Evidence map›Paper›PMID 40140455›Full record

ArticleScientific reports2025

Optimization of ultra-wideband metamaterial MXene-based polarization-insensitive solar absorber using machine learning for solar heater application.

Naim Ben Ali, Raj Agravat, Shobhit K Patel, Ammar Armghan, Marouan Kouki, Om Prakash Kumar

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Metamaterial-Enhanced Solar-Driven Processes for Energy Conversion and Water Treatment.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    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

6 authors.

Naim Ben AliDepartment of Industrial Engineering, College of Engineering, University of Ha'il, 81451, Ha'il City, Saudi Arabia.
Raj AgravatDepartment of Physics, Marwadi University, Rajkot, Gujarat, 360003, India.
Shobhit K PatelDepartment of Computer Engineering, Marwadi University, Rajkot, Gujarat, 360003, India. shobhitkumar.patel@marwadieducation.edu.in.
Ammar ArmghanDepartment of Electrical Engineering. College of Engineering, Jouf University, 72388, Sakaka, Saudi Arabia.
Marouan KoukiDepartment of Information System, Faculty of Computing and Information Technology, Northern Border University, Rafha, Saudi Arabia.
Om Prakash KumarDepartment of Electronics and Communication Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India. omprakash.kumar@manipal.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The aim was to optimize energy production and minimize energy losses with regard to sources of sustainable energy, particularly solar energy, by examining a variety of solar absorber designs developed from various materials. Metamaterial MXene/W-based Resonator Solar Absorber (MMRSA) using MXene and Tungsten material utilized in a resonator, which has a tiny wire and cylindrical ring-shaped geometry. The MgF

Indexed as

Machine learningMetamaterialMXenePolarization-insensitiveSolar energyUltra-wideband

Identifiers

PMID40140455
PMCPMC11947146

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.