Evidence map›Paper›PMID 41114467›Full record

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

Bioinspired Directional Hydrogel-Based High-Performance Flexible Sensor for Multiple Jumping Pattern Detection in Athletic Training.

Hanqi Wang, Sen Wang, Yirong Jiang, Zhehao Han, Da Lin, Qinglu Luo, Tianqi Fu, Hanyi Zhang, Deshuai Yu, Jia Yi and 2 more

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. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. 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

12 authors.

Hanqi WangNational Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, 361102, P. R. China.
Sen WangDepartment of Physics, Research Institute for Biomimetics and Soft Matter, Fujian Provincial Key Laboratory for Soft Functional Materials Research, Xiamen University, Xiamen, 361005, P. R. China.
Yirong JiangDepartment of Physics, Research Institute for Biomimetics and Soft Matter, Fujian Provincial Key Laboratory for Soft Functional Materials Research, Xiamen University, Xiamen, 361005, P. R. China.
Zhehao HanDepartment of Physics, Research Institute for Biomimetics and Soft Matter, Fujian Provincial Key Laboratory for Soft Functional Materials Research, Xiamen University, Xiamen, 361005, P. R. China.
Da LinDepartment of Physics, Research Institute for Biomimetics and Soft Matter, Fujian Provincial Key Laboratory for Soft Functional Materials Research, Xiamen University, Xiamen, 361005, P. R. China.
Qinglu LuoDepartment of Rehabilitation, the Tenth Affiliated Hospital of Southern Medical University, Dongguan People's Hospital, Dongguan, 523000, P. R. China.
Tianqi FuDepartment of Physics, Research Institute for Biomimetics and Soft Matter, Fujian Provincial Key Laboratory for Soft Functional Materials Research, Xiamen University, Xiamen, 361005, P. R. China.
Hanyi ZhangXiamen University Affiliated Keji High School, Xiamen, 361102, P. R. China.
Deshuai YuDepartment of Physics, Research Institute for Biomimetics and Soft Matter, Fujian Provincial Key Laboratory for Soft Functional Materials Research, Xiamen University, Xiamen, 361005, P. R. China.
Jia YiNational Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, 361102, P. R. China.
Yan HuThe Department of Gynecology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, 325000, P. R. China.
Youhui LinNational Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, 361102, P. R. China.ORCID https://orcid.org/0000-0001-7587-6080

Funding

111 ProjectFujian Provincial Natural Science Foundation of ChinaFundamental Research Funds for the Central UniversitiesLongyan City Science and Technology Plan ProjectNational Natural Science Foundation of China
6 · The paper itself

Abstract

Conductive hydrogels have garnered significant attention as ideal materials for flexible wearable sensors due to their conductivity, flexibility, adaptability, and biocompatibility. However, traditional conductive hydrogels frequently exhibit poor moisture retention and suboptimal mechanical properties, which greatly limit their practical usability. Inspired by the anisotropic structure of biological tissues and the natural moisturizing factors in skin, a novel bioinspired directional hydrogel (BDH) system is presented, using polyvinyl alcohol as the matrix, incorporating polydopamine-modified carbon nanotubes and PEDOT-PSS as conductive materials, and sodium pyrrolidone carboxylic acid for moisture retention. The precursor solution containing disordered polymer chains undergoes flow-induced alignment, followed by strong aggregation and crystallization driven by a kosmotropic salt solution. This dual-stage process ultimately yields the BDH with pronounced structural anisotropy, characterized by tightly packed, aligned polymer domains. The obtained hydrogel exhibits excellent mechanical strength, damage tolerance, good conductivity, and moisture retention, making it suitable as a flexible sensor for high-load stress conditions. When combined with machine learning algorithms, BDHs enable accurate motion tracking and intent recognition, showing promising applications in motor training and ability assessment. This efficient, energy-saving fabrication method offers a promising strategy for developing bioinspired structural hydrogels, facilitating their practical use in human-machine interactions.

Indexed as

HydrogelsWearable Electronic DevicesElectric ConductivityHumansIndolesNanotubes, CarbonPolymersPolyvinyl AlcoholHydrogelsIndolesNanotubes, CarbonpolydopaminePolymersPolyvinyl Alcoholanisotropic structurebioinspired materialsconductive hydrogelflexible sensormoisture retention

Identifiers

PMID41114467
PMCPMC12767052

What OpenQuestion holds

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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.