ArticleBMC public health2020
Inequalities in health and health-related indicators: a spatial geographic analysis of Pakistan.
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.
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Who cites it
24 citing papers in PubMed.
- Revolutionising healthcare access: student-led clinics as catalysts for change in an underserved urban community in Karachi, Pakistan.Journal of global health · 2026Article
- Attitudes, Beliefs, and Clinical Decision-Making Regarding Low Back Pain: A Cross-Sectional Study of Pakistani Medical Practitioners, Physiotherapists, and Exercise Professionals.Musculoskeletal care · 2026Article
- Nexus between sociocultural practices and maternal mortality in Pakistan: a geospatial analysis using Spatial Durbin model and multiscale geographically weighted regression.BMC public health · 2026Article
- Universal Health Coverage in Pakistan: Challenges, Reforms, and the Road to 2030.Annals of global health · 2026Review
- The health production function in South Asia: panel evidence on education, health expenditure, governance, and longevity.Frontiers in public health · 2026Article
- Association between healthcare providers type and maternal-child healthcare services utilization in Pakistan: evidence from 2018 DHS using generalized structural equation modelling.BMC pregnancy and childbirth · 2025Article
- Endoscopic retrograde cholangiopancreatography in pediatric and adult populations: 17-year experience from Pakistan with trends, complications, and global comparison.World journal of gastrointestinal endoscopy · 2025Article
- Mapping Geographic Disparities in Healthcare Access Barriers Among Married Women in Pakistan: Evidence from a Nationally Representative Survey.Healthcare (Basel, Switzerland) · 2025Article
- Spatial distribution and determinants of health care access barriers among female Pakistan youths: spatial and multilevel regression analysis.BMC health services research · 2025Article
- Article
- Surgery for congenital heart disease in Pakistan-the challenges and solutions.Indian journal of thoracic and cardiovascular surgery · 2025Review
- Article
- Evaluating Pakistan's mental healthcare system using World Health Organization's assessment instrument for mental health system (WHO-AIMS).International journal of mental health systems · 2024Article
- Measuring spatial inequalities in maternal and child mortalities in Pakistan: evidence from geographically weighted regression.BMC public health · 2024Article
- Pakistan's path to universal health coverage: national and regional insights.International journal for equity in health · 2024Article
- GIS-based assessment of spatial and temporal disparities of urban health index in Shenzhen, China.Frontiers in public health · 2024Article
- Article
- Spatial spillover impact of determinants on child mortality in Pakistan: evidence from Spatial Durbin Model.BMC public health · 2023Article
- Unveiling the underside of COVID-19: a pediatric perspective from Pakistan.The Lancet regional health. Southeast Asia · 2023Article
- Sehat sahulat: A social health justice policy leaving no one behind.The Lancet regional health. Southeast Asia · 2022Review
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2 authors.
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No grant is acknowledged in the PubMed record.
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.
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