Wearable technology for mobility measurement in orthopedics and traumatology: a comparison of commercially available systems

IF 2 3区 医学 Q2 ORTHOPEDICS Archives of Orthopaedic and Trauma Surgery Pub Date : 2025-03-15 DOI:10.1007/s00402-025-05803-1
A. M. Keppler, R. Zaccaria, M. Weigert, L. Keppler, W. Böcker, C. Neuerburg, R. Schniepp, J. Fürmetz
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Abstract

Background

Wearable activity sensors offer valuable insights into physical activity and are increasingly used in clinical and rehabilitation settings. However, most are designed for healthy individuals, necessitating a thorough evaluation of their applicability for pathological gait patterns. This study aims to assess the accuracy of commercially available wearables in measuring gait patterns among patients with lower limb injuries compared to healthy individuals.

Methods

A prospective cohort study enrolled 40 participants divided into four groups: Group A (younger patients with lower limb injuries with age < 75y), Group B (younger healthy individuals with age 75y), Group C (elderly patients with lower limb injuries and age 75y), and Group D (elderly healthy individuals with age > 75y). Mobility was assessed in real-world scenarios using four wearable devices (Apple Watch Series 4, Fitbit Charge 3, ActivPal 4, and StappOne Insoles V1.0) across three gait speeds in a gait laboratory, with GAITrite mats and video as gold standards.

Results

Accuracy varied significantly between devices. The accelerometer-based wearables (Apple Watch Series 4, Fitbit Charge 3 and ActivPal 4™) underestimated cumulative step count compared to pressure-based Stappone v1. 0, especially for slow and restricted gait patterns (Groups C and D). Relative Difference of Wearables Measurements to the true numbers of steps (Group C: AW -21.83%, FB -28.99%, AP -20.00% versus SO 0.00% - Group D: AW -8.51%, FB -14.29%, AP -20.00% versus SO 4.55%). Zero measurements occurred frequently with wrist-worn devices, highlighting their limitations in detecting slow or restricted movements. In contrast, pressure-based StappOne Insoles demonstrated superior accuracy, with minimal deviations across all groups and gait speeds. The inaccuracy was exacerbated by factors such as the use of mobility aids, partial weight-bearing, and postoperative restrictions, which altered arm and leg movements.

Conclusions

Accelerometer-based wearables require algorithmic improvements to address the challenges of slow and pathological gait patterns. The frequent occurrence of zero measurements with wrist-worn devices underscores their limited utility in clinical populations. Practical challenges, such as altered movement patterns due to mobility aids and partial weight-bearing, further limit their accuracy. Pressure-based systems, while accurate, face practicality issues for daily use. These findings emphasize the need for tailored wearable technologies for orthopedic and trauma patients.

Level of evidence

Prospective cohort study, Level of Evidence 2.

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背景可穿戴活动传感器为了解身体活动提供了宝贵的信息,并越来越多地应用于临床和康复领域。然而,大多数传感器都是为健康人设计的,因此有必要对它们是否适用于病态步态模式进行全面评估。本研究旨在评估市售可穿戴设备在测量下肢损伤患者与健康人步态模式时的准确性:A组(年龄在75岁以下的年轻下肢损伤患者)、B组(年龄在75岁以下的年轻健康人)、C组(年龄在75岁以下的老年下肢损伤患者)和D组(年龄在75岁以下的老年健康人)。在步态实验室中,使用四种可穿戴设备(Apple Watch Series 4、Fitbit Charge 3、ActivPal 4 和 StappOne Insoles V1.0)在三种步态速度下对实际场景中的运动能力进行评估,并以 GAITrite 垫和视频作为黄金标准。与基于压力的 Stappone V1.0 相比,基于加速度计的可穿戴设备(Apple Watch Series 4、Fitbit Charge 3 和 ActivPal 4™)低估了累积步数,尤其是在缓慢和受限制的步态下(C 组和 D 组)。可穿戴设备测量值与真实步数的相对差异(C 组:AW -21.83%,FB -28.99%,AP -20.00%,SO 0.00% - D 组:AW -8.51%,FB -14.29%,AP -20.00%,SO 4.55%)。腕戴式设备经常出现测量值为零的情况,凸显了其在检测缓慢或受限运动方面的局限性。相比之下,基于压力的 StappOne 鞋垫则表现出更高的准确性,在所有组别和步速下的偏差都很小。使用助行器、部分负重和术后限制等因素都会改变手臂和腿部的运动,从而加剧了不准确性。结论基于加速度计的可穿戴设备需要改进算法,以应对缓慢和病态步态的挑战。腕戴式设备经常出现测量值为零的情况,这凸显了其在临床人群中的作用有限。移动辅助工具和部分负重导致的运动模式改变等实际挑战进一步限制了其准确性。基于压力的系统虽然准确,但在日常使用中也面临着实用性问题。这些发现强调了为骨科和创伤患者量身定制可穿戴技术的必要性。
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来源期刊
CiteScore
4.30
自引率
13.00%
发文量
424
审稿时长
2 months
期刊介绍: "Archives of Orthopaedic and Trauma Surgery" is a rich source of instruction and information for physicians in clinical practice and research in the extensive field of orthopaedics and traumatology. The journal publishes papers that deal with diseases and injuries of the musculoskeletal system from all fields and aspects of medicine. The journal is particularly interested in papers that satisfy the information needs of orthopaedic clinicians and practitioners. The journal places special emphasis on clinical relevance. "Archives of Orthopaedic and Trauma Surgery" is the official journal of the German Speaking Arthroscopy Association (AGA).
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