I-Corps: Rehabilitation Technologies using Smart Insoles and a Smartphone for Treatment of Children with Idiopathic Toe Walking
I-Corps:使用智能鞋垫和智能手机的康复技术治疗特发性足趾行走儿童
基本信息
- 批准号:2235937
- 负责人:
- 金额:$ 5万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Standard Grant
- 财政年份:2022
- 资助国家:美国
- 起止时间:2022-08-01 至 2024-06-30
- 项目状态:已结题
- 来源:
- 关键词:
项目摘要
The broader impact/commercial potential of this I-Corps project is the development of wearable technological advancements in the rehabilitation of children who toe walk (such as Idiopathic Toe Walking (ITW), Cerebral Palsy (CP) and children with autism). The proposed technology, consisting of computer vision algorithms in smartphones and smart shoe insoles, may enable the health care community to implement widespread gait evaluations as part of the clinical decision-making process. The long-term broader impact is the applicability of computer vision algorithms in medical diagnoses and foot contact assessment in patients with gait deficits. In addition, by providing access to large-scale objective data, gait patterns during toe walking that have previously been difficult to document objectively may become the basis for understanding the suitable options for clinical assessment, rehabilitation, and care of children. In addition, since 5% of children are diagnosed with toe walking, a potential product may have applications for home-based interventions. It is anticipated that cost of care for treating toe walking children may be reduced and quality of life may be improved.This I-Corps project is based on the development of computer vision algorithms for objective gait assessments and intervention using smart insoles. The proposed technology has potential for both societal benefits and technological advancements in rehabilitation for toe walking. The proposed technology uses a readily accessible smartphone application that may objectively quantify toe walking biomarkers and active ankle range for clinical decision-making. Over time, clinical decisions may be enhanced with increased accuracy in detecting more minor improvements in heel placements and efficient treatment of children who toe walk. In addition, the proposed system may be used to identify and track toe contact steps, detect foot angle at contact, and treat toe walking in children. The long-term objectives of this effort are to improve treatment outcomes and quality of life by replacing subjective clinical assessments with objective, information-rich evaluations and interventions. Integration of the smartphone camera-based gait analysis with smart insole based rehabilitation of children who toe walk may transform current clinical practice by providing accurate and objective information regarding foot progression and reducing the long-term cost of toe walking rehabilitation and care.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
这个i-Corps项目的更广泛的影响/商业潜力是在脚趾行走儿童(如特发性脚趾行走(ITW)、脑瘫(CP)和自闭症儿童)康复方面开发可穿戴技术进步。这项拟议的技术由智能手机和智能鞋垫中的计算机视觉算法组成,可能使医疗保健社区能够实施广泛的步态评估,作为临床决策过程的一部分。长期的更广泛的影响是计算机视觉算法在医学诊断和步态缺陷患者的脚部接触评估中的适用性。此外,通过提供对大规模客观数据的访问,脚趾行走期间的步态模式以前很难客观地记录下来,可能成为理解儿童临床评估、康复和护理的合适选择的基础。此外,由于5%的儿童被诊断为脚趾行走,一种潜在的产品可能会应用于家庭干预。预计治疗脚趾行走儿童的护理成本可能会降低,生活质量可能会提高。这个i-Corps项目基于计算机视觉算法的开发,使用智能鞋垫进行客观步态评估和干预。这项拟议的技术在脚趾行走的康复方面具有潜在的社会效益和技术进步。这项拟议的技术使用了一个易于访问的智能手机应用程序,可以客观地量化脚趾行走的生物标记物和活动的脚踝范围,以供临床决策。随着时间的推移,临床决策可能会随着检测到脚后跟位置的更多微小改善和脚趾走路儿童的有效治疗而得到提高。此外,提出的系统可用于识别和跟踪脚趾接触步骤,检测接触时的脚角,并治疗儿童的脚趾行走。这一努力的长期目标是通过用客观的、信息丰富的评估和干预措施取代主观的临床评估来改善治疗结果和生活质量。将基于智能手机摄像头的步态分析与基于智能鞋垫的足趾行走儿童康复相结合,可以通过提供有关足部进展的准确和客观的信息,并降低脚趾行走康复和护理的长期成本,从而改变当前的临床实践。该奖项反映了NSF的法定使命,并通过使用基金会的智力优势和更广泛的影响审查标准进行评估,被认为值得支持。
项目成果
期刊论文数量(3)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
Stepping Beyond Efficacy: Understanding the User Experience of Wearables for Children with Idiopathic Toe Walking in the Natural Setting
超越功效:了解可穿戴设备对自然环境中特发性脚趾行走儿童的用户体验
- DOI:10.1016/j.hfh.2023.100044
- 发表时间:2023
- 期刊:
- 影响因子:0
- 作者:Boyd, LouAnne;Soangra, Rahul;Mukhar, Lara;Kling, Rachel;Grant Beuttler, Marybeth
- 通讯作者:Grant Beuttler, Marybeth
Dense & Attention Convolutional Neural Networks for Toe Walking Recognition
- DOI:10.1109/tnsre.2023.3272362
- 发表时间:2023-05
- 期刊:
- 影响因子:4.9
- 作者:Junde Chen;Rahul Soangra;M. Grant-Beuttler;Y. A. Nanehkaran;Yuxin Wen
- 通讯作者:Junde Chen;Rahul Soangra;M. Grant-Beuttler;Y. A. Nanehkaran;Yuxin Wen
Classifying Toe Walking Gait Patterns Among Children Diagnosed With Idiopathic Toe Walking Using Wearable Sensors and Machine Learning Algorithms
使用可穿戴传感器和机器学习算法对诊断为特发性脚趾行走的儿童的脚趾行走步态模式进行分类
- DOI:10.1109/access.2022.3192136
- 发表时间:2022
- 期刊:
- 影响因子:3.9
- 作者:Soangra, Rahul;Wen, Yuxin;Yang, Hualin;Grant-Beuttler, Marybeth
- 通讯作者:Grant-Beuttler, Marybeth
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Marybeth Grant-Beuttler其他文献
Two-year follow-up of gait and postural control following initiation of recombinant human tripeptidyl intracerebroventricular enzyme replacement therapy in two atypical CLN2 patients
- DOI:
10.1038/s41598-024-82157-5 - 发表时间:
2025-01-07 - 期刊:
- 影响因子:3.900
- 作者:
Rahul Soangra;Marybeth Grant-Beuttler;Harriet Chang;Raymond Y. Wang - 通讯作者:
Raymond Y. Wang
Marybeth Grant-Beuttler的其他文献
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{{ truncateString('Marybeth Grant-Beuttler', 18)}}的其他基金
I-Corps: Rehabilitation Technologies using Smart Insoles and a Smartphone for Treatment of Children with Idiopathic Toe Walking
I-Corps:使用智能鞋垫和智能手机的康复技术治疗特发性足趾行走儿童
- 批准号:
2224325 - 财政年份:2022
- 资助金额:
$ 5万 - 项目类别:
Standard Grant
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