Evidence map›Paper›PMID 40863466›Full record

ArticleJournal of imaging2025

Advancing Early Blight Detection in Potato Leaves Through ZeroShot Learning.

Muhammad Shoaib Farooq, Ayesha Kamran, Syed Atir Raza, Muhammad Farooq Wasiq, Bilal Hassan, Nitsa J Herzog

Abstract read
In one paragraph

Article in Journal of imaging, 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

6 authors.

Muhammad Shoaib FarooqDepartment of Computer Science, School of Systems and Technology, University of Management and Technology, Lahore 54000, Pakistan.ORCID 0000-0002-4095-8868
Ayesha KamranDepartment of Computer Science, School of Systems and Technology, University of Management and Technology, Lahore 54000, Pakistan.
Syed Atir RazaDepartment of Applied Computing Technologies FoIT& CS, University of Central Punjab Lahore, Lahore 54000, Pakistan.ORCID 0000-0001-5410-353X
Muhammad Farooq WasiqMETICS Solutions Ltd., London IG3 9JA, UK.
Bilal HassanFaculty of Engineering & Environment, Northumbria University, London Campus, London E1 7HT, UK.
Nitsa J HerzogFaculty of Engineering & Environment, Northumbria University, London Campus, London E1 7HT, UK.ORCID 0000-0002-4503-615X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Potatoes are one of the world's most widely cultivated crops, but their yield is coming under mounting pressure from early blight, a fungal disease caused by

Indexed as

CNNcrop yield predictionearly blightplant disease detectionplant pathologypotatoZeroShot learning

Identifiers

PMID40863466
PMCPMC12387161

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.