Evidence map›Paper›PMID 41285919›Full record

ArticleScientific reports2025

Enhancing charge transfer in low-light conditions through the incorporation of carbon nanotubes in carbon-based perovskite solar cells for indoor applications.

Piyapond Makming, Watcharapong Pudkon, Araya Ruengsuk, Kumaree Thongimboon, Thanawat Kanlayapattamapong, Theerapat Arpornrat, Chaowaphat Seriwattanachai, Duangmanee Wongratanaphisan, Pasit Pakawatpanurut, Pongsakorn Kanjanaboos and 2 more

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. 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

12 authors.

Piyapond MakmingSchool of Renewable Energy, Maejo University, San Sai, Chiang Mai, 50290, Thailand.
Watcharapong PudkonOffice of Research Administration, Chiang Mai University, Chiang Mai, 50200, Thailand.
Araya RuengsukDepartment of Physics and Materials Science, Faculty of Science, Chiang Mai University, Chiang Mai, 50200, Thailand.
Kumaree ThongimboonDepartment of Physics and Materials Science, Faculty of Science, Chiang Mai University, Chiang Mai, 50200, Thailand.
Thanawat KanlayapattamapongProgramme in Nanoscience and Nanotechnology (International Programme/Interdisciplinary), Faculty of Science, Chiang Mai University, Chiang Mai, 50200, Thailand.
Theerapat ArpornratOffice of Research Administration, Chiang Mai University, Chiang Mai, 50200, Thailand.
Chaowaphat SeriwattanachaiSchool of Materials Science and Innovation, Faculty of Science, Mahidol University, Nakhon Pathom, 73170, Thailand.
Duangmanee WongratanaphisanOffice of Research Administration, Chiang Mai University, Chiang Mai, 50200, Thailand.
Pasit PakawatpanurutDepartment of Chemistry, Faculty of Science, Mahidol University, Bangkok, 10400, Thailand.
Pongsakorn KanjanaboosSchool of Materials Science and Innovation, Faculty of Science, Mahidol University, Nakhon Pathom, 73170, Thailand.
Pipat RuankhamDepartment of Physics and Materials Science, Faculty of Science, Chiang Mai University, Chiang Mai, 50200, Thailand. pipat.r@cmu.ac.th.
Akarin IntaniwetSchool of Renewable Energy, Maejo University, San Sai, Chiang Mai, 50290, Thailand. a.intaniwet@hotmail.co.th.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Perovskite solar cells (PSCs) have emerged as a promising photovoltaic technology owing to their high power conversion efficiency (PCE) and low-cost fabrication, making them suitable for both outdoor and indoor applications. Nevertheless, achieving high performance under indoor lighting and ensuring long-term stability remain critical challenges. In this work, we introduce an antisolvent engineering strategy incorporating carbon nanotubes (CNTs) to enhance charge transport and suppress charge recombination. The incorporation of CNTs improves the structural and electrical properties of the perovskite film by increasing surface conductivity, thereby facilitating more efficient charge extraction and faster interfacial charge transfer, while reducing recombination losses. Consequently, the CNT-based devices exhibit an outstanding indoor PCE of 32.63% and a fill factor of 73.60% under 1000 lx LED illumination at ambient conditions (40-50% relative humidity, 25 ± 5 °C). This simple antisolvent engineering approach provides an effective pathway for developing efficient and stable carbon-based PSCs, highlighting their potential for next-generation indoor photovoltaic and self-powered electronic applications.

Indexed as

Carbon nanotubesEfficiencyIndoor lightPerovskite solar cellsStability

Identifiers

PMID41285919
PMCPMC12644687

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.