ArticleFrontiers in public health2026
Healthcare resource accessibility and farmers' health in rural China: a multidimensional perspective.
Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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
1 citing paper in PubMed.
- Longitudinal trajectories of long COVID among hospitalized patients with omicron infection in Changzhi, China.Frontiers in medicine · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Farmers' health capital is vital for global agriculture, yet farmers face multifaceted health risks. Using the China Family Panel Studies (CFPS) and China Statistical Yearbook data, this study employs fixed-effects, instrumental-variable, and quantile regression models to examine how geographic, economic, and social accessibility to healthcare affect farmers' health in China. Economic accessibility exerts the largest and most consistent effect, particularly among older farmers and those in central and western regions. Geographic accessibility shows a counterintuitive negative association, revealing reverse causality where poorer health drives long-distance care-seeking. Social accessibility yields modest gains, becoming more important among healthier farmers and uniquely significant in the western region. Heterogeneity analysis shows stronger associations among farmers with lower educational attainment, especially for geographic and social accessibility. For lower-income farmers, financial protection alone may be insufficient and should be complemented by health education. By constructing a multidimensional framework and identifying subgroup-specific effects, this study provides evidence for targeted policies integrating financial protection, infrastructure investment, and community-embedded care to address heterogeneous barriers across rural China.
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.