Evidence map›Paper›PMID 41062594›Full record

ArticleScientific reports2025

Mechanisms by which environmental regulation and social network embeddedness influence farmers' ecological efficiency.

Li Runze, Zhu Jian, Chen Ke, Wang Yang

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Li RunzeCollege of Economics and Management, Shenyang Agricultural University, Shenyang, 110866, China.
Zhu JianCollege of Economics and Management, Shenyang Agricultural University, Shenyang, 110866, China.
Chen KeCollege of Economics and Management, Shenyang Agricultural University, Shenyang, 110866, China. chenkeyaya@163.com.
Wang YangCollege of Economics and Management, Shenyang Agricultural University, Shenyang, 110866, China.

Funding

National Office for Philosophy and Social Sciences 24&ZD109
6 · The paper itself

Abstract

Identifying the key drivers of ecological efficiency improvement among forest farmers is essential for advancing the reform of the collective forest tenure system and promoting the modernization of forestry. Based on survey data from 324 hazelnut farmers in Tieling City, Liaoning Province, this study developed an analytical framework that links external regulation, internal network embeddedness, and ecological efficiency. A super-efficiency Slack-Based Measure (SBM) model was employed to assess production efficiency, and the effects of environmental regulation and social network embeddedness on ecological efficiency were systematically investigated, along with their interaction mechanisms. The results showed that environmental regulation had a significant positive effect on ecological efficiency, with coercive regulation exerting the strongest influence, significantly exceeding that of incentive-based and guidance-based approaches. Social network embeddedness also significantly enhanced ecological efficiency, with degree centrality having the most significant impact, followed by betweenness and closeness centrality. Moreover, the interaction effects between environmental regulation and centrality indicators displayed heterogeneous characteristics. Based on these findings, the study proposes three policy implications: (1) the government should strengthen regulatory enforcement and fiscal incentives, complemented by awareness campaigns and technical training to improve farmers' environmental consciousness; (2) farmer cooperation and information-sharing platforms should be encouraged to enhance capacity building and optimize social network structures; (3) differentiated policy interventions should be developed according to interaction patterns to leverage network-driven spillovers, motivating farmers to act as role models in the green transition and improving regulatory effectiveness.

Indexed as

Conservation of Natural ResourcesFarmersForestrySocial NetworkingChinaForestsHumansEcological efficiencyEnvironmental regulationForest farmersSocial network embeddedness

Identifiers

PMID41062594
PMCPMC12508214

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.