ArticleHeliyon2025
Fueling the development of elderly care services in China with digital technology: A provincial panel data analysis.
Article in Heliyon, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 3 of them syntheses that pooled 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.
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
13 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Mechanisms of Cardiovascular Toxicity Induced by Silver Nanoparticles: A Systematic Review of Preclinical Evidence.Cardiovascular toxicology · 2026Pooled it
- A systematic review and evaluation framework for IoB-based adaptive health coaching systems.Frontiers in digital health · 2026Pooled it
- A digital transformation and consumption patterns of the "New older adults" in China: a systematic review of technological adaptation and learning mechanisms.Frontiers in public health · 2025Pooled it
- Oleanolic acid in the fight against cancer: a multifaceted natural strategy for modern oncology.Molecular diversity · 2026Review
- Integrative single-cell transcriptomics and co-expression network analysis identify SIMALR as a prognostic immune-related lncRNA in breast cancer: in silico analysis and validation.Naunyn-Schmiedeberg's archives of pharmacology · 2026Article
- Measurement of the coupling coordination level and influencing factors of community healthcare services and older adults care services in China.BMC geriatrics · 2026Article
- Spatial disparities in elderly care institution accessibility: integrating real-time navigation data and the elderly's preferences in Fuzhou, China.BMC public health · 2026Article
- Mitigating Systemic Risks in Aging Services: An Evolutionary Game Analysis of Fiscal Policy, Service Quality, and Workforce Supply.Risk management and healthcare policy · 2026Article
- Public-private partnerships for UAV-assisted emergency medical services in aging communities: an evolutionary game approach.Frontiers in public health · 2026Article
- Safer fluoroscopy guided femoral access using a passive robotic support with a 3D printed needle and guidewire inserter.Journal of robotic surgery · 2025Article
- Exploring fungal survival mechanisms: toward next-generation antifungal therapies against Candida spp.Archives of microbiology · 2025Review
- Integrative approach to decipher pharmacological mechanism of Cinnamomum zeylanicum essential oil in prostate cancer.Medical oncology (Northwood, London, England) · 2025Article
- Quantitative evaluation of the central and local community-based home care policy in China based on the PMC Index model.Frontiers in public health · 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
No grant is acknowledged in the PubMed record.
Abstract
Background: The global demographic shift towards an aging population presents significant challenges to elderly care cervices, which encompass the range of services designed to meet the health and social needs of older adults. Particularly in China, the aging society's diverse needs are often met with service inadequacies and inefficient resource allocation within the elderly care cervices framework. Objective: This study aims to investigate the transformative potential of digital technology, which includes innovations such as e-commerce, cloud computing, and artificial intelligence, on elderly care cervices in China. The objective is to assess the impact of digital technology on service quality, resource allocation, and operational efficiency within the elderly care cervices domain. Methods: Employing Stata software, the study conducts an analysis of panel data from 30 Chinese provinces over the period from 2014 to 2021, examining the integration and application of digital technology within elderly care cervices to identify trends and correlations. Results: The findings reveal that the integration of digital technology significantly enhances elderly care cervices, improving resource allocation and personalizing care, which in turn boosts the quality of life for the elderly. Specifically, a one-percentage point increase in the development and adoption of digital technology within elderly care cervices is associated with a 21.5 percentage point increase in care quality. Conclusion: This research underscores the pivotal role of digital technology in revolutionizing elderly care cervices. The findings offer a strategic guide for policymakers and stakeholders to effectively harness digital technology, addressing the challenges posed by an aging society and enhancing the efficiency and accessibility of elderly care cervices in China. The application of digital technology in elderly care cervices is set to become a cornerstone in the future of elderly care, ensuring that the needs of the aging population are met with innovative and compassionate solutions.
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.