A Standardized Chewable Conductive Hydrogel Sensor for Direct Monitoring of Masticatory Dynamics.

IF 11 2区 医学 Q1 ENGINEERING, BIOMEDICAL
Xiaoxuan Xue, Zhan Gao, Jun Wang, Yizhang Yang, Kewei Zhang, Chao Yang
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引用次数: 0

Abstract

Chewing is a fundamental orofacial function closely related to nutrition, digestion, and quality of life, yet current assessment methods generally rely on indirect signals or endpoint measurements and provide limited process-level information. Here, a hydroxypropyl cellulose (HPC)/polyacrylamide (PAM) conductive hydrogel is developed as a standardized chewable sensor that integrates the test substrate with force-to-electrical signal transduction, enabling direct monitoring of masticatory dynamics. The sensor captures chewing frequency, relative force response, chewing duration, relative force response variability, and rhythm variability during standardized tests. Using predefined chewing-state labels, these features were integrated into a classification framework, with KNN achieving 98.0% accuracy in recording-level cross-validation and 76.7% in nested leave-one-participant-out validation, providing an initial assessment of generalizability to unseen participants. The hydrogel exhibits a compressive strength of 2.3 MPa, toughness of 287 kJ m- 3, a response time of 150 ms, recovery within 173 ms, and less than 3% signal attenuation over 150 cycles. Polydimethylsiloxane (PDMS) encapsulation supports stable intraoral operation and biocompatibility. This work establishes a proof-of-concept platform for standardized acquisition and analysis of process-resolved chewing data, offering a route toward objective, data-driven assessment of masticatory function and, with larger population datasets, personalized oral rehabilitation and healthcare decision-making.

用于直接监测咀嚼动力学的标准化可咀嚼导电水凝胶传感器。
咀嚼是一种基本的口腔面部功能,与营养、消化和生活质量密切相关,但目前的评估方法通常依赖于间接信号或终点测量,只能提供有限的过程级信息。本研究开发了一种羟丙基纤维素(HPC)/聚丙烯酰胺(PAM)导电水凝胶,作为一种标准化的可咀嚼传感器,将测试基质与力-电信号转导集成在一起,从而能够直接监测咀嚼动力学。该传感器在标准化测试中捕获咀嚼频率、相对力响应、咀嚼持续时间、相对力响应可变性和节奏可变性。使用预定义的咀嚼状态标签,将这些特征集成到分类框架中,KNN在记录级交叉验证中达到98.0%的准确率,在嵌套的留下一个参与者验证中达到76.7%,为未见参与者的泛化性提供了初步评估。该水凝胶抗压强度为2.3 MPa,韧性为287 kJ m- 3,响应时间为150 ms,恢复时间在173 ms内,150次循环后信号衰减小于3%。聚二甲基硅氧烷(PDMS)胶囊化支持稳定的口腔内操作和生物相容性。这项工作建立了一个概念验证平台,用于标准化获取和分析过程解决的咀嚼数据,为客观,数据驱动的咀嚼功能评估提供了一条途径,并通过更大的人口数据集,个性化口腔康复和医疗保健决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Advanced Healthcare Materials
Advanced Healthcare Materials 工程技术-生物材料
CiteScore
14.40
自引率
3.00%
发文量
600
审稿时长
1.8 months
期刊介绍: Advanced Healthcare Materials, a distinguished member of the esteemed Advanced portfolio, has been dedicated to disseminating cutting-edge research on materials, devices, and technologies for enhancing human well-being for over ten years. As a comprehensive journal, it encompasses a wide range of disciplines such as biomaterials, biointerfaces, nanomedicine and nanotechnology, tissue engineering, and regenerative medicine.
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