Evidence map›Paper›PMID 40648079›Full record

ArticlePlants (Basel, Switzerland)2025

StomaYOLO: A Lightweight Maize Phenotypic Stomatal Cell Detector Based on Multi-Task Training.

Ziqi Yang, Yiran Liao, Ziao Chen, Zhenzhen Lin, Wenyuan Huang, Yanxi Liu, Yuling Liu, Yamin Fan, Jie Xu, Lijia Xu and 1 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Plants (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
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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

11 authors.

Ziqi YangCollege of Information Engineering, Sichuan Agricultural University, Ya'an 625000, China.
Yiran LiaoCollege of Mechanical and Electrical Engineering, Sichuan Agricultural University, Ya'an 625000, China.
Ziao ChenMaize Research Institute, Sichuan Agricultural University, Chengdu 611130, China.
Zhenzhen LinCollege of Information Engineering, Sichuan Agricultural University, Ya'an 625000, China.
Wenyuan HuangCollege of Information Engineering, Sichuan Agricultural University, Ya'an 625000, China.
Yanxi LiuMaize Research Institute, Sichuan Agricultural University, Chengdu 611130, China.
Yuling LiuMaize Research Institute, Sichuan Agricultural University, Chengdu 611130, China.
Yamin FanMaize Research Institute, Sichuan Agricultural University, Chengdu 611130, China.
Jie XuMaize Research Institute, Sichuan Agricultural University, Chengdu 611130, China.ORCID 0000-0002-8591-8894
Lijia XuCollege of Mechanical and Electrical Engineering, Sichuan Agricultural University, Ya'an 625000, China.ORCID 0000-0001-5100-4042
Jiong MuCollege of Information Engineering, Sichuan Agricultural University, Ya'an 625000, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Maize (

Indexed as

maize stomamulti-task trainingprecision agricultureYOLO

Identifiers

PMID40648079
PMCPMC12252304

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.