Evidence map›Paper›PMID 41164364›Full record

ArticleFrontiers in nutrition2025

E-commerce adoption and farmers' pesticide reduction behavior: implications for food system security.

Hailan Qiu, Wenyi Tang, Hanyun Deng, Lun Hu, Jiawei Wang, Biao Sheng, Wenmei Liao

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

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0citing papers in PubMed
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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

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Hailan QiuSchool of Economics and Management, Jiangxi Agricultural University, Nanchang, China.
Wenyi TangSchool of Economics and Management, Jiangxi Agricultural University, Nanchang, China.
Hanyun DengSchool of Economics and Management, Jiangxi Agricultural University, Nanchang, China.
Lun HuSchool of Economics and Management, Jiangxi Agricultural University, Nanchang, China.
Jiawei WangDigital Faculty of Economics, Jiangxi Open University, Nanchang, China.
Biao ShengSchool of Systems Science and Engineering, Sun Yat-sen University, Guangzhou, China.
Wenmei LiaoSchool of Economics and Management, Jiangxi Agricultural University, Nanchang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Reducing pesticide is an important measure to ensure the quality and safety of agricultural products and promote the development of organic agriculture. E-commerce effectively promotes the reduction of pesticide use by guiding consumers' demand for agricultural products with low pesticide residues. Methods: Taking 3531 farmers in China as a sample, this paper analyzes the impact and mechanism of e-commerce adoption (ECA) on farmers' pesticide reduction behavior (FPRB) by using the binary Logit model and mediation effect model, and investigates the heterogeneous impact of ECA on FPRB. On this basis, the differences in the effects of different e-commerce scales, modes and pesticide application methods are further discussed. Results and discussion: The research findings demonstrate that ECA effectively promote FPRB, with agricultural income expectations, food safety perception, and adoption of agricultural machinery socialization services serving as positive mediating factors. Heterogeneity analysis reveals that the impact of ECA on FPRB varies across individual levels, family levels, and regional levels. Further exploration indicates that large-scale e-commerce platforms and socialized e-commerce models exhibit more significant effects in FPRB, while ECA better facilitate farmers' adoption of mechanized pesticide application methods. By quantifying the impact of ECA on FPRB, this study demonstrates the effective role of e-commerce in expanding the three core benefits of ecological protection, product safety and sustainable development of organic agriculture, and provides important reference and empirical enlightenment for the development of e-commerce and the green transformation of agriculture in developing countries.

Indexed as

e-commerce adoptionfarmersfood safetypesticide reductionpolicy optimization

Identifiers

PMID41164364
PMCPMC12560182

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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.