Evidence map›Paper›PMID 42587866›Full record

ArticleFoods (Basel, Switzerland)2026

Dynamic Quality Prediction and Intelligent Classification of

Wei Dong, Min Niu, Huan Jiang, Liya Liu, Jiahui Zhang, Qingchuan Zhang

Abstract read
In one paragraph

Article in Foods (Basel, Switzerland), 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

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

6 authors.

Wei DongSchool of Artificial Intelligence, Beijing Institute of Economics and Management, Beijing 100102, China.
Min NiuNational Engineering Research Centre for Agri-Product Quality Traceability, Beijing Technology and Business University, Beijing 100048, China.
Huan JiangNational Engineering Research Centre for Agri-Product Quality Traceability, Beijing Technology and Business University, Beijing 100048, China.
Liya LiuSchool of Artificial Intelligence, Beijing Institute of Economics and Management, Beijing 100102, China.ORCID 0000-0002-8025-0450
Jiahui ZhangSchool of Artificial Intelligence, Beijing Institute of Economics and Management, Beijing 100102, China.
Qingchuan ZhangNational Engineering Research Centre for Agri-Product Quality Traceability, Beijing Technology and Business University, Beijing 100048, China.

Funding

the 2024 University-Level Doctoral Funding Project of Beijing Institute of Economic and Manage-ment 24BSA01the National Key Technology R&D Program of China 2019YFC1606401
6 · The paper itself

Abstract

Temperature fluctuations in cold chain logistics accelerate protein degradation, lipid oxidation, and color deterioration of

Indexed as

clustering algorithmcold chain qualityLitopenaeus vannameiTad-Transformertime-series prediction

Identifiers

PMID42587866
PMCPMC13465521

What OpenQuestion holds

Textmetadata
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.