Evidence map›Paper›PMID 33243192›Full record

ArticleBMC public health2020

Inequalities in health and health-related indicators: a spatial geographic analysis of Pakistan.

Sami Ullah Khan, Ijaz Hussain

Abstract read
In one paragraph

Article in BMC public health, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.

0numbers the graph read from it
0cells of the map it votes in
24citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

24 citing papers in PubMed.

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  11. Surgery for congenital heart disease in Pakistan-the challenges and solutions.Indian journal of thoracic and cardiovascular surgery · 2025
    Review
  12. Article
  13. Article
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  19. Unveiling the underside of COVID-19: a pediatric perspective from Pakistan.The Lancet regional health. Southeast Asia · 2023
    Article
  20. Sehat sahulat: A social health justice policy leaving no one behind.The Lancet regional health. Southeast Asia · 2022
    Review
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

2 authors.

Sami Ullah KhanDepartment of Economics, Gomal University, Dera Ismail Khan, Pakistan. samiullaheco@gu.edu.pk.ORCID http://orcid.org/0000-0001-5826-1279
Ijaz HussainDepartment of Economics, Gomal University, Dera Ismail Khan, Pakistan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn developing countries, Pakistan is one of the countries where access to health and health-related indicators is a major concern. Their improvement would reduce inequalities among various Communities/Districts or groups of Communities. A Community health index (CHI) in this regard is estimated to explore inequality ratio, inequality slope, and spatial analysis of inequalities among all Communities at regional and geographical levels.

methodsData from Pakistan Social and Living Standard Measurement (PSLM) survey, Round-VI, 2014-15 were used to construct CHI. The index was constructed in two steps. In the first step, the study indicators were standardized while in the second step, the standardized indicators were aggregated into a single metric by applying non-linear Geometric Mean formula.

resultsThe inequality ratio of 16.59 estimated for Pakistan was found to be higher than the ratio of Atlanta city, GA (5.92), whereas, a lower slope coefficient was estimated for Pakistan than Atlanta city, GA (0.38 < 0.54). This ratio of disparity was also found to be lower for urban regions as compared to rural (7.78 < 17.54). While the slope coefficient was slightly higher for urban regions (0.45 > 0.43). The results of the spatial analysis revealed different patterns of inequalities. A cluster of healthy districts was found in Punjab province, whereas districts from Baluchistan had made a bunch of deprived/unhealthy districts in terms of CHI scores. Besides, separate maps for all provinces showed that capital districts of all provinces were relatively well-off/developed.

conclusionThe instant results concluded that inequalities in access to health and health-related indicators exist across countries as well as across geographical regions. To reduce or eradicate these inequalities, government and public health workers are recommended to set priorities based on access to composite index.

Indexed as

Health Status IndicatorsHealthcare DisparitiesHumansPakistanRural PopulationSocioeconomic FactorsSpatial AnalysisSurveys and QuestionnairesUrban PopulationCommunity healthDisparitiesHuman development indexPakistanSocioeconomic indicatorsSpatial analysis

Identifiers

PMID33243192
PMCPMC7690118

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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.