Evidence map›Paper›PMID 42816473›Full record

ArticleMicrosystems & nanoengineering2026

Architected conductive networks enabling tunable pressure sensitivity in stretchable sensor arrays for intelligent tactile perception.

Juntao Zhu, Haoting Zhang, Yuhan Bian, Qunchen Yuan, Jialong Shou, Ruiyang Chen, Mengxiao Chen, Liujing Zhuang, Ping Wang, Xiandi Wang

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
–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

10 authors.

Juntao ZhuDepartment of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Education Ministry, Zhejiang University, Hangzhou, China.ORCID http://orcid.org/0009-0004-1059-0312
Haoting ZhangDepartment of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Education Ministry, Zhejiang University, Hangzhou, China.
Yuhan BianDepartment of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Education Ministry, Zhejiang University, Hangzhou, China.
Qunchen YuanDepartment of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Education Ministry, Zhejiang University, Hangzhou, China.
Jialong ShouDepartment of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Education Ministry, Zhejiang University, Hangzhou, China.
Ruiyang ChenDepartment of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Education Ministry, Zhejiang University, Hangzhou, China.
Mengxiao ChenDepartment of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Education Ministry, Zhejiang University, Hangzhou, China.
Liujing ZhuangDepartment of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Education Ministry, Zhejiang University, Hangzhou, China.
Ping WangDepartment of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Education Ministry, Zhejiang University, Hangzhou, China.ORCID http://orcid.org/0000-0001-6474-2722
Xiandi WangDepartment of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Education Ministry, Zhejiang University, Hangzhou, China. xiandiwang@zju.edu.cn.

Funding

National Natural Science Foundation of China (National Science Foundation of China) 52173240National Natural Science Foundation of China (National Science Foundation of China) 62271443, 82330064, 62120106004Natural Science Foundation of Zhejiang Province (Zhejiang Provincial Natural Science Foundation) LZ24F010001
6 · The paper itself

Abstract

Stretchable sensor arrays are essential for bridging the physical environment with intelligent tactile perception in wearable electronics and soft robotics. However, achieving high sensitivity across a wide dynamic range remains a persistent challenge due to the inherent trade-offs in conductive network stability. Here, we report an architected sensor array featuring tunable sensitivity, enabled by a mixed-dimensional network comprising carbon nanofibers (CNFs) and carbon black (CB). Diverging from single-filler systems characterized by abrupt conductivity transitions, this synergistic design employs CNFs as a structural skeleton and CB particles as interconnected tunneling bridges. Such geometric coupling effectively lowers the percolation threshold and establishes a gradual transition zone, which preserves mechanical compliance while ensuring stable electromechanical transduction. To mitigate crosstalk in large-scale matrices, a hardware-software integrated strategy is implemented, combining multi-channel scanning with an optimized equivalent circuit model. This approach facilitates algorithmic signal decoupling for high-fidelity pressure mapping and precise reconstruction of handwritten trajectories. This work provides a scalable strategy for engineering high-performance soft electronics with enhanced tactile intelligence.

Identifiers

PMID42816473
PMCPMC13627681

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.