Evidence map›Paper›PMID 41514991›Full record

ArticlePlants (Basel, Switzerland)2025

Real-Time Callus Instance Segmentation in Plant Tissue Culture Using Successive Generations of YOLO Architectures.

Yunus Egi, Tülay Oter, Mortaza Hajyzadeh, Muammer Catak

Abstract read
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. 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.

Yunus EgiDepartment of Electrical and Electronics Engineering, Sirnak University, Sirnak 73000, Türkiye.ORCID 0000-0001-5185-8443
Tülay OterDepartment of Field Crops, Faculty of Agriculture, Sirnak University, Sirnak 73000, Türkiye.
Mortaza HajyzadehDepartment of Field Crops, Faculty of Agriculture, Sirnak University, Sirnak 73000, Türkiye.
Muammer CatakCollege of Engineering and Technology, American University of the Middle East, Egaila 54200, Kuwait.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Callus induction is a complex procedure in plant organ, cell, and tissue culture that underpins processes such as metabolite production, regeneration, and genetic transformation. It is important to monitor callus formation alongside subjective evaluations, which require labor-intensive care. In this research, the first curated lentil (

Indexed as

callusdeep learninginstance segmentationLens culinarisplant tissue culturereal-time inferenceYOLO

Identifiers

PMID41514991
PMCPMC12788146

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.