Evidence map›Paper›PMID 41523273›Full record

ArticleFood science & nutrition2026

A Fast and Real-Time Machine Vision Evaluation System for Size Grading of

Qiyang Shui, Fajun Miao, Senping Liu, Liang Cao, Huanyu Jiang, Jinzhu Lu

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Food science & nutrition, 2026. 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
–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

2 citing papers in PubMed.

  1. Review
  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

6 authors.

Qiyang ShuiModern Agricultural Equipment Research Institute, School of Mechanical Engineering Xihua University Chengdu China.
Fajun MiaoModern Agricultural Equipment Research Institute, School of Mechanical Engineering Xihua University Chengdu China.
Senping LiuModern Agricultural Equipment Research Institute, School of Mechanical Engineering Xihua University Chengdu China.
Liang CaoChengdu Academy of Agriculture and Forestry Sciences Chengdu China.
Huanyu JiangCollege of Biosystems Engineering and Food Science Zhejiang University Hangzhou China.
Jinzhu LuModern Agricultural Equipment Research Institute, School of Mechanical Engineering Xihua University Chengdu China.ORCID https://orcid.org/0000-0001-5182-7508

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Automatic grading in factory production is a key component for improving production efficiency and ensuring product quality. As one of the most widely consumed edible mushrooms in the world, the cap diameter of

Indexed as

Agaricus bisporusfactory‐scale gradingpostharvest gradingYOLOv5

Identifiers

PMID41523273
PMCPMC12783697

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.