Evidence map›Paper›PMID 41553087›Full record

ReviewAdvanced materials (Deerfield Beach, Fla.)2026

Recent Progress on Flexible Multimodal Sensors: Decoupling Strategies, Fabrication and Applications.

Tao Wu, Yu-Tao Li, Luyu Zhao, Yi Zhang, Zhaojie Zhang, Jian Yuan, Yiwen Wu, Anqi Che, Yuanxiao Ma, Yang Chai and 1 more

Abstract readReview
In one paragraph

Review 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. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Geometry-Encoded Soft Strain Sensing via Liquid-Metal Transmission Lines.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  2. Review
  3. Review
  4. Article
  5. Review
  6. Article
  7. Progress in Strain Engineering of 2D-Integrated Heterostructures for Ultrasensitive Sensors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Review
  8. Review
  9. 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

11 authors.

Tao WuMIIT Key Laboratory For Low-Dimensional Quantum Structure and Devices, School of Integrated Circuits and Electronics, Beijing Institute of Technology, Beijing, China.ORCID https://orcid.org/0009-0004-9769-7234
Yu-Tao LiMIIT Key Laboratory For Low-Dimensional Quantum Structure and Devices, School of Integrated Circuits and Electronics, Beijing Institute of Technology, Beijing, China.ORCID https://orcid.org/0000-0002-0665-0683
Luyu ZhaoThe School of Information Science and Technology, Beijing University of Chemical Technology, Beijing, China.
Yi ZhangMIIT Key Laboratory For Low-Dimensional Quantum Structure and Devices, School of Integrated Circuits and Electronics, Beijing Institute of Technology, Beijing, China.
Zhaojie ZhangMIIT Key Laboratory For Low-Dimensional Quantum Structure and Devices, School of Integrated Circuits and Electronics, Beijing Institute of Technology, Beijing, China.
Jian YuanMIIT Key Laboratory For Low-Dimensional Quantum Structure and Devices, School of Integrated Circuits and Electronics, Beijing Institute of Technology, Beijing, China.
Yiwen WuThe School of Information Science and Technology, Beijing University of Chemical Technology, Beijing, China.
Anqi CheMIIT Key Laboratory For Low-Dimensional Quantum Structure and Devices, School of Integrated Circuits and Electronics, Beijing Institute of Technology, Beijing, China.
Yuanxiao MaMIIT Key Laboratory For Low-Dimensional Quantum Structure and Devices, School of Integrated Circuits and Electronics, Beijing Institute of Technology, Beijing, China.ORCID https://orcid.org/0000-0001-8022-8512
Yang ChaiDepartment of Applied Physics, The Hong Kong Polytechnic University, Hong Kong, China.ORCID https://orcid.org/0000-0002-8943-0861
Yeliang WangMIIT Key Laboratory For Low-Dimensional Quantum Structure and Devices, School of Integrated Circuits and Electronics, Beijing Institute of Technology, Beijing, China.ORCID https://orcid.org/0000-0002-8896-0748

Funding

Fundamental Research Funds for the Central Universities 2025CX11015Group Notice Young Elite Scientists Sponsorship Program of the Beijing High Innovation PlanNational Key Research and Development Program of China 2022YFA1403302National Key Research and Development Program of China 2023YFB3405600National Key Research and Development Program of China 2024YFA1410500National Natural Science Foundation of China 12321004National Natural Science Foundation of China 52272135National Natural Science Foundation of China 62201026National Natural Science Foundation of China 62274013National Natural Science Foundation of China 62375020National Natural Science Foundation of China 62425405National Natural Science Foundation of China 92163206the Hong Kong Polytechnic University WZ4X
6 · The paper itself

Abstract

Flexible multimodal sensors have garnered significant attention in research areas such as electronic skin, advanced robotics, and personalized health monitoring due to their ability to leverage the complementary advantages of diverse sensing units, thereby a primary decoupling strategy exploits differences in the fundamental types of signals generated. Nevertheless, flexible multimodal sensors persistently face challenges like signal crosstalk and complex integration processes, which constrain their performance. This review delineates recent advances in flexible multimodal sensor decoupling through fundamental material design guided by physical principles, structural design, and AI-driven signal decoupling architectures. Additionally, we explore the various applications of flexible multimodal sensors, encompassing environmental monitoring, physiological health tracking, human-machine interaction, and robotic perception. Finally, the conclusion, challenges, and future perspectives for next-generation flexible multimodal sensing systems are discussed.

Indexed as

decoupling mechanismflexible multimodal sensorshuman‐machine interactionsignal decoupling

Identifiers

PMID41553087
PMCPMC12933025

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.