Evidence map›Paper›PMID 41310559›Full record

ArticleBMC public health2025

Bridging divides or deepening gaps? ICT, quality of life, and the challenge of inclusive development at the intersection of healthcare and human development in South Asia.

Minhas Akbar, Wenjin Tang, Ammar Hussain, Petra Poulova

Abstract read
In one paragraph

Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Minhas AkbarSchool of Economics and Management, Changsha University of Science and Technology, Changsha, 410004, China.ORCID http://orcid.org/0000-0002-6639-0553
Wenjin TangSchool of Economics and Management, Changsha University of Science and Technology, Changsha, 410004, China. wjtang@csust.edu.cn.
Ammar HussainSchool of Management, University of Science and Technology of China, Hefei, China.
Petra PoulovaDepartment of Informatics and Quantitative Methods, Faculty of Informatics and Management, University of Hradec Kralove, Hradec Kralove, Czech Republic.ORCID http://orcid.org/0000-0001-5269-4065

Funding

This work was supported by Excellence project at Faculty of Informatics and Management, University of Hradec Kralove, Hradec Kralove, Czechia and the National Natural Science Foundation of China [Grant number 72373014]. 2373014
6 · The paper itself

Abstract

backgroundThe COVID-19 pandemic exposed critical gaps in healthcare infrastructure across developing countries, highlighting the need for scalable solutions to improve quality of life (QoL). This study investigates the asymmetric impact of Information and Communication Technologies (ICT) on Healthcare Expenditure (HCE) and the Human Development Index (HDI) across seven South Asian countries, where under-resourced healthcare systems coexist with rapid digital adoption.

methodsWe use data from 2005 to 2023 and employ Fully Modified Ordinary Least Squares (FMOLS) and Dynamic Ordinary Least Squares (DOLS) techniques. ICT is measured through an aggregate index of mobile subscriptions, internet users and broadband connections.

resultsThe results reveal that: (1) ICT serves as a significant catalyst for aggregate Quality of Life, evidenced by positive effects on the HDI and HCE; (2) While ICT improves male human development (HDIM), its insignificant long run cointegration with female specific development (HDIF) confirms structural barriers persist despite aggregate progress in South Asia; (3) Moderation analysis highlights critical disparities, with ICT diffusion through male populations enhancing overall human development 7.5 percent more effectively than through female populations; (4) Urban contextualized ICT yields 7.3 percent stronger human development gains and 9.0 percent higher health expenditure impacts relative to rural diffusion; (5) Mediation analysis demonstrates that although ICT increases out of pocket health spending, these expenditures subsequently improve HDI; (6) ICT exhibits insignificant integration with maternal mortality, yet reduced maternal mortality independently elevates HDI.

conclusionsThese findings necessitate gender- and geography-responsive ICT strategies, spatially balanced ICT infrastructure investment, and health financing safeguards to align South Asia's technological transformation with sustainable development goals 3 and 5, ensuring digital dividends foster inclusive wellbeing.

Indexed as

Delivery of Health CareHealth ExpendituresHuman DevelopmentInformation TechnologyQuality of LifeAsiaAsia, SouthernCOVID-19Developing CountriesFemaleHumansMaleHDIHealthcare expenditureICTMaternal MortalityOut of pocket health expendituresQuality of LifeSouth Asia

Identifiers

PMID41310559
PMCPMC12751285

What Socratic 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 Socratic graph.