Evidence map›Paper›PMID 42801531›Full record

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

Bio-Inspired Gradient Heterogeneous Architectures for Ultrasensitive and Robust Strain Sensors via Programmable Crack Engineering.

Qi Wu, Tiantong Wang, Yinhao Wang, Yanggang Feng, Yan Huang

Abstract read
In one paragraph

Article 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

5 authors.

Qi WuSchool of Mechatronics Engineering, Beijing Institute of Technology, Beijing, China.ORCID https://orcid.org/0009-0006-3288-0518
Tiantong WangSchool of Mechatronics Engineering, Beijing Institute of Technology, Beijing, China.ORCID https://orcid.org/0000-0002-3654-1875
Yinhao WangSchool of Mechatronics Engineering, Beijing Institute of Technology, Beijing, China.ORCID https://orcid.org/0009-0000-8915-9306
Yanggang FengSchool of Mechanical Engineering and Automation, Beihang University, Beijing, China.ORCID https://orcid.org/0000-0001-6161-3394
Yan HuangSchool of Mechatronics Engineering, Beijing Institute of Technology, Beijing, China.ORCID https://orcid.org/0000-0002-6652-6713

Funding

Beijing Institute of Technology Research Funds for High-Level TalentsChina Postdoctoral Science Foundation 2024M764126Postdoctoral Fellowship Program of CPSF GZC20242173
6 · The paper itself

Abstract

The development of flexible strain sensors is crucial for next-generation wearable medical devices and human-machine interfaces (HMIs). While conductive networks based on random microcracks have been widely employed to enhance sensor responsiveness, they are often limited by trade-offs between sensitivity and measurement range. Inspired by the stress concentration mechanism in insect campaniform sensilla (CS), this study proposes a biomimetic heterogeneous bilayer strain sensor based on a deterministic macrostructure. The sensor employs a bilayer cladding architecture with a U-shaped cross-section and introduces a strain-dependent path switching (SDPS) strategy by modulating the conductivity gradient between the low-resistance core and the high-resistance cladding layer. Through this structure, the sensor achieves an ultra-high gauge factor (GF) of 301799, featuring an extremely low detection limit (0.067%) and excellent cycling stability (>11 000 cycles). By programmatically designing the crack geometry, the sensor demonstrates highly tunable sensitivity and range. Based on its exceptional performance, the sensor has been successfully applied to the monitoring of full-scale human physiological signals and integrated into a high-fidelity teleoperation system. This research not only provides a universal biomimetic paradigm for the design of high-performance flexible sensors but also lays the theoretical foundation for the industrial application of precision medicine and intelligent robotic skin.

Indexed as

biomimetic sensorscrack‐based morphologiesflexible strain sensorsheterogeneous architectureshuman‐machine interfaceswearable medical devices

Identifiers

PMID42801531
PMCPMC13616321

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.