ArticleBMC public health2024
Impact mechanism and spatial spillover effect of the digital economy on the high-quality development of undertakings for the aged in China.
Article in BMC public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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.
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.
Who cites it
4 citing papers in PubMed.
- Digital Healthy Aging in China: Current Landscape and the Way Forward.Health care science · 2026Review
- Impact of regional digital transformation on public health: an empirical analysis based on 31 provinces in China.BMC public health · 2025Article
- How digital economy shapes older adult care services: evidence from China.Frontiers in public health · 2025Article
- Urban-rural consumption differences among the elderly in developed regions: Evidence from Zhejiang, China.PloS one · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
backgroundDigitalization and population aging have had a profound impact on the development of undertakings for the aged, which brings challenges as well as opportunities for elder care system. This study examines the impact of the digital economy on the high-quality development (HQD) of undertakings for the aged in China.
methodsBased on the panel data of 31 provinces in mainland China from 2013 to 2021, this study explores the influence mechanism of the HQD of undertakings for the aged driven by the digital economy and its spatial spillover effects. The benchmark regression model is used to investigate the impact of the development level of the digital economy on the HQD of undertakings for the aged. The mediation effect model is used to explore the indirect effects of the digital economy on the HQD of undertakings for the aged through the influence of the intermediary variable. The spatial panel model is then used to analyze the spatial spillover effect of the digital economy on the HQD of undertakings for the aged.
resultsThe digital economy has a positive effect (coefficient = 0.1530, P-value < 0.01) on the local HQD of undertakings for the aged and a negative effect (coefficient = - 0.1012, P-value < 0.01) on the level of the HQD of undertakings for the aged in neighboring areas after controlling for other variables. The mediation effect of the proportion of the tertiary industry in GDP accounts for 6.6% of the total effect of the digital economy on the HQD of undertakings for the aged.
conclusionsThe digital economy can significantly promote the HQD of undertakings for the aged by transforming the development of the tertiary industry. The improvement in the digital economy has a significant spatial spillover effect. This research enriches the existing body of literature by suggesting effective ways to enhance the HQD of undertakings for the aged through the digital economy and the tertiary industry.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.