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Real-time evaluation of an automated computer vision system to monitor pain behavior in older adults. 自动计算机视觉系统监测老年人疼痛行为的实时评估。
IF 2 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-01-12 eCollection Date: 2025-01-01 DOI: 10.1177/20556683251313762
Rhonda Jn Stopyn, Abhishek Moturu, Babak Taati, Thomas Hadjistavropoulos

Regular use of standardized observational tools to assess nonverbal pain behaviors results in improved pain care for older adults with severe dementia. While frequent monitoring of pain behaviors in long-term care (LTC) is constrained by resource limitations, computer vision technology has the potential to mitigate these challenges. A computerized algorithm designed to assess pain behavior in older adults with and without dementia was recently developed and validated using video recordings. This study was the first live, real-time evaluation of the algorithm incorporated in an automated system with community-dwelling older adults in a laboratory. Three safely-administered thermal pain tasks were completed while the system automatically processed facial activity. Receiver Operating Characteristic curves were used to determine the sensitivity and specificity of the system in identifying facial pain expressions using gold standard manual coding. The relationship between scoring methods was analyzed and gender differences were explored. Results supported the potential viability of the system for use with older adults. System performance improved when more intense facial pain expressiveness was considered. While average pain scores remained homogenous between genders, system performance was better for women. Findings will be used to further refine the system prior to future field testing in LTC.

定期使用标准化的观察工具来评估非语言疼痛行为,可以改善患有严重痴呆的老年人的疼痛护理。虽然长期护理(LTC)中疼痛行为的频繁监测受到资源限制,但计算机视觉技术有可能减轻这些挑战。最近开发了一种计算机化算法,用于评估患有和不患有痴呆症的老年人的疼痛行为,并使用视频记录进行了验证。这项研究是第一次对该算法进行现场实时评估,该算法被纳入了一个自动化系统,在实验室中对社区居住的老年人进行了评估。在系统自动处理面部活动的同时,完成了三个安全管理的热痛任务。采用受试者工作特征曲线确定该系统识别面部疼痛表情的敏感性和特异性,采用金标准手工编码。分析了评分方法之间的关系,探讨了性别差异。结果支持该系统用于老年人的潜在可行性。当考虑更强烈的面部疼痛表达时,系统性能得到改善。虽然平均疼痛评分在性别之间保持一致,但女性的系统表现更好。研究结果将用于进一步完善该系统,然后在LTC进行未来的现场测试。
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引用次数: 0
People with spinal cord injury or stroke are able to reach moderate-to-vigorous intensity while exercising on an end-effector robot assisted gait trainer: A pilot study. 脊髓损伤或中风患者能够在末端执行器机器人辅助步态训练器上锻炼时达到中等到高强度:一项试点研究。
IF 2 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-01-08 eCollection Date: 2025-01-01 DOI: 10.1177/20556683241310865
Tristan Bonnevie, Kavya Moily, Sarah Barnes, Melissa McConaghy, Emre Ilhan

Background: Spinal cord injury and stroke are neurological disorders that lead to aerobic deconditioning and increased likelihood of cardiovascular disease. Sessions of at least 20 minutes of moderate-to-vigorous intensity exercise is recommended but decreased mobility limits engagement in such exercise. The aim of the study was to assess whether individuals can achieve exercise recommendations with the assistance of an end-effector robot assisted gait trainer (E-RAGT). Methods: We conducted an observational study during which participants were required to complete one exercise session on an E-RAGT. Heart rate, dyspnea, lower limb fatigue and enjoyment were monitored. Based on current guidelines, participants were considered to have reached exercise recommendations if they reached prespecified intensity thresholds for at least 20 minutes. Results: Five people with spinal cord injury and ten people with stroke agreed to participate. Every participant was able to reach moderate-to-vigorous exercise intensity and 3 out of 5 participants with spinal cord injury and 4 out of 10 participants with stroke were able to maintain this intensity for at least 20 minutes. Overall, participants rated their session as very enjoyable with a median score of 4 out of 5 on a Likert Scale (IQR 3 to 4). Discussion: Individuals with spinal cord injury or stroke who use an E-RAGT can reach moderate-to-vigorous exercise intensity, but not all are able to maintain this intensity of exercise according to disease-specific recommendations. Future research should explore the effectiveness of a training program using an E-RAGT.

背景:脊髓损伤和脑卒中是神经系统疾病,可导致有氧功能障碍和心血管疾病的可能性增加。建议每次进行至少20分钟的中等至高强度运动,但活动能力下降限制了这种运动的进行。该研究的目的是评估个人是否可以在末端执行器机器人辅助步态训练器(E-RAGT)的帮助下达到运动建议。方法:我们进行了一项观察性研究,要求参与者在E-RAGT上完成一次锻炼。监测心率、呼吸困难、下肢疲劳和享受。根据目前的指导方针,如果参与者达到预先设定的强度阈值至少20分钟,就被认为达到了运动建议。结果:5名脊髓损伤患者和10名中风患者同意参与。每个参与者都能达到中等到剧烈的运动强度,5名脊髓损伤参与者中有3名,10名中风参与者中有4名能够保持这种强度至少20分钟。总体而言,参与者认为他们的疗程非常愉快,在李克特量表(IQR 3至4)上的中位数得分为4分(满分为5分)。讨论:使用E-RAGT的脊髓损伤或中风患者可以达到中等到剧烈的运动强度,但并非所有人都能根据疾病特定的建议保持这种运动强度。未来的研究应该探索使用E-RAGT的训练计划的有效性。
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引用次数: 0
A call to action: Community-integrated development enhances development of rehabilitation technology. 行动呼吁:社区融合发展促进康复技术的发展。
IF 2 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-04 eCollection Date: 2024-01-01 DOI: 10.1177/20556683241305152
Robert Wudlick
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引用次数: 0
Artificial intelligence approach for detecting and classifying abnormal behaviour in older adults using wearable sensors. 利用可穿戴传感器对老年人异常行为进行检测和分类的人工智能方法。
IF 2 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-10-30 eCollection Date: 2024-01-01 DOI: 10.1177/20556683241288459
Xiaojun Liu, Ka Yin Chau, Junxiong Zheng, Dongni Deng, Yuk Ming Tang

The global population of older adults has increased, leading to a rising number of older adults in nursing homes without adequate care. This study proposes a smart wearable device for detecting and classifying abnormal behaviour in older adults in nursing homes. The device utilizes artificial intelligence technology to detect abnormal movements through behavioural data collection and target positioning. The intelligent recognition system and hardware sensors were tested using cloud computing and wireless sensor networks (WSNs), comparing their performance with other technologies through simulations. A triple-axis acceleration sensor collected motion behaviour data, and Zigbee enabled the wireless transfer of the sensor data. The Backpropagation (BP) neural network detected and classified abnormal behaviour based on simulated sensor data. The proposed smart wearable device offers indoor positioning, detection, and classification of abnormal behaviour. The embedded intelligent system detects routine motions like walking and abnormal behaviours such as falls. In emergencies, the system alerts healthcare workers for immediate safety measures. This study lays the groundwork for future AI-based technology implementation in nursing homes, advancing care for older adults.

全球老年人口不断增加,导致越来越多的老年人住进养老院,却得不到足够的照顾。本研究提出了一种智能可穿戴设备,用于检测和分类养老院中老年人的异常行为。该设备利用人工智能技术,通过行为数据收集和目标定位来检测异常动作。研究利用云计算和无线传感器网络(WSN)对智能识别系统和硬件传感器进行了测试,并通过模拟将其性能与其他技术进行了比较。三轴加速度传感器收集运动行为数据,Zigbee 实现了传感器数据的无线传输。反向传播(BP)神经网络根据模拟传感器数据检测异常行为并进行分类。拟议的智能可穿戴设备可进行室内定位、检测和异常行为分类。嵌入式智能系统可检测行走等常规动作和跌倒等异常行为。在紧急情况下,系统会提醒医护人员立即采取安全措施。这项研究为未来在养老院实施基于人工智能的技术奠定了基础,从而推进对老年人的护理。
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引用次数: 0
Designing feelings into lower-limb prostheses - A kansei engineering approach to understand lower-limb prosthetic cosmeses. 为下肢假肢设计情感 - 用关西工程学方法了解下肢假肢的外观。
IF 2 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-10-17 eCollection Date: 2024-01-01 DOI: 10.1177/20556683241289938
Nerrolyn Ramstrand, Maria Riveiro, Lars Eriksson, Michael Ceder

Introduction: This study aimed to quantify the relationship between prosthetic users' emotional response to prosthesis aesthetics and specific product properties. Methods: Words representing prosthesis users' emotional response (Kansei) to different aesthetic designs of prostheses were identified via interviews and mood boards. A group of experts consolidated the words into thematic groups, each represented by a single, high-level 'Kansei' word. 53 lower limb prosthesis users completed a questionnaire, rating their perception of 13 aesthetic designs using the 'Kansei' words. Quantification Theory Type 1 was applied to explore the relationship between words and product properties. Sub-analyses assessed for differences based on sex, age and level of extroversion. Results: 5 high-level Kansei words were identified ('Natural', 'Technological', 'Cool', 'Unique' and 'Functional'). The Kansei word 'Natural' had a strong association with realistic looking prostheses while the words 'Technological', 'Cool' and 'Unique' were strongly associated with expressive designs which incorporate hard, colourful covers. The word 'Functional' was not a reliable predictor of product properties. No major differences were observed within sub-grouped categories. Conclusion: Kansei words identified in this study can be used to help guide clients in their aesthetic design choices and to assist designers in achieving the desired response from their products.

引言本研究旨在量化假肢使用者对假肢美学的情感反应与特定产品特性之间的关系。研究方法:通过访谈和心情板确定了代表假肢使用者对不同假肢美学设计的情感反应(Kansei)的词语。一组专家将这些词语合并成主题组,每个主题组由一个高级 "Kansei "词代表。53 位下肢假肢使用者填写了一份调查问卷,使用 "Kansei "一词对 13 种美学设计的感知进行评分。量化理论类型 1 用于探索词语与产品特性之间的关系。子分析评估了基于性别、年龄和外向程度的差异。结果确定了 5 个高级 Kansei 词("自然"、"技术"、"酷"、"独特 "和 "功能")。自然 "这个 Kansei 词与外观逼真的假肢有很强的关联,而 "技术"、"酷 "和 "独特 "则与结合了坚硬、多彩外壳的表现性设计有很强的关联。功能性 "一词对产品特性的预测并不可靠。在细分类别中没有发现重大差异。结论本研究中发现的关西词可以用来帮助指导客户选择美学设计,并帮助设计师从产品中获得理想的反应。
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引用次数: 0
Public opinion on types of voice systems for older adults. 公众对老年人语音系统类型的看法。
IF 2 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-10-16 eCollection Date: 2024-01-01 DOI: 10.1177/20556683241287414
Noah Zijie Qu, Jamy Li, Jaturong Kongmanee, Mark Chignell

Public opinion may influence the adoption of technologies for older adults, yet studies on different contexts of technology for older adults is limited. In an online YouGov survey (N = 500) with text-and-image vignettes, participants gave more positive ratings of social acceptability, trust, and perceived impact on eldercare when the voice assistant ("VA" system) shown in the vignette performed a functional task (medication adherence) versus when it performed a social task (companionship). The VA received more positive sentiment comments when it appeared to use a machine learning (ML)-based dialogue system compared to when it appeared to be using a rule-based dialogue system. These results may assist designers and stakeholders select what type of voice system to develop or use with older adults.

公众舆论可能会影响针对老年人的技术的采用,但针对老年人技术的不同环境的研究却很有限。在YouGov的一项在线调查(N = 500)中,通过文字和图像小插图,当小插图中的语音助手("VA "系统)执行功能性任务(遵医嘱用药)时,参与者对其社会接受度、信任度和对老年护理的感知影响给予了更积极的评价,而当其执行社交任务(陪伴)时,则对其社会接受度、信任度和感知影响给予了更积极的评价。与基于规则的对话系统相比,当 VA 似乎使用了基于机器学习(ML)的对话系统时,它获得了更多积极的情感评价。这些结果可以帮助设计者和利益相关者选择开发哪种类型的语音系统或与老年人一起使用。
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引用次数: 0
Initial feasibility evaluation of the RISES system: An innovative and activity-based closed-loop framework for spinal cord injury rehabilitation and recovery. RISES 系统的初步可行性评估:脊髓损伤康复和恢复的创新活动闭环框架。
IF 2 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-10-08 eCollection Date: 2024-01-01 DOI: 10.1177/20556683241280242
Shirin Madarshahian, Tatiana Guerrero, Phyo Thuta Aung, Kristin Gustafson, James S Harrop, Dana R Johnson, Mehdi Khantan, Yunsoo Lee, Caio Matias, Michael McCurdy, Namrata Grampurohit, MaryJane Mulcahey, Alessandro Napoli, Alexander Vaccaro, Mijail Serruya

Background: Electrical stimulation of the spinal cord may improve rewiring of the affected pathways. Immediate modulation of stimulation parameters, and its effects of it on kinematics and electromyographic variables is unclear.

Methods: This study piloted the safety and feasibility of the Reynolds Innovative Spinal Electrical Stimulation (RISES) technology with a focus on its novel closed-loop setting. This personalized, task-specific non-invasive stimulation system enables real-time stimulation parameter modulation and supports multi-data acquisition and storage. Four SCI participants underwent a clinical trial coupled with activity-based training. Primary safety outcome measures included adverse events (AEs) and skin integrity; secondary measures were vital signs, pain, and fatigue assessed at the pre, mid, and post-stimulation sessions. The trial included open-loop and closed-loop blocks of transcutaneous spinal cord stimulation (tSCS).

Results: Results showed no serious adverse events, with skin integrity unaffected. Vital signs and pain showed no significant differences across session timepoints. Fatigue levels differed significantly with post-session > mid-session > pre-session. Comparisons between open-loop and closed-loop blocks showed no significant differences in setup time, vital signs, pain, or fatigue. Average stimulation duration per task was significantly longer for open-loop (467.6 sec) than Closed-loop (410.8 sec).

Conclusions: RISES, demonstrated safety and feasibility. Further work will focus on clinical efficacy.

背景:脊髓电刺激可改善受影响通路的重新布线。刺激参数的即时调节及其对运动学和肌电图变量的影响尚不清楚:本研究对雷诺创新脊髓电刺激(RISES)技术的安全性和可行性进行了试验,重点是其新颖的闭环设置。这种个性化、针对特定任务的无创刺激系统可实现实时刺激参数调节,并支持多数据采集和存储。四名 SCI 参与者接受了临床试验和基于活动的训练。主要安全结果指标包括不良事件(AEs)和皮肤完整性;次要指标包括刺激前、中、后阶段的生命体征、疼痛和疲劳评估。试验包括经皮脊髓刺激(tSCS)的开环和闭环区块:结果:试验结果显示未出现严重不良事件,皮肤完整性未受影响。各疗程时间点的生命体征和疼痛无明显差异。疲劳程度差异明显,疗程后>疗程中>疗程前。开环区块和闭环区块之间的比较显示,在设置时间、生命体征、疼痛或疲劳方面没有明显差异。每项任务的平均刺激时间,开环(467.6 秒)明显长于闭环(410.8 秒):结论:RISES 证明了其安全性和可行性。结论:RISES 证明了其安全性和可行性,进一步的工作将侧重于临床疗效。
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引用次数: 0
Inclusive rehabilitation and assistive technologies development: An exploration of considerations, principles, and stakeholder engagement. 包容性康复和辅助技术开发:对考虑因素、原则和利益相关者参与的探讨。
IF 2 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-10-03 eCollection Date: 2024-01-01 DOI: 10.1177/20556683241286517
Jennifer French, Kim D Anderson, Jeffra Welden, Peter Axelson, Bruce Bayes, Ian Burkhart
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引用次数: 0
Provision of ankle foot orthoses for children with cerebral palsy in Norway. 挪威为脑瘫儿童提供踝足矫形器。
IF 2 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-27 eCollection Date: 2024-01-01 DOI: 10.1177/20556683241276804
Tobias Goihl, David F Rusaw, Karin Roeleveld, Siri Merete Brændvik

Introduction: Practice of ankle-foot orthoses (AFO) provision for ambulatory children with cerebral palsy is underreported and the literature is not consistent on choice of AFO-design. This study describes clinical practice of AFO provision for children with cerebral palsy and evaluates how clinical practice aligns with existing recommendations.

Methods: An online, cross-sectional survey was conducted, inviting all Norwegian orthotists working with children with cerebral palsy. Orthotic practice was investigated using a self-reported survey design.

Results: From all eligible orthotists, 54% responded, revealing that AFO provision involves patients, physicians, and physiotherapists at different stages. Patient preference directly influenced the ultimate AFO-design. Shank vertical angle was evaluated by 79%. For children with crouch gait and those with short gastrocnemius, a majority preferred a combination of rigid and articulated/flexible AFO-designs. Instrumented gait analysis was conducted by 51% at AFO delivery stage.

Conclusions: The findings show that AFO provision in Norway is collaborative, involving clinical team members and consideration of patient preferences. A discrepancy between clinical practice and existing recommendations for children with crouch gait and those with short gastrocnemius is observed.

导言:有关为行动不便的脑瘫儿童提供踝足矫形器(AFO)的实践报道不足,而且有关选择AFO设计的文献也不一致。本研究描述了为脑瘫儿童提供踝足矫形器的临床实践,并评估了临床实践与现有建议的一致性:方法:进行了一项在线横断面调查,邀请挪威所有从事脑瘫儿童矫形工作的矫形师参加。结果:在所有符合条件的矫形师中,有54名矫形师参加了调查:结果:在所有符合条件的矫形师中,54%的矫形师做出了回复,这表明AFO的提供涉及患者、医生和物理治疗师的不同阶段。患者的偏好直接影响了最终的 AFO 设计。79%的人对鞋柄垂直角度进行了评估。对于蹲踞式步态和腓肠肌短小的儿童,大多数人倾向于将刚性和铰接式/柔性AFO设计相结合。51%的儿童在AFO交付阶段进行了仪器步态分析:研究结果表明,在挪威,AFO的提供是合作性的,涉及临床团队成员并考虑到患者的偏好。临床实践与针对蹲踞步态儿童和腓肠肌短小儿童的现有建议之间存在差异。
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引用次数: 0
Development of a low-cost upper-body rehabilitation robot for home use. 开发低成本家用上肢康复机器人。
IF 2 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-27 eCollection Date: 2024-01-01 DOI: 10.1177/20556683241288226
David Breton, Thierry Laliberté, Alexandre Campeau-Lecours

The inability to use one's hands or arms greatly restricts the ability to perform daily activities. After a developmental or acquired injury, the intensity and frequency of rehabilitation exercises are essential. To alleviate the burden on the healthcare system, robotic systems have been developed to support clinicians' interventions. However, these systems are often bulky and expensive, limiting their use to specific clinical settings and making them impractical for home use. This paper presents the development of an affordable and easy to install 2-DOF five-bar linkage robot designed to be used at home. This work aims to reduce the cost of the robot through actuation optimization, mechanical optimization and 3D printing. The architecture and links length are chosen to optimize the robot's performance in the required workspace. Using sensor feedback, impedance control algorithms and multiple types of exercise such as virtual walls guidance are implemented. Finally, a user interface was programmed to facilitate the robot's use.

无法使用双手或双臂会极大地限制日常活动能力。发育性或后天性损伤后,康复锻炼的强度和频率至关重要。为了减轻医疗系统的负担,人们开发了机器人系统来支持临床医生的干预。然而,这些系统往往体积庞大、价格昂贵,仅限于在特定的临床环境中使用,不适合在家中使用。本文介绍了一种经济实惠、易于安装的 2-DOF 五杆联动机器人的开发情况,该机器人专为家庭使用而设计。这项工作旨在通过执行优化、机械优化和 3D 打印降低机器人的成本。结构和链接长度的选择是为了优化机器人在所需工作空间内的性能。利用传感器反馈、阻抗控制算法和多种类型的练习(如虚拟墙引导)来实现。最后,还设计了一个用户界面,以方便机器人的使用。
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引用次数: 0
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Journal of Rehabilitation and Assistive Technologies Engineering
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