Evidence map›Paper›PMID 36832785›Full record

ArticleFoods (Basel, Switzerland)2023

Perceived Value of Information Attributes: Accounting for Consumer Heterogeneous Preference and Valuation for Traceable Agri-Food.

Ruifeng Liu, Jian Wang, Jiahao Liang, Hengyun Ma, Fei Liang

Open access · goldAbstract read
In one paragraph

Article in Foods (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
6.3field-weighted citation impact, top 4% of its field
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

2 citing papers in PubMed, 11 citations in OpenAlex.

  1. Article
  2. Article
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

5 authors at 1 institution in 1 country.

Ruifeng LiuCollege of Economics and Management, Henan Agricultural University, Zhengzhou 450046, China.ORCID 0000-0001-6468-1093
Jian WangCollege of Economics and Management, Henan Agricultural University, Zhengzhou 450046, China.
Jiahao LiangCollege of Economics and Management, Henan Agricultural University, Zhengzhou 450046, China.
Hengyun MaCollege of Economics and Management, Henan Agricultural University, Zhengzhou 450046, China.ORCID 0000-0003-4405-3078
Fei LiangCollege of Economics and Management, Henan Agricultural University, Zhengzhou 450046, China.
Henan Agricultural University · CN

Funding

Humanities and Social Science Research Project for Colleges and Universities of Henan Province 2023-ZDJH-368Humanities and Social Science Research Project of the Ministry of Education of China 21YJA790039Key Scientific Research Project for Colleges and Universities of Henan Province 21A790011National Natural Science Foundation of China 72173037Philosophy and Social Science Planning Project of Henan Province 2021BJJ046Scientific and Technological Innovation Talents (Humanities and Social Sciences) Support Program for Colleges and Universities of Henan Province 2017-cxrc-002
6 · The paper itself

Abstract

Information attributes characterize traceable agri-food. The perceived value of information attributes influences consumers' preferences for traceable agri-food, consisting of two dimensions, predictive value and confidence value. We examine heterogeneous preferences and willingness to pay (WTP) in China's traceable agri-food market. Using the choice experiments, we explore how the traceability information, certification type, region of origin, and price influence Chinese consumers' Fuji apple choices. We identify three consumer classes by a latent class model: certification-oriented class (65.8%), price-sensitive and origin-oriented class (15.0%), and no-buy class (19.2%). The results show that consumer sociodemographic characteristics, predictive value, and confidence value are the heterogeneous sources that determine their preferences for Fuji apple information attributes. Specifically, consumers' age, family income per month, and whether the family has children under 18 significantly impact the membership probability of consumers in both certification-oriented and price-sensitive and origin-oriented classes. Consumers' predicted value and confidence value significantly impact the membership probability of consumers in the certification-oriented class. In contrast, consumers' predicted value and confidence value have no significant impact on the membership probability of consumers in price-sensitive and origin-oriented class.

Indexed as

choice experimentsheterogeneous preferencetraceable agri-foodwillingness to pay

Identifiers

PMID36832785
PMCPMC9955747
OpenAlexW4319439242

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.