Evidence map›Paper›PMID 39925352›Full record

ArticleHeliyon2025

Effect of cooperative membership on farmers' technology adoption based on the mediating effects of technology cognition.

Geling Wang, Miao Xu

Abstract read
In one paragraph

Article in Heliyon, 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

2 authors.

Geling WangResources, Environment and Regional Economy Research Center of Shaanxi Province, Xi'an University of Finance and Economics, Xi'an, 710100, China.
Miao XuResources, Environment and Regional Economy Research Center of Shaanxi Province, Xi'an University of Finance and Economics, Xi'an, 710100, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Agricultural cooperatives (hereafter referred to as cooperatives) are a bridge for transforming new agricultural technologies into real productivity, and they are important in technology adoption among farmers. Clarifying the impact of cooperative membership on technology adoption is an important aspect of establishing micro incentives for technology adoption among farmers. In this paper, we use the propensity score matching (PSM) method of counterfactual inference to analyze how cooperative membership promotes technology adoption among farmers by changing their technology cognition. The results show that cooperative membership can promote the adoption of water-saving irrigation technology (WSIT). Significant between-group differences exist in the effect of cooperative membership on farmers' decision to adopt WSIT such that the promotion effect is greater among farmers with larger irrigated land areas, farmers with fewer years of farming experience, and farmers with lower education levels. Technology cognition significantly promotes farmers' technology adoption. The depth of technology cognition mediates the effect of cooperative membership on technology adoption among farmers such that cooperative membership leads farmers to deepen their technology cognition and indirectly promotes technology adoption among farmers.

Indexed as

Cooperative membershipMediating effectsPropensity score matching (PSM) methodTechnology adoptionTechnology cognition

Identifiers

PMID39925352
PMCPMC11804595

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.