Evidence map›Paper›PMID 40361551›Full record

ArticleFoods (Basel, Switzerland)2025

Method of Detecting Microorganisms on the Surface of Mandarin Fish Based on Hyperspectral and Information Fusion.

Tao Yuan, Yixiao Ma, Zuyu Guo, Yijian Wang, Liqin Kong, Yaoze Feng, Haopeng Liu, Liang Meng

Abstract read
In one paragraph

Article in Foods (Basel, Switzerland), 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

8 authors.

Tao YuanCollege of Engineering, Huazhong Agricultural University, Wuhan 430070, China.
Yixiao MaSchool of Electrical and Electronic Engineering, Wuhan Polytechnic University, Wuhan 430070, China.ORCID 0000-0002-0185-787X
Zuyu GuoSchool of Electrical and Electronic Engineering, Wuhan Polytechnic University, Wuhan 430070, China.
Yijian WangCollege of Engineering, Huazhong Agricultural University, Wuhan 430070, China.
Liqin KongCollege of Engineering, Huazhong Agricultural University, Wuhan 430070, China.
Yaoze FengCollege of Engineering, Huazhong Agricultural University, Wuhan 430070, China.ORCID 0000-0002-4098-5874
Haopeng LiuCollege of Engineering, Huazhong Agricultural University, Wuhan 430070, China.
Liang MengCollege of Engineering, Huazhong Agricultural University, Wuhan 430070, China.

Funding

HZAU-AGIS Cooperation Fund SZYJY2021028the Fundamental Research Funds for the Central Universities 2662020GXPY003
6 · The paper itself

Abstract

Microorganisms play a key role in fish spoilage and quality deterioration, making the development of a rapid, accurate, and efficient technique for detecting surface microbes essential for enhancing freshness and ensuring the safety of mandarin fish consumption. This study focused on the total viable count (TVC) and

Indexed as

freshnesshyperspectral technologymandarin fishmicrobesnon-destructive testing

Identifiers

PMID40361551
PMCPMC12071482

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.