Evidence map›Paper›PMID 41463476›Full record

ArticleBiology2025

Deep Learning and Machine Learning Modeling Identifies Thidiazuron as a Key Modulator of Somatic Embryogenesis and Shoot Organogenesis in

Khushbu Kumari, Samaksh Mittal, Kritika Sharma, Sanatsujat Singh, Jyoti Upadhyay, Vishal Acharya, Virender Kadyan, Sudesh Kumar Yadav, Rohit Joshi

Abstract read
In one paragraph

Article in Biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Enhancing the pectolinarigenin production inFrontiers in plant science · 2026
    Article
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.

Khushbu KumariCSIR-Institute of Himalayan Bioresource Technology (CSIR-IHBT), Palampur 176061, Himachal Pradesh, India.ORCID 0009-0005-7993-0845
Samaksh MittalSchool of Computer Science, UPES University, Dehradun 248007, Uttarakhand, India.ORCID 0009-0004-6302-3565
Kritika SharmaArtificial Intelligence for Computational Biology Lab, Biotechnology Division, CSIR-Institute of Himalayan Bioresource Technology (CSIR-IHBT), Palampur 176061, Himachal Pradesh, India.ORCID 0009-0009-1575-1206
Sanatsujat SinghCSIR-Institute of Himalayan Bioresource Technology (CSIR-IHBT), Palampur 176061, Himachal Pradesh, India.
Jyoti UpadhyayDepartment of Pharmaceutical Sciences, School of Health Sciences and Technology, UPES University, Dehradun 248007, Uttarakhand, India.ORCID 0000-0001-7012-3653
Vishal AcharyaAcademy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India.ORCID 0000-0003-2175-9799
Virender KadyanSchool of Computer Science, UPES University, Dehradun 248007, Uttarakhand, India.ORCID 0000-0001-8708-9738
Sudesh Kumar YadavCSIR-Institute of Himalayan Bioresource Technology (CSIR-IHBT), Palampur 176061, Himachal Pradesh, India.ORCID 0000-0002-3215-0308
Rohit JoshiCSIR-Institute of Himalayan Bioresource Technology (CSIR-IHBT), Palampur 176061, Himachal Pradesh, India.ORCID 0000-0002-6524-4722

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The spice

Indexed as

artificial intelligenceconvolutional neural networkplant growth regulatorsplant tissue culturesomatic embryogenesis

Identifiers

PMID41463476
PMCPMC12730490

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.