Evidence map›Paper›PMID 41393894›Full record

ArticleFrontiers in plant science2025

Deep learning-based phenotyping of lettuce diseases using Efficient-FBM-FRMNet for precision agriculture.

Parul Nasra, Sheifali Gupta, Mudassir Khan, Jaibir Singh, Bayan Alabdullah, Abrar Almjally, Ruby Pant, Nitin Kumar, Salil Bharany

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Frontiers in plant science, 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

9 authors.

Parul NasraChitkara University Institute of Engineering and Technology, Chitkara University, Rajpura, Punjab, India.
Sheifali GuptaChitkara University Institute of Engineering and Technology, Chitkara University, Rajpura, Punjab, India.
Mudassir KhanDepartment of Computer Science, College of Computer Science, Applied College Tanumah, King Khalid University, Abha, Saudi Arabia.
Jaibir SinghSchool of Computer Science & Engineering, Galgotias University, Greater Noida, Uttar Pradesh, India.
Bayan AlabdullahDepartment of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia.
Abrar AlmjallyCollege of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia.
Ruby PantDepartment of Mechanical Engineering, Uttaranchal University, Dehradun, Uttarakhand, India.
Nitin KumarDepartment of Mechanical Engineering, Graphic Era (Deemed to be University), Clement Town, Dehradun, India.
Salil BharanyChitkara University Institute of Engineering and Technology, Chitkara University, Rajpura, Punjab, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Lettuce (

Indexed as

deep learningdilated convolutionsefficientNetB4feature bottleneck module (FBM)feature refinement module (FRM)lettuce disease detection

Identifiers

PMID41393894
PMCPMC12698579

What OpenQuestion holds

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Registered trials

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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.