Evidence map›Paper›PMID 42225656›Full record

ArticleScientific reports2026

Machine learning based prediction of diesel engine emissions and performance using hemp biodiesel enriched with nano additives.

Anchupogu Praveen, Krupakaran Radhakrishnan Lawrence, R Satya Meher, Dhinesh Balasubramanian, Utku Kale, Artūras Kilikevičius

Abstract read
In one paragraph

Article in Scientific reports, 2026. 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.

Anchupogu PraveenDepartment of Mechanical Engineering, Bapatla Engineering College, Bapatla, Andhra Pradesh, India.
Krupakaran Radhakrishnan LawrenceDepartment of Mechanical Engineering, Mohan Babu University, Tirupathi, Andhra Pradesh, India. krupakaran1305@gmail.com.
R Satya MeherDepartment of Mechanical Engineering, QIS College of Engineering & Technology, Ongole, Andhra Pradesh, India.
Dhinesh BalasubramanianDepartment of Port Engineering, Lithuanian Maritime Academy (LMA), Vilnius Gediminas Technical University, Klaipėda, Lithuania. dhinesh.balasubramanian@vilniustech.lt.
Utku KaleDepartment of Aeronautics and Naval Architecture, Faculty of Transportation Engineering and Vehicle Engineering, Budapest University of Technology and Economics, Műegyetem rkp. 3, Budapest, H-1111, Hungary. kale.utku@kjk.bme.hu.
Artūras KilikevičiusVilnius Gediminas Technical University, Vilnius, Lithuania.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The present study was focused on the experimental and machine learning approach to evaluate the diesel engine parameters behavior with hemp biodiesel blends enriched with nano additives (Al

Indexed as

ANNDecision treeEmissionHemp biodieselPerformancePrediction

Identifiers

PMID42225656
PMCPMC13483463

What OpenQuestion holds

Textmetadata
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.