Evidence map›Paper›PMID 42483857›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Boosting Artificial Olfaction: Visual Cues-Enhanced Gas Classification by a Bimodal Neuromorphic Device.

Chunlu Chang, Fan Tan, Xingyu Zhao, Liujian Qi, Junru An, Zhilin Liu, Yaru Shi, Mingxiu Liu, Mengqi Che, Yahui Li and 6 more

Abstract read
PubMed Full text at PMC Publisher
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. 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

16 authors.

Chunlu ChangState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.
Fan TanState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.
Xingyu ZhaoState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.
Liujian QiState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.
Junru AnSchool of Materials Science and Engineering, Hainan University, Haikou, P. R. China.
Zhilin LiuState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.
Yaru ShiState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.
Mingxiu LiuShenyang National Laboratory for Materials Science, Institute of Metal Research, Chinese Academy of Sciences, Shenyang, P. R. China.
Mengqi CheSchool of Microelectronics, South China University of Technology, Guangzhou, P. R. China.ORCID https://orcid.org/0009-0002-4926-2100
Yahui LiState Key Laboratory of Integrated Optoelectronics, Key Laboratory of UV Light-Emitting Materials and Technology of Ministry of Education, Northeast Normal University, Changchun, P. R. China.
Yanze FengState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.
Yuting ZouState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.
Dabing LiState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.ORCID https://orcid.org/0000-0001-5353-1460
Mario LanzaDepartment of Materials Science and Engineering, National University of Singapore, Singapore, Singapore.ORCID https://orcid.org/0000-0003-4756-8632
Nan ZhangState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.
Shaojuan LiState Key Laboratory of Luminescence Science and Technology, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, P. R. China.ORCID https://orcid.org/0000-0002-0504-2934

Funding

Changchun Key Research and Development Program 23GZZ11International Fund Program of Changchun Institute of Optical, Fine Mechanics and Physics, Chinese Academy of SciencesNational Key Research and Development Program 2021YFA0717600National Natural Science Foundation of China 62304221National Natural Science Foundation of China 62334010National Natural Science Foundation of China 62525407Natural Science Foundation of Jilin Province 20250101001JJ
6 · The paper itself

Abstract

Artificial olfactory sensors have garnered significant attention in various applications, including micro-robotics, implantable medical devices, and consumer electronics. However, they still face challenges in trade-offs among high recognition accuracy, compact size, and low power consumption. Existing strategies can rely on large-scale sensor arrays (up to 10

Indexed as

BiomimeticsCuesGasesSmellGasesartificial olfactory sensorsfloating‐gate heterostructureneuromorphic synaptic devicevisual–olfactory perception fusion

Identifiers

PMID42483857
PMCPMC13532492

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.