Evidence map›Paper›PMID 40045359›Full record

ArticleBMC health services research2025

Health status in the era of digital transformation and sustainable economic development.

Claudiu George Bocean, Anca Antoaneta Vărzaru

Abstract read
In one paragraph

Article in BMC health services research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing 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

13 citing papers in PubMed.

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  11. Digital transformation and the Immunization agenda 2030.Bulletin of the World Health Organization · 2025
    Article
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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.

Claudiu George BoceanDepartment of Management, Marketing and Business Administration, Faculty of Economics and Business Administration, University of Craiova, 13 AI Cuza Street, Craiova, 200585, Romania. claudiu.bocean@edu.ucv.ro.
Anca Antoaneta VărzaruDepartment of Economics, Accounting and International Business, Faculty of Economics and Business Administration, University of Craiova, 13 AI Cuza Street, Craiova, 200585, Romania.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn the contemporary landscape characterized by digital transformation and sustainable economic development, understanding the dynamics of health status is critically significant. This study investigates the complex relationship among healthcare expenditure, digital transformation, health status, and well-being within the European Union (EU) framework.

methodsThrough structural equation modeling, the research examines the multidimensional interplay among these variables, while cluster analysis supports identifying distinct patterns within the data. The paper aims to provide a broad understanding of the impact of digital transformation and healthcare expenditure on health status and well-being at the EU level.

resultsThe findings unveil nuanced linkages among healthcare expenditure, digital transformation, health status, and well-being across distinct clusters of EU countries. While certain countries exhibit synergistic advancements resulting in enhanced healthcare outcomes, others confront challenges stemming from disparities in digital infrastructure, healthcare expenditure allocation, and health status.

conclusionsThis study underscores the imperative of fostering synergies between digital transformation and healthcare expenditure to enhance health status within the EU. Identifying pivotal determinants and barriers enables policymakers to formulate targeted strategies to mitigate disparities and foster inclusive growth to promote equitable healthcare access and advance overall societal well-being.

Indexed as

Digital TechnologyEconomic DevelopmentHealth ExpendituresHealth StatusSustainable DevelopmentEuropean UnionHumansLatent Class AnalysisDigital transformationEuropean unionHealthcare expenditureHealth statusSustainable economic development

Identifiers

PMID40045359
PMCPMC11883919

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.