Quantification of the relative arm use in patients with hemiparesis using inertial measurement units

被引:17
作者
David, Ann [1 ,4 ]
ReethaJanetSureka, StephenSukumaran [2 ]
Gayathri, Sankaralingam [2 ]
Annamalai, Salai Jeyseelan [4 ]
Samuelkamleshkumar, Selvaraj [2 ]
Kuruvilla, Anju [3 ]
Magimairaj, Henry Prakash [2 ]
Varadhan, S. K. M. [1 ]
Balasubramanian, Sivakumar [4 ]
机构
[1] Indian Inst Technol, Dept Appl Mech, Madras, Tamil Nadu, India
[2] Christian Med Coll CMC, Dept Phys Med & Rehabil, Vellore, Tamil Nadu, India
[3] Christian Med Coll CMC Vellore, Dept Psychiat, Vellore, Tamil Nadu, India
[4] Christian Med Coll CMC Vellore, Dept Bioengn, Vellore 632002, Tamil Nadu, India
关键词
Stroke rehabilitation; wearable technology; hemiparesis; inertial measurement unit; arm use measurement; Sensorimotor assessment; UPPER-LIMB ACTIVITY; SUBACUTE STROKE; MOVEMENT; REHABILITATION; RECOVERY; ACCELEROMETRY;
D O I
10.1177/20556683211019694
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Introduction Accelerometry-based activity counting for measuring arm use is prone to overestimation due to non-functional movements. In this paper, we used an inertial measurement unit (IMU)-based gross movement (GM) score to quantify arm use. Methods In this two-part study, we first characterized the GM by comparing it to annotated video recordings of 5 hemiparetic patients and 10 control subjects performing a set of activities. In the second part, we tracked the arm use of 5 patients and 5 controls using two wrist-worn IMUs for 7 and 3 days, respectively. The IMU data was used to develop quantitative measures (total and relative arm use) and a visualization method for arm use. Results From the characterization study, we found that GM detects functional activities with 50-60% accuracy and eliminates non-functional activities with >90% accuracy. Continuous monitoring of arm use showed that the arm use was biased towards the dominant limb and less paretic limb for controls and patients, respectively. Conclusions The gross movement score has good specificity but low sensitivity in identifying functional activity. The at-home study showed that it is feasible to use two IMU-watches to monitor relative arm use and provided design considerations for improving the assessment method.
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页数:15
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