Evidence map›Paper›PMID 36574081›Full record

ArticleJournal of urban health : bulletin of the New York Academy of Medicine2023

Social Vulnerabilities and Spatial Access to Primary Healthcare through Car and Public Transportation System in the Albuquerque, NM, Metropolitan Area: Assessing Disparities through GIS and Multilevel Modeling.

David T Lardier, Meredith A Blackwell, Daniel Beene, Yan Lin

Open access · bronzeAbstract read
In one paragraph

Article in Journal of urban health : bulletin of the New York Academy of Medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
1.8field-weighted citation impact, top 15% 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

4 citing papers in PubMed, 11 citations in OpenAlex.

  1. Funding for public transportation: results from a Midwest exit poll.Transportation research interdisciplinary perspectives · 2025
    Article
  2. Deconstructing rurality to better "place" health data.International journal of geographical information science : IJGIS · 2025
    Article
  3. Article
  4. 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

4 authors at 1 institution in 1 country.

David T LardierDepartment of Psychiatry and Behavioral Sciences, Division of Community Behavioral Health, The University of New Mexico School of Medicine, The University of New Mexico Health Sciences Center, Albuquerque, NM, 87131, USA. dalardier@salud.unm.edu.ORCID 0000-0002-7236-2049
Meredith A BlackwellDepartment of Psychology, The University of New Mexico, Albuquerque, NM, 87131, USA.
Daniel BeeneDepartment of Geography & Environmental Studies, The University of New Mexico, Albuquerque, NM, 87131, USA.
Yan LinDepartment of Geography & Environmental Studies, The University of New Mexico, Albuquerque, NM, 87131, USA.
University of New Mexico · US

Funding

WOMEN'S CANCERS RESEARCH PROGRAMP30CA118100 · NCI · UNIVERSITY OF NEW MEXICO HEALTH SCIS CTR · PI Yolanda Sanchez · 2005 to 2026
$57.1M
Role of open dumping and open burning of solid waste in the generation of microplastics and products of incomplete combustion on tribal landsP50MD015706 · NIMHD · UNIVERSITY OF NEW MEXICO HEALTH SCIS CTR · PI LUO, LI · 2020 to 2024
$6.8M
NCI NIH HHS P30 CA118100NIMHD NIH HHS P50 MD015706
6 · The paper itself

Abstract

Primary healthcare (PHC) is a keystone component of population health. However, inequities in public transportation access hinder equitable usage of PHC services by minoritized populations. Using the multimodal enhanced 2-step floating catchment area method and data in 2018 and 2019 for spatial access to PHC providers (n = 1166) and social vulnerability markers through census block (n = 543) and tract data (n = 226), a generalized linear mixed-effect model (GLMEM) was constructed to test the effects of sociodemographic and community area correlates on both car and bus transit spatial access to PHC in the Albuquerque, New Mexico (NM) metropolitan area. Results for bus spatial access to PHC showed lower access for Hispanics (B =  - 0.097 ± 0.029 [- 0.154, - 0.040]) and non-Hispanic Whites (B =  - 0.106 ± 0.032 [- 0.169, - 0.043]) and a positive association between single-family households and bus spatial access (B = 1.573 ± 0.349 [0.866, 2.261]). Greater disability vulnerability (B =  - 0.569 ± 0.173 [- 0.919, - 0.259]) and language vulnerability (B =  - 0.569 ± 0.173 [- 0.919, - 0.259]) were associated with decreased bus spatial access. For car spatial access to PHC, greater SES vulnerability (B =  - 0.338 ± 0.021 [- 1.568, -0.143]), disability (B =  - 0.721 ± .092 [- 0.862, - 0.50 9]), and language vulnerability (B =  - 0.686 ± 0.172 [- 1.044, - 0.362]) were associated with less car spatial access. Results indicate a disproportionate burden of low PHC access among disadvantaged population groups who rely heavily on public transportation. These results necessitate targeted interventions to reduce these disparities in access to PHC.

Indexed as

Geographic Information SystemsSocial VulnerabilityAutomobilesHealthcare DisparitiesHealth Services AccessibilityHumansNew MexicoPrimary Health CareTransportationHealthcare inequalityMultilevel modelingPrimary healthcareSpatial access

Identifiers

PMID36574081
PMCPMC9793815
OpenAlexW4313256673

What OpenQuestion 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 OpenQuestion graph.