Evidence map›Paper›PMID 39825273›Full record

ArticleBMC public health2025

Can the digital economy foster advancements in the healthcare sector? - a case study using interprovincial data from China.

Zhengqi Wei, Keke Wei, Jing Yang, Meilin Zhang, Feng Yang

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. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. 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

5 authors.

Zhengqi WeiSchool of Public Health, Guilin Medical University, Guangxi, Guilin, 541199, China.
Keke WeiHuazhong University of Science and Technology Tongji Medical College, Hubei, Wuhan, 430000, China.
Jing YangSchool of Public Health, Guilin Medical University, Guangxi, Guilin, 541199, China.
Meilin ZhangSchool of Humanities and Management, Guilin Medical University, Guangxi, Guilin, 541199, China.
Feng YangSchool of Humanities and Management, Guilin Medical University, Guangxi, Guilin, 541199, China. ssp000268@163.com.

Funding

the Guangxi "Social Medicine and Health Management" Bagui Scholar Project 2020GXWFSAA57146the National Natural Science Foundation of China 71864009
6 · The paper itself

Abstract

backgroundAs China's "Internet + Health" initiative advances, the digital economy significantly influences the quality of medical and health services. However, there is a research gap concerning the digital economy's specific impacts, mechanisms, and marginal effects on these services. This gap impedes a comprehensive understanding of the digital economy's potential in healthcare.

aimsThis study aims to clarify the digital economy's impact mechanisms on medical and health services levels, offering a scientific foundation for more targeted and effective policy formulation, thereby fostering sustainable digital development in healthcare.

methodsUtilizing panel data from China's 31 provinces (2011-2020), this paper employs the Spatial Durbin Model to analyze the spatial and marginal effects of the digital economy on healthcare service levels. To ensure analysis accuracy and robustness, the study refines the spatial weight matrix and addresses model endogeneity using the Generalized Spatial Two-Stage Least Squares method. Additionally, it examines regional disparities in the digital economy's impact through SDM and explores intermediary mechanisms and threshold effects using a mediation effect model and a panel threshold model.

resultsFindings indicate that the digital economy positively affects medical and health services in both local and neighboring regions, with variations across areas. The eastern region particularly benefits from the digital economy's enhancement of service levels, while the central and western regions see less impact. The digital economy enhances services by improving medical resource levels and promoting their coordinated development. However, this positive effect is moderated by the digital economy's and the region's economic development levels, with more pronounced impacts in regions with higher digital and economic development.

conclusionsThe digital economy plays a crucial role in improving medical and health services, and its full potential is beneficial for the industry's advancement and sustainability. Nonetheless, addressing the uneven digital economy development across regions is essential to ensure equitable benefits for all areas.

Indexed as

Delivery of Health CareDigital TechnologyHealth Care SectorChinaEconomic DevelopmentHumansDigital economyMechanism of action analysisMedical and health level

Identifiers

PMID39825273
PMCPMC11740665

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.