Evidence map›Paper›PMID 41149415›Full record

ArticleGels (Basel, Switzerland)2025

Assessment of Frozen Stored Silver Carp Surimi Gel Quality Using Synthetic Data-Driven Machine Learning (SDDML) Model.

Jingyi Yang, Shuairan Chen, Tianjian Tong, Chenxu Yu

Abstract read
In one paragraph

Article in Gels (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

4 authors.

Jingyi YangDepartment of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA 50011, USA.ORCID 0009-0003-8005-0584
Shuairan ChenDepartment of Computer Science, Iowa State University, Ames, IA 50011, USA.
Tianjian TongDepartment of Chemical and Biological Engineering, Iowa State University, Ames, IA 50011, USA.ORCID 0000-0002-0324-4671
Chenxu YuDepartment of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA 50011, USA.

Funding

USDA Hatch Grant NC1194 multistate project
6 · The paper itself

Abstract

The invasive Silver Carp (

Indexed as

collagendata augmentationfrozen effectmanufactured microfiberrandom forest modelsilver carpsurimi gelsynthetic data generationtransglutaminase

Identifiers

PMID41149415
PMCPMC12562470

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.