Evidence map›Paper›PMID 40960265›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Tailoring Chemiresistive Nanomaterials Toward Integrated Circuit Compatible Fabrication of Gas Sensors.

Yu Deng, Keyu Chen, Wei Luo, Yidong Zou, Yonghui Deng

Abstract read
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 2026. 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. Review
  3. Article
  4. Article
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

5 authors.

Yu DengState Key Laboratory of Advanced Fiber Materials, College of Materials Science and Engineering, Donghua University, Shanghai, 201620, P. R. China.
Keyu ChenDepartment of Chemistry, State Key Laboratory of Molecular Engineering of Polymers, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Collaborative Innovation Center of Chemistry for Energy Material (iChEM), Fudan University, Shanghai, 200433, P. R. China.
Wei LuoState Key Laboratory of Advanced Fiber Materials, College of Materials Science and Engineering, Donghua University, Shanghai, 201620, P. R. China.
Yidong ZouSchool of Materials Science and Engineering, Tongji University, Shanghai, 201804, P. R. China.
Yonghui DengDepartment of Chemistry, State Key Laboratory of Molecular Engineering of Polymers, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Collaborative Innovation Center of Chemistry for Energy Material (iChEM), Fudan University, Shanghai, 200433, P. R. China.ORCID https://orcid.org/0000-0002-0657-9397

Funding

Fundamental Research Funds for the Central Universities 20720220010Fundamental Research Funds for the Central Universities 22120240298National Key R&D Program of China 2024YFD2402203National Natural Science Foundation of China 22105043National Natural Science Foundation of China 22125501National Natural Science Foundation of China U22A20152Science and Technology Commission of Shanghai Municipality 2024ZDSYS02Science and Technology Commission of Shanghai Municipality 25ZR1402515
6 · The paper itself

Abstract

Many emerging intelligent technologies spring up like mushrooms, such as artificial intelligence, big data and Internet of Things industries, where chemical gas sensors have been regarded as the "electronic nose" that surpasses the limit of human smell. They have been widely applied in various fields, including aerospace, clinical diagnosis and environmental protection. As the heart of gas sensors, various sensitive materials (e.g., metal oxides, conductive polymers, metal chalcogenide) with tailored functions (e.g., hydrophilicity, conductivity, anti-humidity) and microstructures (e.g., porous, roughened surface, heterojunction) have been exploited to realize ultra-sensitive sensor. Driven by the requirement of portability, miniaturization, and wearable devices, the large-scale production of high-efficiency sensors using integrated circuit (IC) technology has become a research hotspot and challenge. In this perspective, the advances about compatible fabrication bridging the well-designed sensitive materials and state-of-art IC techniques for the enhanced gas sensing performance are highlighted, especially about the consistency, stability, and reproducibility of gas sensors. The challenges for building a material database, a data-driven exploration approach, and systemic signal processing are discussed and evaluated. The viewpoints about a new paradigm are provided for the rational design of an integrated gas sensor system, laying the foundation for their extensive and versatile applications in various intelligent scenarios.

Indexed as

device integrationgas sensing materialson‐device fabricationporous structure

Identifiers

PMID40960265
PMCPMC13549258

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.