Evidence map›Paper›PMID 42014679›Full record

ArticleMicrosystems & nanoengineering2026

Scalable fabrication of gas sensors via spark-ablation printing of semiconductive metal oxide nanoparticles and heterostructures.

Wenke Fu, Zhenyuan Tang, Yanshu Gu, Xiaoli Shao, Jingyuan Zhang, Ziying Hu, Mingdi Zhang, Jixiang Li, Zeming Jin, Xia Liu and 1 more

Abstract read
In one paragraph

Article in Microsystems & nanoengineering, 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
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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

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

11 authors.

Wenke Fu *School of Integrated Circuits and Electronics, MIIT Key Laboratory for Low-Dimensional Quantum Structure and Devices, Beijing Institute of Technology, Beijing, 100081, China.ORCID http://orcid.org/0009-0002-5395-4126
Zhenyuan Tang *State Key Laboratory of Transducer Technology, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai, 200050, China.
Yanshu GuState Key Laboratory of Transducer Technology, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai, 200050, China.
Xiaoli ShaoState Key Laboratory of Transducer Technology, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai, 200050, China.
Jingyuan ZhangState Key Laboratory of Transducer Technology, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai, 200050, China.ORCID http://orcid.org/0009-0002-1678-8288
Ziying HuSchool of Integrated Circuits and Electronics, MIIT Key Laboratory for Low-Dimensional Quantum Structure and Devices, Beijing Institute of Technology, Beijing, 100081, China.
Mingdi ZhangSchool of Integrated Circuits and Electronics, MIIT Key Laboratory for Low-Dimensional Quantum Structure and Devices, Beijing Institute of Technology, Beijing, 100081, China.
Jixiang LiSchool of Integrated Circuits and Electronics, MIIT Key Laboratory for Low-Dimensional Quantum Structure and Devices, Beijing Institute of Technology, Beijing, 100081, China.
Zeming JinSchool of Integrated Circuits and Electronics, MIIT Key Laboratory for Low-Dimensional Quantum Structure and Devices, Beijing Institute of Technology, Beijing, 100081, China.
Xia LiuSchool of Integrated Circuits and Electronics, MIIT Key Laboratory for Low-Dimensional Quantum Structure and Devices, Beijing Institute of Technology, Beijing, 100081, China. xia.liu@bit.edu.cn.
Min TuState Key Laboratory of Transducer Technology, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai, 200050, China. min.tu@mail.sim.ac.cn.ORCID http://orcid.org/0000-0003-4751-3877

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Semiconductive metal oxide (SMO) gas sensors are extensively used in air monitoring, industrial safety, and hazardous-gas detection due to their high sensitivity, low cost and low power consumption. Advances in nanotechnology have enabled precise control over the morphology and electronic structure of SMOs, thereby enhancing their sensing performances. However, the implementation of nanoscale SMOs into gas sensors typically involves two steps consisting of material synthesis and subsequent transfer onto device substrates, which face challenges in ensuring high uniformity and reproducibility. Here, we report a scalable gas sensor fabrication strategy based on spark-ablation printing, which enables the simultaneous synthesis and direct deposition of SMO films onto micro hotplate sensor chips. This one-step process allows the integration of both pristine and noble-metal-decorated SMOs, achieving ppb-level gas detection limit with excellent device-to-device consistency. Furthermore, sensor arrays composed of diverse SMO materials, when integrated with machine-learning algorithms, enable the accurate classification of four gases (>99%), demonstrating the potential of this approach for scalable and intelligent gas-sensing applications. Spark-ablation printing employs pulsed high-voltage discharges to vaporize electrode materials, generating nanoparticles that are transported by the gas flow and deposited onto MEMS microheater arrays as porous sensing films. This solvent-free and region-selective deposition technique enables scalable integration of diverse metal oxides, providing a robust platform for high-performance gas sensing.

Identifiers

PMID42014679
PMCPMC13100202

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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.