Evidence map›Paper›PMID 34208524›Full record

ArticleBiosensors2021

Eye-Movement-Controlled Wheelchair Based on Flexible Hydrogel Biosensor and WT-SVM.

Xiaoming Wang, Yineng Xiao, Fangming Deng, Yugen Chen, Hailiang Zhang

Open access · goldAbstract read
In one paragraph

Article in Biosensors, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed
3.3field-weighted citation impact, top 8% of its field
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

13 citing papers in PubMed, 39 citations in OpenAlex.

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  7. Adhesion Mechanism, Applications, and Challenges of Ocular Tissue Adhesives.International journal of molecular sciences · 2025
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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 at 1 institution in 1 country.

Xiaoming WangSchool of Electrical and Automation Engineering, East China Jiaotong University, Nanchang 330013, China.
Yineng XiaoSchool of Electrical and Automation Engineering, East China Jiaotong University, Nanchang 330013, China.
Fangming DengSchool of Electrical and Automation Engineering, East China Jiaotong University, Nanchang 330013, China.
Yugen ChenSchool of Electrical and Automation Engineering, East China Jiaotong University, Nanchang 330013, China.
Hailiang ZhangSchool of Electrical and Automation Engineering, East China Jiaotong University, Nanchang 330013, China.
East China Jiaotong University · CN

Funding

National Natural Science Foundation of China 52005182
6 · The paper itself

Abstract

To assist patients with restricted mobility to control wheelchair freely, this paper presents an eye-movement-controlled wheelchair prototype based on a flexible hydrogel biosensor and Wavelet Transform-Support Vector Machine (WT-SVM) algorithm. Considering the poor deformability and biocompatibility of rigid metal electrodes, we propose a flexible hydrogel biosensor made of conductive HPC/PVA (Hydroxypropyl cellulose/Polyvinyl alcohol) hydrogel and flexible PDMS (Polydimethylsiloxane) substrate. The proposed biosensor is affixed to the wheelchair user's forehead to collect electrooculogram (EOG) and strain signals, which are the basis to recognize eye movements. The low Young's modulus (286 KPa) and exceptional breathability (18 g m

Indexed as

Biosensing TechniquesHydrogelsSupport Vector MachineWavelet AnalysisAlgorithmsElectrodesElectroencephalographyElectrooculographyEye MovementsHumansSignal Processing, Computer-AssistedWheelchairsHydrogelseye movement detectionflexible hydrogel biosensorhuman-wheelchair interactionsignal classification algorithm

Identifiers

PMID34208524
PMCPMC8234407
OpenAlexW3172439687

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.