Evidence map›Paper›PMID 42487096›Full record

ArticleNano-micro letters2026

High-Strength, Self-Sensing Multiphase Hydrogels for Load-Bearing Actuation and Logical Human-Machine Interaction.

Zhilin Zhang, Jiayi Gu, Lina Wang, Xingchen Cui, Xu Zhai, Yue Xu, He Liu, Deliang Li, Bingle Li, Ye Tian and 3 more

Abstract read
In one paragraph

Article in Nano-micro letters, 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

13 authors.

Zhilin ZhangDepartment of Chemistry, College of Sciences, Northeastern University, Shenyang, 110819, People's Republic of China.
Jiayi GuDepartment of Chemistry, College of Sciences, Northeastern University, Shenyang, 110819, People's Republic of China.
Lina WangCollege of Medicine and Biological Information Engineering, Northeastern University, Shenyang, 110169, People's Republic of China.
Xingchen CuiDepartment of Chemistry, College of Sciences, Northeastern University, Shenyang, 110819, People's Republic of China.
Xu ZhaiSchool of Chemical and Environmental Engineering, Sichuan University of Science and Engineering, Zigong, 643000, People's Republic of China.
Yue XuDepartment of Chemistry, College of Sciences, Northeastern University, Shenyang, 110819, People's Republic of China.
He LiuCollege of Medicine and Biological Information Engineering, Northeastern University, Shenyang, 110169, People's Republic of China.
Deliang LiCollege of Medicine and Biological Information Engineering, Northeastern University, Shenyang, 110169, People's Republic of China.
Bingle LiCollege of Medicine and Biological Information Engineering, Northeastern University, Shenyang, 110169, People's Republic of China.
Ye TianCollege of Medicine and Biological Information Engineering, Northeastern University, Shenyang, 110169, People's Republic of China. tianye@bmie.neu.edu.cn.
Baoyang LuJiangxi Province Key Laboratory of Flexible Electronics, Jiangxi Science and Technology Normal University, Nanchang, 330013, People's Republic of China. luby@jxstnu.edu.cn.
Yu FuDepartment of Chemistry, College of Sciences, Northeastern University, Shenyang, 110819, People's Republic of China. fuyu@mail.neu.edu.cn.
Tieqiang WangDepartment of Chemistry, College of Sciences, Northeastern University, Shenyang, 110819, People's Republic of China. wangtieqiang@mail.neu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Stimuli-responsive shape-changing hydrogels are the most competitive candidates for artificial muscles, electronic skins, and soft robotics. However, existing actuating hydrogels often suffer a trade-off between actuation performance and mechanical strength, which greatly limits their application prospects as actuators under external force loads. Here, we adopt a cascade polymerization strategy to successively introduce electrical sensing and mechanically enhanced polymer network phases into sponge-like PNIPAM hydrogels to achieve PNIPAM-based photothermal-responsive actuating hydrogels with fast response, high strength, and self-sensing performance. The as-prepared hydrogel actuator can execute rapid actuation missions even under external loading far exceeding its own mass and generate differentiated electrical sensing signals according to the magnitude of the external load. Based on the corresponding relationship between the mass of the load and the actuation behavior (such as "0/1" encoding), we develop a novel material-based binary information encoding system. Furthermore, by manufacturing logic gates to analyze differentiated feedback sensing signals and integrating them with Internet of Things technology, a closed-loop logic control system is established for remote logic-based interactive communication. This study fills the gap of traditional hydrogels in load-bearing actuation and complex interactive applications and opens up a new direction for the next generation of smart soft materials.

Indexed as

ActuatorHigh-strengthHuman–machine interactionInformation encoding systemMulticontinuous-interpenetrating network

Identifiers

PMID42487096
PMCPMC13391480

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.