Evidence map›Paper›PMID 41927757›Full record

ArticleScientific reports2026

The impact of environmental knowledge on green purchasing intention: a higher-order model.

Mulin Liu, Bei Lyu, Niyom Suwandej

Abstract read
In one paragraph

Article in Scientific reports, 2026. 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

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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

3 authors.

Mulin LiuSchool of Economics and Management, Guangxi University of Science and Technology, Guangxi, China.
Bei LyuInternational Chinese College, Panyapiwat Institute of Management, Nonthaburi, Thailand. lyubei@pim.ac.th.
Niyom SuwandejCollege of Innovation and Management, Suan Sunandha Rajabhat University, Bangkok, Thailand.

Funding

Guangxi Industrial High-Quality Development Research Centre Open Fund Project in China No. 23GXGY32Humanities and Social Sciences of the Ministry of Education in China No. 25YJCZH163Social Science Fund of Fujian Province in China No.FJ2024C087
6 · The paper itself

Abstract

Currently, environmental problems are becoming increasingly prominent, and global warming is intensifying. The promotion of green product purchases is of great significance to social sustainability. Based on this, this study constructs a higher-order model to analyze in depth how environmental knowledge influences the green purchasing intention of undergraduate students. A total of 343 data samples were collected for quantitative research. Smart partial least squares (Smart PLS) was used for data analysis to measure the relationship between variables. The results of this study show that students' green purchase intention is positively and significantly correlated with their environmental knowledge. Additionally, the relationship between environmental knowledge and students' green purchase intention is significantly mediated by green product attitude, subjective norms, and perceived behavioral control. This study provides a theoretical foundation for enterprises to accurately define their product positioning and develop targeted marketing strategies, thereby enhancing the sales of their green products in the Chinese market. Moreover, it offers empirical evidence for governments and educational institutions to attach importance to the popularization of environmental knowledge and the deepening of green education.

Indexed as

Environmental knowledgeGreen purchase intentionSmart PLSUndergraduate students

Identifiers

PMID41927757
PMCPMC13195126

What OpenQuestion holds

Textmetadata
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.