Evidence map›Paper›PMID 41302708›Full record

ArticleInternational journal of environmental research and public health2025

Inequality in the Distribution and Utilization of Healthcare Resources in Kazakhstan (2002-2023): A Spatiotemporal Analysis.

Askhat Shaltynov, Madina Abenova, Assel Baibussinova, Yuliya Semenova, Nazarbek Omarov, Gulnaz Tanatarova, Aigerim Sepbossynova, Jorge Rocha

Abstract read
In one paragraph

Article in International journal of environmental research and public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

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

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. 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

8 authors.

Askhat ShaltynovEpidemiology and Biostatistics Department, Semey Medical University, Semey 071400, Kazakhstan.ORCID 0000-0001-5387-3356
Madina AbenovaEpidemiology and Biostatistics Department, Semey Medical University, Semey 071400, Kazakhstan.ORCID 0000-0002-4219-5737
Assel BaibussinovaEpidemiology and Biostatistics Department, Semey Medical University, Semey 071400, Kazakhstan.ORCID 0000-0003-3447-6245
Yuliya SemenovaDepartment of Medicine, Nazarbayev University, Astana 010000, Kazakhstan.ORCID 0000-0003-1324-7806
Nazarbek OmarovDepartment of Surgery, Semey Medical University, Semey 071400, Kazakhstan.ORCID 0000-0003-3262-1410
Gulnaz TanatarovaDepartment of Healthcare of Abay Region, Semey 071400, Kazakhstan.ORCID 0000-0002-5447-7862
Aigerim SepbossynovaIndependent Researcher, Semey 071400, Kazakhstan.ORCID 0000-0001-6651-9305
Jorge RochaCentre of Geographical Studies, Institute of Geography and Spatial Planning, University of Lisbon, 1649-004 Lisboa, Portugal.ORCID 0000-0002-7228-6330

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Global progress toward achieving universal health coverage (UHC) by 2030 remains insufficient, as significant regional disparities in access to healthcare persist. In Kazakhstan, the uneven distribution of healthcare resources continues despite reforms aimed at improving equity. This retrospective study analyzed inequalities in the distribution of medical infrastructure, healthcare personnel, and service utilization across 14 regions and 2 cities of republican significance from 2002 to 2023. Data were obtained from national statistical reports on healthcare and population income. The analysis included the following indicators: the number of primary care facilities, hospital beds, healthcare personnel, outpatient visits, and hospitalizations per population. Inequality was assessed using the Gini coefficient and the concentration index, and spatiotemporal trends were visualized through cluster analysis in ArcGIS PRO. Results revealed that southern and western regions exhibit lower availability of hospital beds and healthcare personnel, with moderate levels of inequality particularly evident in outpatient care. Despite Kazakhstan's commitment to UHC, these disparities underscore the need for further measures to ensure equitable access to healthcare services.

Indexed as

Healthcare DisparitiesHealth ResourcesHealth Services AccessibilityHumansKazakhstanRetrospective StudiesSocioeconomic FactorsSpatio-Temporal Analysisconcentration indexGini coefficienthealthcare inequalityKazakhstanspatiotemporal analysisuniversal health coverage

Identifiers

PMID41302708
PMCPMC12652948

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.