ArticleScientific reports2025
Impact of coal-to-gas transition on individual welfare considering the inverted U-shaped regulation effect of natural gas pipeline accessibility.
Article in Scientific reports, 2025. 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.
- From adaptation to overload: how climate risks affect public health?-evidence from China.Frontiers in public health · 2026Article
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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
Amid the accelerated pace of industrialization and urbanization in China, severe air pollution has emerged as a pressing concern, posing substantial threats to public health and the overall quality of life. Given its pivotal role in the transition towards clean energy, it is of utmost importance to conduct a comprehensive and in-depth assessment of the micro-level impacts of the coal-to-gas transition (CTGT) on individual welfare (IW). This study employs data from the Chinese General Social Survey (CGSS) to scrutinize the effects of the CTGT on IW, and has uncovered three pivotal findings. Firstly, the CTGT significantly enhances IW through a combination of income substitution effect (ISE), capital aggregation effect (CAE), industrial upgrading effect (IUE), and environmental improvement effect(EIE). As a consequence, residents have witnessed significant improvements in their life happiness (LH) and physical health (PH) following the transition. Secondly, natural gas pipelines accessibility (NGPA) has been found to exert an inverted U-shaped regulation influence on the relationship between the CTGT and IW. Thirdly, the welfare-enhancing effects of the CTGT are particularly pronounced among females with lower consumption levels, with a junior high school education or below, and residents in urban areas boasting superior energy supply and infrastructure standards. The findings offer crucial theoretical foundations and policy recommendations for optimizing energy structures and enhancing individual welfare, providing practical guidance for advancing global clean energy transitions and achieving sustainable development goals.
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