQuestion holds

Textmetadata
LicenceCC BY
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 OpenQuestion graph.