同时评估上肢使用和久坐行为时间在白领和蓝领工人中使用腕式加速度计

M. Porta, B. Leban, M. Pau
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In the present study we aimed to estimate intensity and symmetry of use of UL while, at the same time, analyzing the amount of time spent in sedentary behavior in workers engaged in physically demanding and sedentary tasks.2.MethodsTwenty-two full-time workers employed in a metalworking company were recruited for the study and divided into two groups (n=11 each) according to the task they usually performed as follows:1)Machine tools operators, who are required to perform several kinds of machining processes such as cutting, turning, milling, etc.2)Administrative staff, who spend most of their shift time on a desk, in a sitting position using a PC, mouse and keyboard. Upper limb activity was measured for 4 consecutive hours of a regular working shift using two wrist-worn tri-axial accelerometers (Actigraph GT3X-BT, Acticorp Co., USA). The raw accelerations were processed to calculate the following parameters:a) vector magnitude (VM) counts, a composite measure of the accelerometric counts on the three planes of motion;b) Bilateral Magnitude (BLM), which is the sum of the VM values of dominant and non-dominant limb;c) Use Ratio (UR): is the ratio between the minutes of use calculated for the non-dominant and the dominant limb respectively. UR = 1 indicates an equal use of dominant and non-dominant limb, while UR < 1 (>1) indicates longer periods of use for the dominant (non-dominant) limb;d) Magnitude Ratio (MR) is the natural logarithm of the ratio between the VM counts calculated for the non-dominant and the dominant limbs respectively. A value of MR = 0 indicates perfect symmetric use of both limbs in terms of movement intensity. MR < 0 (> 0) denotes higher intensity activity of the dominant (non-dominant) limb;e) Time spent in sedentary (sitting) behaviour calculated according to the procedure proposed by Straczkiewicz et al. (2020)We performed one-way MANCOVA and ANCOVA using the number of steps as covariate because the arm swing associated with walking represents a source of accelerometric counts. The independent variable was the group (i.e. machine tools operator or administrative staff), while the dependent variables were: 1.The three UL activity parameters (i.e., BLM, MR and UR); 2.The time spend in sedentary (sitting) behavior.The level of significance was set at p = 0.05 and the effect of size was assessed using the eta-squared coefficient. Univariate ANOVAs were carried out as a post-hoc test on the adjusted group means.3.ResultsAfter controlling for number of steps, MANCOVA detected a significant main effect of group on UL activity and symmetry parameters [F(3,17) = 5.512; p = 0.008 Wilks’ λ = 0.507; η2 = 0.493]. In particular, the follow-up analysis revealed that machine tool operators performed a more asymmetrical activity in favor of their dominant limb with respect to those engaged in office tasks both in terms of intensity (MR = -0.18 vs. -0.02, p=0.004) and minutes of use (UR = 0.89 vs. 0.99, p=0.001). As regards the sedentary behavior, the ANCOVA revealed that the administrative staff spent significantly longer time in sitting position with respect to machine tools workers (158 minutes vs. 70, p=0.021). This value represents approximately 66% of the monitoring period.4.Discussion and conclusionThe results obtained from the experimental analysis identified the existence of significant asymmetry in the machine tools workers in terms of both duration of UL use and activity intensity. In particular, their markedly higher intensity of use of dominant limb is probably due to the fact that during activities such as cutting, turning, milling, etc. the dominant arm tends to perform dynamic tasks, while the non-dominant is devoted more to stabilizing position by contrasting the forces imposed by the dominant limb. Also, as expected, they spend little time in sitting position (30% of the monitoring period) compared with administrative staff, which perform a typical sedentary work. The findings of the present study, although carried out on a restricted sample in terms of working activities and number of subjects tested, suggest that accelerometer-based data allow discriminating among important features of different job occupations, at the same time highlighting potentially harmful conditions associated with the asymmetrical use of the dominant and non-dominant limbs. This can be extremely important in properly planning suitable ergonomic interventions.\n","PeriodicalId":259265,"journal":{"name":"AHFE International","volume":"52 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Simultaneous assessment of upper limb usage and sedentary behavior time among white- and blue-collar workers using wrist-worn accelerometers\",\"authors\":\"M. Porta, B. Leban, M. 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In the present study we aimed to estimate intensity and symmetry of use of UL while, at the same time, analyzing the amount of time spent in sedentary behavior in workers engaged in physically demanding and sedentary tasks.2.MethodsTwenty-two full-time workers employed in a metalworking company were recruited for the study and divided into two groups (n=11 each) according to the task they usually performed as follows:1)Machine tools operators, who are required to perform several kinds of machining processes such as cutting, turning, milling, etc.2)Administrative staff, who spend most of their shift time on a desk, in a sitting position using a PC, mouse and keyboard. Upper limb activity was measured for 4 consecutive hours of a regular working shift using two wrist-worn tri-axial accelerometers (Actigraph GT3X-BT, Acticorp Co., USA). The raw accelerations were processed to calculate the following parameters:a) vector magnitude (VM) counts, a composite measure of the accelerometric counts on the three planes of motion;b) Bilateral Magnitude (BLM), which is the sum of the VM values of dominant and non-dominant limb;c) Use Ratio (UR): is the ratio between the minutes of use calculated for the non-dominant and the dominant limb respectively. UR = 1 indicates an equal use of dominant and non-dominant limb, while UR < 1 (>1) indicates longer periods of use for the dominant (non-dominant) limb;d) Magnitude Ratio (MR) is the natural logarithm of the ratio between the VM counts calculated for the non-dominant and the dominant limbs respectively. A value of MR = 0 indicates perfect symmetric use of both limbs in terms of movement intensity. 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Univariate ANOVAs were carried out as a post-hoc test on the adjusted group means.3.ResultsAfter controlling for number of steps, MANCOVA detected a significant main effect of group on UL activity and symmetry parameters [F(3,17) = 5.512; p = 0.008 Wilks’ λ = 0.507; η2 = 0.493]. In particular, the follow-up analysis revealed that machine tool operators performed a more asymmetrical activity in favor of their dominant limb with respect to those engaged in office tasks both in terms of intensity (MR = -0.18 vs. -0.02, p=0.004) and minutes of use (UR = 0.89 vs. 0.99, p=0.001). As regards the sedentary behavior, the ANCOVA revealed that the administrative staff spent significantly longer time in sitting position with respect to machine tools workers (158 minutes vs. 70, p=0.021). 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引用次数: 0

摘要

在过去的几十年里,使用手腕上的加速度计来评估身体活动特征和姿势识别已经显著增加,但在人体工程学背景下仍然有限。特别是,据我们所知,没有研究使用他们来调查上肢(UL)使用的对称性在实际工作班次,即使这样的信息将有助于识别潜在的不平衡使用的优势和非优势的肢体。在本研究中,我们的目的是估计使用UL的强度和对称性,同时分析从事体力要求高和久坐工作的工人花在久坐行为上的时间。方法选取某金属加工公司的22名全职工作人员进行研究,根据他们通常执行的任务分为两组(n=11):1)机床操作员,他们需要执行几种加工过程,如切削,车削,铣削等;2)行政人员,他们大部分时间在办公桌前,坐在位置使用PC,鼠标和键盘。使用两个腕戴式三轴加速度计(Actigraph GT3X-BT, Acticorp Co., USA)连续4小时测量上肢活动。对原始加速度进行处理,计算以下参数:a)矢量幅度(VM)计数,这是三个运动平面上加速度计计数的综合度量;b)双边幅度(BLM),这是优势肢体和非优势肢体VM值的总和;c)使用率(UR):是非优势肢体和优势肢体分别计算的使用分钟数之比。UR = 1表示优势肢和非优势肢的使用时间相等,而UR < 1(>1)表示优势肢(非优势肢)的使用时间较长;d)幅度比(MR)是非优势肢和优势肢分别计算的VM计数之比的自然对数。MR = 0表示在运动强度方面四肢完全对称使用。MR < 0(> 0)表示优势(非优势)肢体的活动强度更高;e)根据Straczkiewicz等人提出的程序计算久坐(坐)行为所花费的时间。(2020)我们使用步数作为协变量进行了单向MANCOVA和ANCOVA,因为与行走相关的手臂摆动代表了加速度计计数的来源。自变量为群体(即机床操作员或管理人员),因变量为:1。3个UL活性参数(即BLM、MR和UR);2.久坐(坐)行为所花费的时间。显著性水平设为p = 0.05,使用平方系数评估大小的影响。对调整后的组均值进行单因素方差分析作为事后检验。结果在控制步数后,MANCOVA检测到组对UL活性和对称性参数有显著的主效应[F(3,17) = 5.512;Wilks λ = 0.507;η2 = 0.493]。特别是,后续分析显示,与从事办公室工作的人相比,机床操作员在强度(MR = -0.18 vs. -0.02, p=0.004)和使用时间(UR = 0.89 vs. 0.99, p=0.001)方面表现出更不对称的活动,有利于他们的优势肢体。至于久坐行为,ANCOVA显示,行政人员坐着的时间明显长于机床工人(158分钟对70分钟,p=0.021)。该值约占监测周期的66%。从实验分析中获得的结果确定了机床工人在UL使用时间和活动强度方面存在显着的不对称性。特别是,他们明显较高的优势肢体使用强度可能是由于在诸如切削,车削,铣削等活动中,优势臂倾向于执行动态任务,而非优势臂更多地致力于通过对比优势肢体施加的力来稳定位置。此外,正如预期的那样,与行政人员相比,他们坐着的时间很少(监测期间的30%),行政人员从事典型的久坐工作。目前的研究结果,虽然在工作活动和测试对象数量方面进行了有限的样本,但表明基于加速度计的数据可以区分不同职业的重要特征,同时突出与不对称使用主导和非主导肢体相关的潜在有害条件。这对于正确规划合适的人体工程学干预措施是极其重要的。
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Simultaneous assessment of upper limb usage and sedentary behavior time among white- and blue-collar workers using wrist-worn accelerometers
The use of wrist-worn accelerometers to perform assessment of physical activity features and posture recognition, has significantly increased in the last decades, but remains limited in ergonomic contexts. In particular, to our knowledge, no studies employed them to investigate symmetry of use of upper limb (UL) during actual work shifts, even though such information would be useful to identify potentially unbalanced use of dominant and non-dominant limb. In the present study we aimed to estimate intensity and symmetry of use of UL while, at the same time, analyzing the amount of time spent in sedentary behavior in workers engaged in physically demanding and sedentary tasks.2.MethodsTwenty-two full-time workers employed in a metalworking company were recruited for the study and divided into two groups (n=11 each) according to the task they usually performed as follows:1)Machine tools operators, who are required to perform several kinds of machining processes such as cutting, turning, milling, etc.2)Administrative staff, who spend most of their shift time on a desk, in a sitting position using a PC, mouse and keyboard. Upper limb activity was measured for 4 consecutive hours of a regular working shift using two wrist-worn tri-axial accelerometers (Actigraph GT3X-BT, Acticorp Co., USA). The raw accelerations were processed to calculate the following parameters:a) vector magnitude (VM) counts, a composite measure of the accelerometric counts on the three planes of motion;b) Bilateral Magnitude (BLM), which is the sum of the VM values of dominant and non-dominant limb;c) Use Ratio (UR): is the ratio between the minutes of use calculated for the non-dominant and the dominant limb respectively. UR = 1 indicates an equal use of dominant and non-dominant limb, while UR < 1 (>1) indicates longer periods of use for the dominant (non-dominant) limb;d) Magnitude Ratio (MR) is the natural logarithm of the ratio between the VM counts calculated for the non-dominant and the dominant limbs respectively. A value of MR = 0 indicates perfect symmetric use of both limbs in terms of movement intensity. MR < 0 (> 0) denotes higher intensity activity of the dominant (non-dominant) limb;e) Time spent in sedentary (sitting) behaviour calculated according to the procedure proposed by Straczkiewicz et al. (2020)We performed one-way MANCOVA and ANCOVA using the number of steps as covariate because the arm swing associated with walking represents a source of accelerometric counts. The independent variable was the group (i.e. machine tools operator or administrative staff), while the dependent variables were: 1.The three UL activity parameters (i.e., BLM, MR and UR); 2.The time spend in sedentary (sitting) behavior.The level of significance was set at p = 0.05 and the effect of size was assessed using the eta-squared coefficient. Univariate ANOVAs were carried out as a post-hoc test on the adjusted group means.3.ResultsAfter controlling for number of steps, MANCOVA detected a significant main effect of group on UL activity and symmetry parameters [F(3,17) = 5.512; p = 0.008 Wilks’ λ = 0.507; η2 = 0.493]. In particular, the follow-up analysis revealed that machine tool operators performed a more asymmetrical activity in favor of their dominant limb with respect to those engaged in office tasks both in terms of intensity (MR = -0.18 vs. -0.02, p=0.004) and minutes of use (UR = 0.89 vs. 0.99, p=0.001). As regards the sedentary behavior, the ANCOVA revealed that the administrative staff spent significantly longer time in sitting position with respect to machine tools workers (158 minutes vs. 70, p=0.021). This value represents approximately 66% of the monitoring period.4.Discussion and conclusionThe results obtained from the experimental analysis identified the existence of significant asymmetry in the machine tools workers in terms of both duration of UL use and activity intensity. In particular, their markedly higher intensity of use of dominant limb is probably due to the fact that during activities such as cutting, turning, milling, etc. the dominant arm tends to perform dynamic tasks, while the non-dominant is devoted more to stabilizing position by contrasting the forces imposed by the dominant limb. Also, as expected, they spend little time in sitting position (30% of the monitoring period) compared with administrative staff, which perform a typical sedentary work. The findings of the present study, although carried out on a restricted sample in terms of working activities and number of subjects tested, suggest that accelerometer-based data allow discriminating among important features of different job occupations, at the same time highlighting potentially harmful conditions associated with the asymmetrical use of the dominant and non-dominant limbs. This can be extremely important in properly planning suitable ergonomic interventions.
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