Evidence map›Paper›PMID 40214606›Full record

ArticleNanomaterials (Basel, Switzerland)2025

Unlocking the Potential of Mg-Doped Rare Earth Manganites: Machine Learning-Guided Synthesis and Insights into Structural and Optical Properties.

Chikh Lakhdar Ben Messaoud, Zoulikha Hebboul, Ibn Khaldoun Lefkaier, Ahmed Draoui, Ahmed Lamine Ben Kamri, Souraya Goumri-Said, Mohammed Benali Kanoun, Romualdo S Silva, José A Alonso, Sophie Laurent

Abstract read
In one paragraph

Article in Nanomaterials (Basel, Switzerland), 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. Review
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.

Chikh Lakhdar Ben MessaoudLaboratoire de Physique des Matériaux, Ammar Thelidji, University of Laghouat, Laghouat 03000, Algeria.ORCID 0000-0002-4536-1788
Zoulikha HebboulLaboratoire de Physico-Chimie des Matériaux, Ammar Thelidji University of Laghouat, Laghouat 03000, Algeria.ORCID 0000-0002-4443-8632
Ibn Khaldoun LefkaierLaboratoire de Physique des Matériaux, Ammar Thelidji, University of Laghouat, Laghouat 03000, Algeria.ORCID 0000-0003-0786-8657
Ahmed DraouiLaboratoire de Physique des Matériaux, Ammar Thelidji, University of Laghouat, Laghouat 03000, Algeria.ORCID 0000-0001-7292-5633
Ahmed Lamine Ben KamriLaboratoire de Physique des Matériaux, Ammar Thelidji, University of Laghouat, Laghouat 03000, Algeria.ORCID 0009-0007-3019-6154
Souraya Goumri-SaidDepartment of Physics, College of Science and General Studies, Alfaisal University, P.O. Box 5092, Riyadh 11533, Saudi Arabia.ORCID 0000-0002-9333-7862
Mohammed Benali KanounDepartment of Mathematics and Sciences, College of Humanities and Sciences, Prince Sultan University, P.O. Box 66833, Riyadh 11586, Saudi Arabia.ORCID 0000-0002-2334-7889
Romualdo S SilvaInstituto de Ciencia de Materiales de Madrid (ICMM), CSIC, E-28049 Madrid, Spain.ORCID 0000-0002-6749-5293
José A AlonsoInstituto de Ciencia de Materiales de Madrid (ICMM), CSIC, E-28049 Madrid, Spain.ORCID 0000-0001-5329-1225
Sophie LaurentDepartment of General, Organic, and Biomedical Chemistry, NMR and Molecular Imaging Laboratory, University of Mons-Hainaut, B-7000 Mons, Belgium.ORCID 0000-0002-2589-3250

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

By leveraging machine learning insights from prior perovskite studies and employing the sol-gel method, we successfully synthesized two novel perovskite nanoceramics-M

Indexed as

gap energyMg dopingmultifunctional materialsnanomanganitesperovskiteSEMsol–gel

Identifiers

PMID40214606
PMCPMC11990812

What OpenQuestion holds

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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.