Evidence map›Paper›PMID 42559027›Full record

ArticleRSC advances2026

Physics-informed machine learning for lead-free dual-absorber perovskites: unveiling the synergy of Cs

Md Masum Mia, Md Harun-Or-Rashid, Sagar Bhattarai, Nacer Badi, Faoz H Al-Atawi, Ahmad Irfan, Md Ferdous Rahman

Abstract read
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In one paragraph

Article in RSC advances, 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.

Md Masum MiaAdvanced Energy Materials and Solar Cell Research Laboratory, Department of Electrical and Electronic Engineering, Begum Rokeya University Rangpur 5400 Bangladesh ferdousapee@gmail.com.
Md Harun-Or-RashidAdvanced Energy Materials and Solar Cell Research Laboratory, Department of Electrical and Electronic Engineering, Begum Rokeya University Rangpur 5400 Bangladesh ferdousapee@gmail.com.ORCID https://orcid.org/0009-0004-4499-0701
Sagar BhattaraiTechnology Innovation and Development Foundation, Indian Institute of Technology Guwahati Guwahati Assam 781039 India.ORCID https://orcid.org/0000-0002-4805-9613
Nacer BadiDepartment of Physics, Faculty of Science, University of Tabuk Tabuk 71491 Saudi Arabia.
Faoz H Al-AtawiDepartment of Chemistry, College of Science, Majmaah University Al Majmaah 11952 Saudi Arabia.
Ahmad IrfanDepartment of Chemistry, College of Science, King Khalid University P. O. Box 9004 Abha 61413 Saudi Arabia.
Md Ferdous RahmanAdvanced Energy Materials and Solar Cell Research Laboratory, Department of Electrical and Electronic Engineering, Begum Rokeya University Rangpur 5400 Bangladesh ferdousapee@gmail.com.ORCID https://orcid.org/0000-0002-0090-2384

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study explores the enhancement of device performance by designing a new led-free architecture that employs a dual-absorber configuration. The device architecture is constructed around a dual-absorber configuration involving Cs

Identifiers

PMID42559027
PMCPMC13439382

What OpenQuestion holds

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Registered trials

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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.