Evidence map›Paper›PMID 42505061›Full record

ReviewAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Gas Sensing With Aerogels: A Critical Review on Structure-Property Correlations and Performance Optimization.

Hao Guo, Linheng He, Qinxin Wang, Man Yuan, Shoutian Qiu, Wei Liu, Sheng Cui

Abstract readReview
In one paragraph

Review in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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.

Hao GuoState Key Laboratory of Materials-Oriented Chemical Engineering, College of Materials Science and Engineering, Nanjing Tech University, Nanjing, China.ORCID https://orcid.org/0009-0009-7754-4499
Linheng HeState Key Laboratory of Materials-Oriented Chemical Engineering, College of Materials Science and Engineering, Nanjing Tech University, Nanjing, China.
Qinxin WangState Key Laboratory of Materials-Oriented Chemical Engineering, College of Materials Science and Engineering, Nanjing Tech University, Nanjing, China.
Man YuanState Key Laboratory of Materials-Oriented Chemical Engineering, College of Materials Science and Engineering, Nanjing Tech University, Nanjing, China.ORCID https://orcid.org/0009-0001-5289-9666
Shoutian QiuState Key Laboratory of Materials-Oriented Chemical Engineering, College of Materials Science and Engineering, Nanjing Tech University, Nanjing, China.ORCID https://orcid.org/0009-0008-0976-8987
Wei LiuState Key Laboratory of Materials-Oriented Chemical Engineering, College of Materials Science and Engineering, Nanjing Tech University, Nanjing, China.ORCID https://orcid.org/0000-0002-4242-0527
Sheng CuiState Key Laboratory of Materials-Oriented Chemical Engineering, College of Materials Science and Engineering, Nanjing Tech University, Nanjing, China.ORCID https://orcid.org/0000-0002-1100-2402

Funding

General Program of Natural Science Fund in Colleges and Universities of Jiangsu Province 25KJB430017Key Research and Development Program of Jiangsu Province BE2023811National Natural Science Foundation of China 22108117National Natural Science Foundation of China 52272300Natural Science Foundation of Jiangsu Province BK20221189
6 · The paper itself

Abstract

Gas sensing technology has significant applications in environmental monitoring, industrial safety, and disease diagnosis. Aerogel has become a key material for building high-performance gas sensors through engineering design such as heterostructure construction and component compositing, with its high specific surface area, three-dimensional interconnection network structure and rich interface characteristics. Nevertheless, the intrinsic structure property correlation of control aerogel gas sensors has not been systematically evaluated, and the key review of current performance optimization strategies remain inadequate. This paper systematically reviews the research progress of various aerogels in the field of gas sensing, with a focus on sensing aerogels including metal oxide semiconductors, sulfide semiconductors, and carbon‑based materials, as well as their sensing mechanisms. We systematically benchmark their sensing performance toward target analytes, such as nitrogen oxides, ammonia gas, and aldehydes. Subsequently, we systematically decipher the inherent links between key structural parameters (specific surface area, pore size distribution etc.) and core sensing metrics (sensitivity, selectivity, and response/recovery kinetics). Finally, this paper looks ahead to key challenges including establishing quantitative structure-property relationships, improving environmental stability, engineering selectivity, and scaling up manufacturing, aiming to provide a unified research framework for the rational design and practical application of high‑performance gas‑sensitive aerogels.

Indexed as

aerogelcomposite materialsgas sensingsensing mechanismstructure–property relationships

Identifiers

PMID42505061
PMCPMC13403734

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.