运动智能手环监测身体活动量的效度研究进展
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摘要
目的:梳理运动智能手环评估步数、能量消耗、距离、身体活动强度效度的研究文献,为进一步开展相关研究提供借鉴。方法:对中国知网、PubMed、EMBASE和谷歌学术等数据库进行检索及筛查,梳理运动智能手环评估身体活动指标的效度研究成果及其进展。结果:受多种因素的影响,运动智能手环监测不同类型身体活动指标具有不同范围的误差,同时无法精确监测距离和不同强度身体活动时间。结论:运动智能手环监测不同身体活动指标的整体精确性较差,在实际应用中应谨慎解读其监测结果,且目前相关研究不足,有待于进一步深入研究。
Objective:To provide a reference for carrying out related studies by sorting out the validity studies on wrist-wearable activity monitors for evaluation of physical activity parameters and summarizing all existing research results and progress.Methods:CNKI,PubMed,EMBASE,Google Scholar,and other databases were searched.After the initial screening,exclusion of repeated articles,the results of all studies were integrated and finally summarized.Results:As the results of studies are affected by various factors,wrist-wearable activity monitors exhibit errors when monitoring the parameters of different physical activities and distance,and quantifying the time spent on different intensities of physical activity.Conclusions:Wrist-wearable activity monitor devices have the poor accuracy on monitoring the different physical activity parameters as a whole,so we should interpret these research results in practical situation discreetly.In addition,there are many deficiencies in present studies,and these subjects require further in-depth studies.
Objective:To provide a reference for carrying out related studies by sorting out the validity studies on wrist-wearable activity monitors for evaluation of physical activity parameters and summarizing all existing research results and progress.Methods:CNKI,PubMed,EMBASE,Google Scholar,and other databases were searched.After the initial screening,exclusion of repeated articles,the results of all studies were integrated and finally summarized.Results:As the results of studies are affected by various factors,wrist-wearable activity monitors exhibit errors when monitoring the parameters of different physical activities and distance,and quantifying the time spent on different intensities of physical activity.Conclusions:Wrist-wearable activity monitor devices have the poor accuracy on monitoring the different physical activity parameters as a whole,so we should interpret these research results in practical situation discreetly.In addition,there are many deficiencies in present studies,and these subjects require further in-depth studies.
引文
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[9] 付强.计步器测量日步行量综述[J].科技信息,2010(25):95-96
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[16] SUSHAMES A,EDWARDS A,THOMPSON F,et al.Validity and reliability of Fitbit Flex for step count,moderate to vigorous physical activity and activity energy expenditure[J].Plos One,2016,11(9):e0161224
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[19] DIJKSTRA B,ZIJLSTRA W,SCHERDER E,et al.Detection of walking periods and number of steps in older adults and patients with Parkinson's disease:Accuracy of a pedometer and an accelerometry-based method[J].Age Ageing,2008,37(4):436-441
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[22] YANG C C,HSU Y L,SHIH K S,et al.Real-time gait cycle parameter recognition using a wearable accelerometry system[J].Sensors (Basel),2011,11(8):7314-7326
[23] ROSENBERGER M E,BUMAN M P,HASKELL W.L.,et al.Twenty-four hours of sleep,sedentary behavior,and physical activity with nine wearable devices[J].Med Sci Sports Exerc,2016,48(3):457-465
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[25] FARINA N,LOWRY R G.The validity of consumer-level activity monitors in healthy older adults in free-living conditions[J].J Aging Phys Act,2018,26(1):128-135
[26] DOMINICK G M,WINFREE K N,POHLIG R T,et al.Physical activity assessment between consumer- and research-grade accelerometers:A comparative study in free-living conditions[J].JMIR Mhealth Uhealth,2016,4(3):e110
[27] REID R E R,INSOGNA J A,CARVER T E,et al.Validity and reliability of Fitbit activity monitors compared to ActiGraph GT3X+ with female adults in a free-living environment[J].J Sci Med Sport,2017,20(6):578-582
[28] CHU A H,NG S H,PAKNEZHAD M,et al.Comparison of wrist-worn Fitbit Flex and waist-worn Acti Graph for measuring steps in free-living adults[J].Plos One,2017,12(2):e0172535
[29] FULK G D,COMBS S A,DANKS K A,et al.Accuracy of 2 activity monitors in detecting steps in people with stroke and traumatic brain injury[J].Phys Ther,2014,94(2):222-229
[30] SCHAFFER S D,HOLZAPFEL S D,FULK G,et al.Step count accuracy and reliability of two activity tracking devices in people after stroke[J].Physiother Theory Pract,2017,33(10):788-796
[31] TREACY D,HASSETT L,SCHURR K,et al.Validity of different activity monitors to count steps in an inpatient rehabilitation setting[J].Phys Ther,2017,97(5):581-588
[32] VOSS C,GARDNER R F,DEAN P H,et al.Validity of commercial activity trackers in children with congenital heart disease[J].Can J Cardiol,2017,33(6):799-805
[33] FLOEGEL T A,FLOREZ P A,HEKLER E B,et al.Validation of consumer-based hip and wrist activity monitors in older adults with varied ambulatory abilities[J].J Gerontol A Biol Sci Med Sci,2017,72(2):229-236
[34] PRICE K,BIRD S R,LYTHGO N,et al.Validation of the Fitbit One,Garmin Vivofit and Jawbone UP activity tracker in estimation of energy expenditure during treadmill walking and running[J].J Med Eng Technol,2017,41(3):208-215
[35] DOOLEY E E,GOLASZEWSKI N M,BARTHOLOMEW J B.Estimating accuracy at exercise intensities:A comparative study of self-monitoring heart rate and physical activity wearable devices[J].JMIR Mhealth Uhealth,2017,5(3):e34
[36] BAI Y,WELK G J,NAM Y H,et al.Comparison of consumer and research monitors under semistructured settings[J].Med Sci Sports Exerc,2016,48(1):151-158
[37] IMBODEN M T,NELSON M B,KAMINSKY L A,et al.Comparison of four Fitbit and Jawbone activity monitors with a research-grade ActiGraph accelerometer for estimating physical activity and energy expenditure[J].Br J Sports Med,2018,52(13):844-850
[38] MURAKAMI H,KAWAKAMI R,NAKAE S,et al.Accuracy of wearable devices for estimating total energy expenditure:Comparison with metabolic chamber and doubly labeled water method[J].JAMA Intern Med,2016,176(5):702-703
[39] BROOKE S M,AN H S,KANG S K,et al.Concurrent validity of wearable activity trackers under free-living conditions[J].J Strength Cond Res,2017,31(4):1097-1106
[40] TROOSTERS T,GOSSELINK R,DECRAMER M.Six minute walking distance in healthy elderly subjects[J].Eur Respir J,1999,14(2):270-274
[41] JONES P W,BAVEYSTOCK C M,LITTLEJOHNS P.Relationships between general health measured with the sickness impact profile and respiratory symptoms,physiological measures,and mood in patients with chronic airflow limitation[J].Am Rev Respir Dis,1989,140(6):1538-1543
[42] MOHLER E R,HIATT W R,CREAGER M A.Cholesterol reduction with atorvastatin improves walking distance in patients with peripheral arterial disease[J].Circulation,2003,108(12):1481-6
[43] TOMPKINS J,BOSCH P R,CHENOWITH R.et al.Changes in functional walking distance and health-related quality of life after gastric bypass surgery[J].Phys Ther,2008,88(8):928-935
[44] MAMMEN G,GARDINER S,SENTHINATHAN A,et al.Is this Bit Fit?Measuring the quality of the Fit-Bit step counter[J].The East Japan Journal of Clinical Orthopaedics,2012,5(4):30-39
[45] TROIANO R P,MCCLAIN J J,BRYCHTA R J,et al.Evolution of accelerometer methods for physical activity research[J].Br J Sports Med,2014,48(13):1019-1023
[2] STEPHENSON J,CONSULTANT,ECONOMIST H,et al.The cost of illness attributable to physical inactivity in Australia[J].Health and Aged Care,2000:31-36
[3] MORROW J R,JACKSON A W,BAZZARRE T L,et al.A one-year follow-up to physical activity and health.A report of the Surgeon General[J].Am J Prev Med,1999,17(1):24-30
[4] 乔玉成,王卫军.全球人口体力活动不足的概况及特征[J].体育科学,2015,35(8):8-15
[5] SEALE J L,RUMPLER W V.Comparison of energy expenditure measurements by diet records,energy intake balance,doubly labeled water and room calorimetry[J].Eur J Clin Nutr,1997,51(12):856-863
[6] 洪俊睿,袁琼嘉,王涛,等.Actigraph传感器在青少年体力活动能量消耗测试中的应用[J].上海体育学院学报,2013,37(3):64-65
[7] 王军利,张冰,贾丽雅,等.Actigraph(GT3X)加速度计测量我国19～29岁人群身体活动能耗的效度研究[J].体育科学,2012,32(12):71-77
[8] NELSON M B,KAMINSKY L A,DICKIN D C,et al.Validity of consumer-based physical activity monitors for specific activity types[J].Med Sci Sports Exerc,2016,48(8):1619-1628
[9] 付强.计步器测量日步行量综述[J].科技信息,2010(25):95-96
[10] MAUGHAN R.Research methods in physical activity[J].British Journal of Sports Medicine,1991,25(2):111
[11] HUANG Y,XU J,YU B,et al.Validity of FitBit,Jawbone UP,Nike+ and other wearable devices for level and stair walking[J].Gait Posture,2016,48:36-41
[12] ALINIA P,CAIN C,FALLAHZADEH R,et al.How accurate is your activity tracker?A comparative study of step counts in low-intensity physical activities[J].JMIR Mhealth Uhealth,2017,5(8):e106
[13] DIAZ K M,KRUPKA D J,CHANG M J,et al.Fitbit(R):An accurate and reliable device for wireless physical activity tracking[J].Int J Cardiol,2015,185:138-140
[14] CHOW J J,THOM J M,WEWEGE M A,et al.Accuracy of step count measured by physical activity monitors:The effect of gait speed and anatomical placement site[J].Gait Posture,2017,57:199-203
[15] KOOIMAN T J,DONTJE M L,SPRENGER S R,et al.Reliability and validity of ten consumer activity trackers[J].BMC Sports Sci Med Rehabil,2015,7:24
[16] SUSHAMES A,EDWARDS A,THOMPSON F,et al.Validity and reliability of Fitbit Flex for step count,moderate to vigorous physical activity and activity energy expenditure[J].Plos One,2016,11(9):e0161224
[17] STACKPOOL CAITLIN M.Accuracy of various activity trackers in estimating steps taken and energy expenditure[J].Journal of Fitness Research,2014,3(3):32-48
[18] STORM F A,HELLER B W,MAZZA C.Step detection and activity recognition accuracy of seven physical activity monitors[J].Plos One,2015,10(3):e0118723
[19] DIJKSTRA B,ZIJLSTRA W,SCHERDER E,et al.Detection of walking periods and number of steps in older adults and patients with Parkinson's disease:Accuracy of a pedometer and an accelerometry-based method[J].Age Ageing,2008,37(4):436-441
[20] LE M G C,TUDOR L C.Comparison of pedometer and accelerometer accuracy under controlled conditions[J].Med Sci Sports Exerc,2003,35(5):867-871
[21] RYAN C G,GRANT P M,TIGBE W W,et al.The validity and reliability of a novel activity monitor as a measure of walking[J].Br J Sports Med,2006,40(9):779-784
[22] YANG C C,HSU Y L,SHIH K S,et al.Real-time gait cycle parameter recognition using a wearable accelerometry system[J].Sensors (Basel),2011,11(8):7314-7326
[23] ROSENBERGER M E,BUMAN M P,HASKELL W.L.,et al.Twenty-four hours of sleep,sedentary behavior,and physical activity with nine wearable devices[J].Med Sci Sports Exerc,2016,48(3):457-465
[24] FERGUSON T,ROWLANDS A V,OLDS T,et al.The validity of consumer-level,activity monitors in healthy adults worn in free-living conditions:A cross-sectional study[J].Int J Behav Nutr Phys Act,2015,12:42
[25] FARINA N,LOWRY R G.The validity of consumer-level activity monitors in healthy older adults in free-living conditions[J].J Aging Phys Act,2018,26(1):128-135
[26] DOMINICK G M,WINFREE K N,POHLIG R T,et al.Physical activity assessment between consumer- and research-grade accelerometers:A comparative study in free-living conditions[J].JMIR Mhealth Uhealth,2016,4(3):e110
[27] REID R E R,INSOGNA J A,CARVER T E,et al.Validity and reliability of Fitbit activity monitors compared to ActiGraph GT3X+ with female adults in a free-living environment[J].J Sci Med Sport,2017,20(6):578-582
[28] CHU A H,NG S H,PAKNEZHAD M,et al.Comparison of wrist-worn Fitbit Flex and waist-worn Acti Graph for measuring steps in free-living adults[J].Plos One,2017,12(2):e0172535
[29] FULK G D,COMBS S A,DANKS K A,et al.Accuracy of 2 activity monitors in detecting steps in people with stroke and traumatic brain injury[J].Phys Ther,2014,94(2):222-229
[30] SCHAFFER S D,HOLZAPFEL S D,FULK G,et al.Step count accuracy and reliability of two activity tracking devices in people after stroke[J].Physiother Theory Pract,2017,33(10):788-796
[31] TREACY D,HASSETT L,SCHURR K,et al.Validity of different activity monitors to count steps in an inpatient rehabilitation setting[J].Phys Ther,2017,97(5):581-588
[32] VOSS C,GARDNER R F,DEAN P H,et al.Validity of commercial activity trackers in children with congenital heart disease[J].Can J Cardiol,2017,33(6):799-805
[33] FLOEGEL T A,FLOREZ P A,HEKLER E B,et al.Validation of consumer-based hip and wrist activity monitors in older adults with varied ambulatory abilities[J].J Gerontol A Biol Sci Med Sci,2017,72(2):229-236
[34] PRICE K,BIRD S R,LYTHGO N,et al.Validation of the Fitbit One,Garmin Vivofit and Jawbone UP activity tracker in estimation of energy expenditure during treadmill walking and running[J].J Med Eng Technol,2017,41(3):208-215
[35] DOOLEY E E,GOLASZEWSKI N M,BARTHOLOMEW J B.Estimating accuracy at exercise intensities:A comparative study of self-monitoring heart rate and physical activity wearable devices[J].JMIR Mhealth Uhealth,2017,5(3):e34
[36] BAI Y,WELK G J,NAM Y H,et al.Comparison of consumer and research monitors under semistructured settings[J].Med Sci Sports Exerc,2016,48(1):151-158
[37] IMBODEN M T,NELSON M B,KAMINSKY L A,et al.Comparison of four Fitbit and Jawbone activity monitors with a research-grade ActiGraph accelerometer for estimating physical activity and energy expenditure[J].Br J Sports Med,2018,52(13):844-850
[38] MURAKAMI H,KAWAKAMI R,NAKAE S,et al.Accuracy of wearable devices for estimating total energy expenditure:Comparison with metabolic chamber and doubly labeled water method[J].JAMA Intern Med,2016,176(5):702-703
[39] BROOKE S M,AN H S,KANG S K,et al.Concurrent validity of wearable activity trackers under free-living conditions[J].J Strength Cond Res,2017,31(4):1097-1106
[40] TROOSTERS T,GOSSELINK R,DECRAMER M.Six minute walking distance in healthy elderly subjects[J].Eur Respir J,1999,14(2):270-274
[41] JONES P W,BAVEYSTOCK C M,LITTLEJOHNS P.Relationships between general health measured with the sickness impact profile and respiratory symptoms,physiological measures,and mood in patients with chronic airflow limitation[J].Am Rev Respir Dis,1989,140(6):1538-1543
[42] MOHLER E R,HIATT W R,CREAGER M A.Cholesterol reduction with atorvastatin improves walking distance in patients with peripheral arterial disease[J].Circulation,2003,108(12):1481-6
[43] TOMPKINS J,BOSCH P R,CHENOWITH R.et al.Changes in functional walking distance and health-related quality of life after gastric bypass surgery[J].Phys Ther,2008,88(8):928-935
[44] MAMMEN G,GARDINER S,SENTHINATHAN A,et al.Is this Bit Fit?Measuring the quality of the Fit-Bit step counter[J].The East Japan Journal of Clinical Orthopaedics,2012,5(4):30-39
[45] TROIANO R P,MCCLAIN J J,BRYCHTA R J,et al.Evolution of accelerometer methods for physical activity research[J].Br J Sports Med,2014,48(13):1019-1023