AI-driven oscillatory heat transfer efficiency in MnZnFe

Alsamani A M Salih, Zia Ullah, Wubale Demis Alamirew, Mhamed Benaissa, Maha Mohammed Alharbi, Mutasem Z Bani-Fwaz, Nidhal Ben Khedher

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In one paragraph

Article in Discover nano, 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

7 authors.

Alsamani A M SalihChemical Engineering Department, College of Engineering, University of Ha'il, P.O. Box 2440, 81441, Hail, Saudi Arabia.

Zia UllahCenter of Turbulence Control, Harbin Institute of Technology (Shenzhen), Shenzhen, 518055, China. ziakhan6008@gmail.com.

Wubale Demis AlamirewDepartment of Mathematics, Debre Berhan University, P.O. Box 445, Debre Birhan, Ethiopia. wubaledemis@dbu.edu.et.

Mhamed BenaissaChemical Engineering Department, College of Engineering, University of Ha'il, P.O. Box 2440, 81441, Hail, Saudi Arabia.

Maha Mohammed AlharbiDepartment of Biology, College of Science, University of Hail, P.O. Box 2440, Hail, Saudi Arabia.

Mutasem Z Bani-FwazChemistry Department, College of Science, King Khalid, P.O. Box 9004, 61413, Abha, Saudi Arabia.

Nidhal Ben KhedherDepartment of Mechanical Engineering, College of Engineering, University of Ha'il, 81451, Ha'il City, Saudi Arabia.

Funding

University of Hail RG-24 147

6 · The paper itself

Abstract

Oscillatory and steady performance of heat and mass transfer in MnZnFe

Indexed as

Activation energy and exothermic reactionApplied magnetic fieldInclined solar-collector plateMixed convection-radiationMnZnFe2O4-water nanofluidOscillatory heat and mass transfer

Identifiers

PMID42360403

DOI10.1186/s11671-026-04758-5

PMCPMC13309585

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LicenceCC BY-NC-ND

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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.