Evidence map›Paper›PMID 41245445›Full record

ArticleFrontiers in plant science2025

"Smart agriculture: a climate-driven approach to modelling and forecasting fall armyworm populations in maize using machine learning algorithms".

Vani Sree Kalisetti, Upendhar Sudharshanam, Nagesh Kumar Mallela Venkata, Rajashekhar Mandla, Srinivas Akula, Mallaiah Bedika, Bhadru Dharavath, Sreelatha Dogga, Ramakrishna Babu A, Chandrasekhar Javaji

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. 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. 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

10 authors.

Vani Sree KalisettiMaize Research Centre, Agricultural Research Institute, Professor Jayashankar Telangana Agricultural University, Hyderabad, India.
Upendhar SudharshanamDepartment of Entomology, College of Agriculture, Professor Jayashankar Telangana Agricultural University, Hyderabad, India.
Nagesh Kumar Mallela VenkataMaize Research Centre, Agricultural Research Institute, Professor Jayashankar Telangana Agricultural University, Hyderabad, India.
Rajashekhar MandlaInstitute of Biotechnology, College of Agriculture, Professor Jayashankar Telangana Agricultural University, Hyderabad, India.
Srinivas AkulaMarket Intelligence Centre, College of Agriculture, Professor Jayashankar Telangana Agricultural University, Hyderabad, India.
Mallaiah BedikaMaize Research Centre, Agricultural Research Institute, Professor Jayashankar Telangana Agricultural University, Hyderabad, India.
Bhadru DharavathMaize Research Centre, Agricultural Research Institute, Professor Jayashankar Telangana Agricultural University, Hyderabad, India.
Sreelatha DoggaMaize Research Centre, Agricultural Research Institute, Professor Jayashankar Telangana Agricultural University, Hyderabad, India.
Ramakrishna Babu AAll India Coordinated Research Project (AICRP) on Biological Control of Crop Pests and Diseases, Professor Jayashankar Telangana Agricultural University, Hyderabad, India.
Chandrasekhar JavajiIndian Council of Agriculture (ICAR)-Indian Institute of Maize Research, Winter Nursery Centre, Hyderabad, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The fall armyworm (

Indexed as

ANNXclimatological parametersfall armywormINGARCHXpheromone trap catchesSVRX

Identifiers

PMID41245445
PMCPMC12611936

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.