Evidence map›Paper›PMID 39887745›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2025

Simultaneous Isotropic Omnidirectional Hypersensitive Strain Sensing and Deep Learning-Assisted Direction Recognition in a Biomimetic Stretchable Device.

Muzi Xu, Jiaqi Zhang, Chaoqun Dong, Chenyu Tang, Fangxin Hu, George G Malliaras, Luigi G Occhipinti

Abstract read
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Article
  2. Wearable Flexible Sensors for Cardiovascular Disease Monitoring.Advanced materials (Deerfield Beach, Fla.) · 2026
    Review
  3. Article
  4. Article
  5. Single polymer fiber-based ultrasensitive and multifunctional flexible microsensor via arthropod-inspired crack-helix coupling.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  6. Review
  7. 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

7 authors.

Muzi XuElectrical Engineering Division, Department of Engineering, University of Cambridge, Cambridge, CB3 0FA, UK.ORCID https://orcid.org/0000-0001-6381-9863
Jiaqi ZhangDepartment of Electrical and Electronic Engineering, University of Hong Kong, Pokfulam Road, Hong Kong SAR, 999077, China.ORCID https://orcid.org/0009-0006-9479-5706
Chaoqun DongElectrical Engineering Division, Department of Engineering, University of Cambridge, Cambridge, CB3 0FA, UK.
Chenyu TangElectrical Engineering Division, Department of Engineering, University of Cambridge, Cambridge, CB3 0FA, UK.
Fangxin HuElectrical Engineering Division, Department of Engineering, University of Cambridge, Cambridge, CB3 0FA, UK.
George G MalliarasElectrical Engineering Division, Department of Engineering, University of Cambridge, Cambridge, CB3 0FA, UK.
Luigi G OcchipintiElectrical Engineering Division, Department of Engineering, University of Cambridge, Cambridge, CB3 0FA, UK.ORCID https://orcid.org/0000-0002-9067-2534

Funding

British Council 45371261British Council, United Kingdom: UKIERIEngineering and Physical Sciences Research Council EP/K03099X/1
6 · The paper itself

Abstract

Omnidirectional strain sensing and direction recognition ability are features of the human tactile sense, essential to address the intricate and dynamic requirements of real-world applications. Most of the current strain sensors work by converting uniaxial strain into electrical signals, which restricts their use in environments with multiaxial strain. Here, the first device with simultaneous isotropic omnidirectional hypersensitive strain sensing and direction recognition (IOHSDR) capabilities is introduced. By mimicking the human fingers from three dimensions, the IOHSDR device realizes a novel heterogeneous substrate that incorporates the involute of a circle, resulting in isotropic behavior in the radial direction and anisotropic property in the involute direction for hypersensitive strain sensing. With the assistance of a deep learning-based model, the IOHSDR device accomplishes an impressive accuracy of 99.58% in recognizing 360° stretching directions. Additionally, it exhibits superior performance in the typical properties of stretchable strain sensors, with a gauge factor of 634.12, an ultralow detection limit of 0.01%, and outstanding durability exceeding 15 000 cycles. The demonstration of radial artery pulse and throat vibration applications highlights the IOHSDR's unique characteristics of isotropic omnidirectional sensing and precise direction detection unleashing new classes of wearable health monitoring devices.

Indexed as

Biomimetic MaterialsBiomimeticsDeep LearningWearable Electronic DevicesFingersHumansStress, Mechanicalbiomimeticdeep learningdirection recognitionhypersensitiveisotropic omnidirectional sensingstretchable strain sensor

Identifiers

PMID39887745
PMCPMC12038543

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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.