Evidence map›Paper›PMID 42428012›Full record

ReviewNanoscale advances2026

Room-temperature VOC detection using light-driven metal oxide heterojunctions: principles, challenges, and prospects.

Phibakordor Shangpliang, Suraj Sunil Joshi, Suresh D Kulkarni, K S Choudhari

Abstract readReview
In one paragraph

Review in Nanoscale 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

4 authors.

Phibakordor ShangpliangManipal Institute of Applied Physics, Manipal Academy of Higher Education Manipal Karnataka 576104 India choudhari.ks@manipal.edu.
Suraj Sunil JoshiManipal Institute of Applied Physics, Manipal Academy of Higher Education Manipal Karnataka 576104 India choudhari.ks@manipal.edu.
Suresh D KulkarniManipal Institute of Applied Physics, Manipal Academy of Higher Education Manipal Karnataka 576104 India choudhari.ks@manipal.edu.ORCID https://orcid.org/0000-0002-3004-2266
K S ChoudhariManipal Institute of Applied Physics, Manipal Academy of Higher Education Manipal Karnataka 576104 India choudhari.ks@manipal.edu.ORCID https://orcid.org/0000-0001-7428-2678

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Volatile organic compounds (VOCs) are a very important class of pollutants and biomarkers of diseases, necessitating the development of highly sensitive VOC sensors. This review article critically discusses the recent advances in the development of semiconductor metal oxide (SMO) heterojunction-based chemiresistive sensors for VOC detection, particularly with those using light-activated sensing mechanisms to improve the performance parameters of sensitivity, selectivity, response time, and stability. The basic sensing principles, such as bandgap engineering, charge transfer processes, room-temperature sensing, and heterojunction designs, are comprehensively reviewed to understand their role in gas adsorption and sensing response modulation. This review article also discusses the conventional limitations of pristine SMO sensors, such as temperature limitations and drift effects, and how the use of heterojunctions, along with ultraviolet and visible light activation, can overcome these limitations and improve the performance of gas sensors. The integration of these sensors with smart devices and Internet of Things (IoT) applications is reviewed, with special emphasis on wearable and packaging devices for environmental and food quality monitoring. Moreover, the application potential of these sensor systems in medical diagnostics is highlighted using various examples of VOC biomarkers for diabetes and lung cancer. The critical challenges in the current research are also pointed out, including the need for improved stability under different humidity conditions, selectivity, and scalable fabrication techniques. The review concludes by outlining the future directions, including hybrid materials, flexible electronics, and artificial intelligence-assisted and IoT-enabled sensor development, providing a forward-looking roadmap for intelligent and advanced VOC sensing technologies towards real-world applications. This thorough review is intended to provide a basis for future innovations in material-based sensor technologies, in line with emerging challenges in society.

Identifiers

PMID42428012
PMCPMC13348520

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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.