Evidence map›Paper›PMID 42511176›Full record

ArticleFoods (Basel, Switzerland)2026

Optimized Feature Extraction and Multi-Scale Fusion for Lightweight RTDETR in Real-Time Morphological Quality Detection of Oyster Mushroom (

Zhuo Bai, Xuexi Qi, Yinyi Zhang, Yindi Xu, Chengnan Ru, Shuai Wang, Ziyue Li, Qiyuan Fu, Lei Shi, Yuxin Ye

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

10 authors.

Zhuo BaiInstitute of Smart Agriculture, Jilin Agricultural University, Changchun 130118, China.ORCID 0009-0006-8637-8371
Xuexi QiCollege of Information Technology, Jilin Agricultural University, Changchun 130118, China.
Yinyi ZhangInstitute of Smart Agriculture, Jilin Agricultural University, Changchun 130118, China.
Yindi XuCollege of Information Technology, Jilin Agricultural University, Changchun 130118, China.
Chengnan RuInstitute of Smart Agriculture, Jilin Agricultural University, Changchun 130118, China.
Shuai WangInstitute of Smart Agriculture, Jilin Agricultural University, Changchun 130118, China.
Ziyue LiInstitute of Smart Agriculture, Jilin Agricultural University, Changchun 130118, China.
Qiyuan FuInstitute of Smart Agriculture, Jilin Agricultural University, Changchun 130118, China.
Lei ShiInstitute of Smart Agriculture, Jilin Agricultural University, Changchun 130118, China.
Yuxin YeCollege of Computer Science and Technology, Jilin University, Changchun 130012, China.ORCID 0000-0002-5009-4135

Funding

Jilin Province Science and Technology Department 20250201059GX
6 · The paper itself

Abstract

To address the low efficiency of manual quality grading for

Indexed as

channel pruningedge deploymentobject detectionPleurotus ostreatusRTDETR

Identifiers

PMID42511176
PMCPMC13407544

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.