Calibration and cross-validation of accelerometery for estimating movement skills in children aged 8–12 years

Journal article


Duncan, M., Dobell, A., Noon, M., Clark, C.T., Roscoe, C., Stodden, D., Sacko, R., Eyre, E. and Faghy, M. 2020. Calibration and cross-validation of accelerometery for estimating movement skills in children aged 8–12 years. Sensors. 20 (10), p. 2776. https://doi.org/10.3390/s20102776
AuthorsDuncan, M., Dobell, A., Noon, M., Clark, C.T., Roscoe, C., Stodden, D., Sacko, R., Eyre, E. and Faghy, M.
Abstract

This study sought to calibrate triaxial accelerometery, worn on both wrists, waist and both ankles, during children’s physical activity (PA), with particular attention to object control motor skills performed at a fast and slow cadence, and to cross-validate the accelerometer cut-points derived from the calibration using an independent dataset. Twenty boys (10.1 ±1.5 years) undertook seven, five-minute bouts of activity lying supine, standing, running (4.5kmph−1) instep passing a football (fast and slow cadence), dribbling a football (fast and slow cadence), whilst wearing five GENEActiv accelerometers on their non-dominant and dominant wrists and ankles and waist. VO2 was assessed concurrently using indirect calorimetry. ROC curve analysis was used to generate cut-points representing sedentary, light and moderate PA. The cut-points were then cross-validated using independent data from 30 children (9.4 ± 1.4 years), who had undertaken similar activities whilst wearing accelerometers and being assessed for VO2. GENEActiv monitors were able to discriminate sedentary activity to an excellent level irrespective of wear location. For moderate PA, discrimination of activity was considered good for monitors placed on the dominant wrist, waist, non-dominant and dominant ankles but fair for the non-dominant wrist. Applying the cut-points to the cross-validation sample indicated that cut-points validated in the calibration were able to successfully discriminate sedentary behaviour and moderate PA to an excellent standard and light PA to a fair standard. Cut-points derived from this calibration demonstrate an excellent ability to discriminate children’s sedentary behaviour and moderate intensity PA comprising motor skill activity.

Keywordsmotor competence; motor development; indirect calorimetry; energy expenditure; wearables; sensors
Year2020
JournalSensors
Journal citation20 (10), p. 2776
PublisherMDPI
ISSN1424-8220
Digital Object Identifier (DOI)https://doi.org/10.3390/s20102776
Web address (URL)https://www.mdpi.com/1424-8220/20/10/2776/htm
http://creativecommons.org/publicdomain/zero/1.0/
http://hdl.handle.net/10545/624835
hdl:10545/624835
Output statusPublished
Publication dates13 May 2020
Publication process dates
Accepted12 May 2020
Deposited28 May 2020
Rights

CC0 1.0 Universal

ContributorsCoventry University, University of Derby, University of South Carolina, Columbia, SC, USA and The Citadel, Charleston, SC, USA
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Kowalsky, Robert J, Stoner, Lee, Faghy, Mark A and Barone Gibbs, Bethany 2021. A Call to Clarify the Intensity and Classification of Standing Behavior. International Journal of Environmental Research and Public Health. 18 (16). https://doi.org/10.3390/ijerph18168460
The Physiological Impact of Masking Is Insignificant and Should Not Preclude Routine Use During Daily Activities, Exercise, and Rehabilitation
Haraf, R.H., Faghy, M., Carlin, B. and Josephson, R.A. 2021. The Physiological Impact of Masking Is Insignificant and Should Not Preclude Routine Use During Daily Activities, Exercise, and Rehabilitation. Journal of Cardiopulmonary Rehabilitation and Prevention. 41 (1), pp. 1-5. https://doi.org/10.1097/hcr.0000000000000577
What Comes First, the Behavior or the Condition? In the COVID-19 Era, It May Go Both Ways
Arena, Ross, Lavie, Carl J and Faghy, Mark A 2021. What Comes First, the Behavior or the Condition? In the COVID-19 Era, It May Go Both Ways. Current Problems in Cardiology. 47 (2). https://doi.org/10.1016/j.cpcardiol.2021.100963
Shelter from the cytokine storm: Healthy living is a vital preventative strategy in the COVID-19 era
Arena, Ross, Bond, Samantha, Calvo, Isabel Romero, Lebowicz, Leah, Ozemek, Cemal, Severin, Richard, Laddu, Deepika, Faghy, Mark, Lavie, Carl J. and Carbone, Salvatore 2021. Shelter from the cytokine storm: Healthy living is a vital preventative strategy in the COVID-19 era. Progress in Cardiovascular Diseases. 73 (56), p. 60. https://doi.org/10.1016/j.pcad.2021.06.008
Influence of the COVID-19 Lockdown on the Physical and Psychosocial Well-being and Work Productivity of Remote Workers: Cross-sectional Correlational Study (Preprint)
Yessica Abigail Tronco Hernández, Fabio Parente, Mark A Faghy, Clare M P Roscoe, Frances A Maratos and Faghy, M. 2021. Influence of the COVID-19 Lockdown on the Physical and Psychosocial Well-being and Work Productivity of Remote Workers: Cross-sectional Correlational Study (Preprint). JMIR. https://doi.org/10.2196/preprints.30708
The need for exercise sciences and an integrated response to COVID-19: A position statement from the international HL-PIVOT network
Arena, Ross, Stoner, Lee, Haraf, Rebecca H., Josephson, Richard, Hills, Andrew P., Dixit, Snehil, Popovic, Dejana, Smith, Andy, Myers, Jonathan, Bacon, Simon L., Niebauer, Josef, Dourado, Victor Z., Babu, Abraham S., Maden-Wilkinson, Thomas M., Copeland, Robert J., Gough, Lewis A., Bond, Sam, Stuart, Kaz, Bewick, Thomas, Ashton, Ruth E.M. and Faghy, Mark 2021. The need for exercise sciences and an integrated response to COVID-19: A position statement from the international HL-PIVOT network. Progress in Cardiovascular Diseases. 67, pp. 2-10. https://doi.org/10.1016/j.pcad.2021.01.004
The 24-h Movement Compositions in Weekday, Weekend Day or Four-Day Periods Differentially Associate with Fundamental Movement Skills
Roscoe, C., Duncan, Michael, J and Clark, Cain, C. T 2021. The 24-h Movement Compositions in Weekday, Weekend Day or Four-Day Periods Differentially Associate with Fundamental Movement Skills. Children. 8 (10), p. 828. https://doi.org/10.3390/children8100828
The Effects of a Nutrition Education Intervention on Sports Nutrition Knowledge during a Competitive Season in Highly Trained Adolescent Swimmers.
Foo, Wee Lun, Faghy, Mark A, Sparks, Andy, Newbury, Josh W and Gough, Lewis A 2021. The Effects of a Nutrition Education Intervention on Sports Nutrition Knowledge during a Competitive Season in Highly Trained Adolescent Swimmers. Nutrients. 13 (8). https://doi.org/10.3390/nu13082713
Cardiorespiratory and skeletal muscle damage due to COVID-19: making the urgent case for rehabilitation
Silva, Rebeca Nunes, Goulart, Cássia da Luz, Oliveira, Murilo Rezende, Tacao, Guilherme Yassuyuki, Back, Guilherme Dionir, Severin, Richard, Faghy, Mark, Arena, Ross and Borghi-Silva, Audrey 2021. Cardiorespiratory and skeletal muscle damage due to COVID-19: making the urgent case for rehabilitation. Expert Review of Respiratory Medicine. 15 (9), pp. 1107-1120. https://doi.org/10.1080/17476348.2021.1893169
Educators Perspectives on the Value of Physical Education, Physical Activity and Fundamental Movement Skills for Early Years Foundation Stage Children in England.
Dobell, Alexandra, Pringle, Andy, Faghy, Mark and Roscoe, Clare M P 2021. Educators Perspectives on the Value of Physical Education, Physical Activity and Fundamental Movement Skills for Early Years Foundation Stage Children in England. Children. 8 (5), p. 338. https://doi.org/10.3390/children8050338
Cardiopulmonary exercise testing as a vital sign in patients recovering from COVID-19.
Arena, Ross and Faghy, Mark A 2021. Cardiopulmonary exercise testing as a vital sign in patients recovering from COVID-19. Expert review of cardiovascular therapy. 19 (10), pp. 877-880. https://doi.org/10.1080/14779072.2021.1985466
Current and Future Implications of COVID-19 among Youth Wheelchair Users: 24-Hour Activity Behavior.
Conners, Ryan T, Bates, Lauren C, Lassalle, Patricia Pagan, Zieff, Gabriel, Whitehead, Paul N, Stevens, Sandra, Killen, Lauren, Cochrum, Robert, Rodebaugh, Kathryn L, Stoner, Lee and Faghy, Mark A 2021. Current and Future Implications of COVID-19 among Youth Wheelchair Users: 24-Hour Activity Behavior. Children. 8 (8). https://doi.org/10.3390/children8080690
COVID-19 infection and cardiometabolic complications: short- and long-term treatment and management considerations
Stoner, Lee, Faghy, Mark and Conners, Ryan 2021. COVID-19 infection and cardiometabolic complications: short- and long-term treatment and management considerations. Reviews in cardiovascular medicine. 22 (2), pp. 263-265. https://doi.org/10.31083/j.rcm2202031
Physical activity and sedentary behavior in people with spinal cord injury: Mitigation strategies during COVID-19 on behalf of ACSM-EIM and HL-PIVOT
Bates, Lauren, Conners, Ryan, Zieff, Gabriel, Adams, Nathan, T., Edgar, Kyle, M., Stevens, Sandra, Faghy, Mark, Arena, Ross, Vermeesch, Amber, Rodney, Joseph, P., Keith, Nicole and Stoner, Lee 2021. Physical activity and sedentary behavior in people with spinal cord injury: Mitigation strategies during COVID-19 on behalf of ACSM-EIM and HL-PIVOT. Disability and Health Journal. 15 (1). https://doi.org/10.1016/j.dhjo.2021.101177
Current activities centered on healthy living and recommendations for the future: a position statement from the HL-PIVOT network
Arena, Ross, Kaminsky, Leonard A., Williams, Mark, Sabbahi, Ahmad, Popovic, Dejana, Axtell, Robert, Faghy, Mark, Hills, Andrew P., Olivares Olivares, Silvia Lizett, Lopez, Mildred, Pronk, Nicolaas P., Laddu, Deepika, Samuel Babu, Abraham, Josephson, Richard, Whitsel, Laurie P., Severin, Rich, Christle, Jeffrey W., Zuniga Dourado, Victor, Niebauer, Joseph, Savage, Patrick, Austford, Leslie D. and Lavie, Carl J 2021. Current activities centered on healthy living and recommendations for the future: a position statement from the HL-PIVOT network. Current Problems in Cardiology. 46 (6). https://doi.org/10.1016/j.cpcardiol.2021.100823
Run, jump, throw and catch: How proficient are children attending English schools at the fundamental motor skills identified as key within the school curriculum?
Duncan, Michael J, Roscoe, Clare M. P., Noon, Mark, Clark, Cain CT, O’Brien, Wesley and Eyre, Emma LJ 2019. Run, jump, throw and catch: How proficient are children attending English schools at the fundamental motor skills identified as key within the school curriculum? European Physical Education Review. https://doi.org/10.1177/1356336x19888953
A flow resistive inspiratory muscle training mask worn during high-intensity interval training does not improve 5 km running time-trial performance
Brown, Peter I., Faghy, Mark, Davis, Nichola, Mayes, JP and Maden-Wilkinson, Tom 2020. A flow resistive inspiratory muscle training mask worn during high-intensity interval training does not improve 5 km running time-trial performance. European Journal of Applied Physiology. 121, p. 183–191. https://doi.org/10.1007/s00421-020-04505-3
Using system mapping to help plan and implement city-wide action to promote physical activity
Cavill, Nick, Richardson, Debra, Faghy, Mark, Bussell, Chris and Rutter, Harry 2020. Using system mapping to help plan and implement city-wide action to promote physical activity. Journal of Public Health Research. 9 (3). https://doi.org/10.4081/jphr.2020.1759
Cardiopulmonary exercise testing in the COVID-19 endemic phase
Faghy, Mark, Hull, James, Cooper, Brendan and Sylvester, Karl 2020. Cardiopulmonary exercise testing in the COVID-19 endemic phase. British Journal of Anaesthesia. 125 (4), pp. 447-449. https://doi.org/10.1016/j.bja.2020.06.006
Cross validation of actigraph derived accelerometer cut‐points for assessment of sedentary behaviour and physical activity in children aged 8‐11 years
Duncan, Michael J., Eyre, Emma L.J., Cox, Val, Roscoe, C., Faghy, Mark, Tallis, Jason and Dobell, Alexandra 2020. Cross validation of actigraph derived accelerometer cut‐points for assessment of sedentary behaviour and physical activity in children aged 8‐11 years. Acta Paediatrica. 109 (9), pp. 1825-1830. https://doi.org/10.1111/apa.15189
Fundamental movement skills and accelerometer-measured physical activity levels during early childhood: a systematic review
Dobell, Alexandra, Pringle, Andy, Faghy, Mark and Roscoe, Clare M. P. 2020. Fundamental movement skills and accelerometer-measured physical activity levels during early childhood: a systematic review. MDPI AG. https://doi.org/10.3390/children7110224
A biopsychosocial framework for recovery from COVID-19
Stuart, K., Faghy, M.A., Bidmead, E., Browning, R., Roberts, C., Grimwood, S. and Winn-Reed, T. 2020. A biopsychosocial framework for recovery from COVID-19. International Journal of Sociology and Social Policy. 40 (9/10), pp. 1021-1039. https://doi.org/10.1108/ijssp-07-2020-0301
Integrated sports and respiratory medicine in the aftermath of COVID-19
Faghy, M., Ashton, R., Maden-Wilkinson, T., Copeland, R. J., Bewick, T. and Smith, A. 2020. Integrated sports and respiratory medicine in the aftermath of COVID-19. The Lancet Respiratory Medicine. 8 (9), p. p852. https://doi.org/10.1016/s2213-2600(20)30307-6
Sodium bicarbonate ingestion improves time-to-exhaustion cycling performance and alters estimated energy system contribution: a dose-response investigation
Gurton, William H., Gough, Lewis A., Sparks, S. Andy, Faghy, Mark and Reed, Katharine E. 2020. Sodium bicarbonate ingestion improves time-to-exhaustion cycling performance and alters estimated energy system contribution: a dose-response investigation. Frontiers in Nutrition. 7. https://doi.org/10.3389/fnut.2020.00154
Accelerometer-based physical activity levels, fundamental movement skills and weight status in British preschool children from a deprived area
Roscoe, Clare M. P., James, Rob S. and Duncan, Michael J. 2019. Accelerometer-based physical activity levels, fundamental movement skills and weight status in British preschool children from a deprived area. European Journal of Pediatrics. https://doi.org/10.1007/s00431-019-03390-z
Inspiratory muscle training (IMT) for adults discharged from hospital with community acquired pneumonia (CAP) – a feasibility study
Pick, HJ, Faghy, Mark, Cresswell, G, Lim, WS and Bewick, T 2018. Inspiratory muscle training (IMT) for adults discharged from hospital with community acquired pneumonia (CAP) – a feasibility study. Thorax.
A review of inspiratory muscle training. When and why does it work?
Faghy, M. 2019. A review of inspiratory muscle training. When and why does it work? Japanese Journal of Physical Fitness and Sports Medicine. 68 (1), pp. 3-5. https://doi.org/10.7600/jspfsm.68.3
Functional training of the inspiratory muscles improves load carriage performance
Faghy, Mark and Brown, Peter I 2019. Functional training of the inspiratory muscles improves load carriage performance. Ergonomics. 62 (11), pp. 1439-1449. https://doi.org/10.1080/00140139.2019.1652352
Accelerometer-based physical activity levels differ between week and weekend ways in British preschool children
Roscoe, C., James, Rob S. and Duncan, Michael J. 2019. Accelerometer-based physical activity levels differ between week and weekend ways in British preschool children. Journal of Functional Morphology and Kinesiology. 4 (3), p. 65. https://doi.org/10.3390/jfmk4030065
Estimating physical activity in children aged 8–11 Years using Accelerometry: Contributions from fundamental movement skills and different Accelerometer placements
Duncan, Mike, Roscoe, Clare M. P., Faghy, Mark, Tallis, Jason and Eyre, Emma 2019. Estimating physical activity in children aged 8–11 Years using Accelerometry: Contributions from fundamental movement skills and different Accelerometer placements. Frontiers in Physiology. https://doi.org/10.3389/fphys.2019.00242
P25 Inspiratory muscle training (IMT) for adults discharged from hospital with community acquired pneumonia (CAP) – a feasibility study
HJ Pick, MA Faghy, G Cresswell, WS Lim, T Bewick and Faghy, M. 2018. P25 Inspiratory muscle training (IMT) for adults discharged from hospital with community acquired pneumonia (CAP) – a feasibility study. BMJ Journals. https://doi.org/10.1136/thorax-2018-212555.183
Active recovery strategy and lactate clearance in elite swimmers
Mark A. Faghy, Mitch Lomax and Peter I. Brown 2018. Active recovery strategy and lactate clearance in elite swimmers. The Journal of Sports Medicine and Physical Fitness. 59 (9), pp. 1487-1491. https://doi.org/10.23736/s0022-4707.18.09228-9
The effects of 8 weeks voluntary wheel running on the contractile performance of isolated locomotory (soleus) and respiratory (diaphragm) skeletal muscle during early ageing.
Tallis, Jason, Higgins, Matthew F., Seebacher, Frank, Cox, Val M., Duncan, Michael J. and James, Rob S. 2017. The effects of 8 weeks voluntary wheel running on the contractile performance of isolated locomotory (soleus) and respiratory (diaphragm) skeletal muscle during early ageing. The Journal of Experimental Biology. https://doi.org/10.1242/jeb.166603
From startline to frontline: the application of respiratory exercise physiology to occupational performance
Faghy, Mark, Blacker, Sam D. and Brown, Peter I. 2017. From startline to frontline: the application of respiratory exercise physiology to occupational performance. Sport and Exercise Scientist.
Calibration of GENEActiv accelerometer wrist cut-points for the assessment of physical activity intensity of preschool aged children
Roscoe, Clare M. P., James, Rob S. and Duncan, Michael J. 2017. Calibration of GENEActiv accelerometer wrist cut-points for the assessment of physical activity intensity of preschool aged children. European Journal of Pediatrics. https://doi.org/10.1007/s00431-017-2948-2
Preschool staff and parents? Perceptions of preschool children's physical activity and fundamental movement skills from an area of high deprivation: a qualitative study
Roscoe, Clare M. P., James, Rob S. and Duncan, Michael J. 2017. Preschool staff and parents? Perceptions of preschool children's physical activity and fundamental movement skills from an area of high deprivation: a qualitative study. Qualitative Research in Sport, Exercise and Health. https://doi.org/10.1080/2159676X.2017.1322630
Preschool and parental influences on physical activity and fundamental movement skills in preschool children from low socio-economic backgrounds: A qualitative study.
Roscoe, Clare M. P., Birch, Samantha, James, Rob S. and Duncan, Michael J. 2016. Preschool and parental influences on physical activity and fundamental movement skills in preschool children from low socio-economic backgrounds: A qualitative study. British Association of Sport and Exercise Sciences.
Whole body active warm up and inspiratory muscle warm up do not improve running performance when carrying thoracic loads
Faghy, Mark and Brown, Peter I. 2017. Whole body active warm up and inspiratory muscle warm up do not improve running performance when carrying thoracic loads. Applied physiology, nutrition, and metabolism. 42 (8). https://doi.org/10.1139/apnm-2016-0711
Impact of Weekly Swimming Training Distance on the Ergogenicity of Inspiratory Muscle Training in Well-Trained Youth Swimmers
Lomax M, Kapus J, Brown PI and Faghy M 2017. Impact of Weekly Swimming Training Distance on the Ergogenicity of Inspiratory Muscle Training in Well-Trained Youth Swimmers. Journal of Strength and Conditioning Research. 33 (8), pp. 2185-2193. https://doi.org/10.1519/jsc.0000000000002375
Functional inspiratory muscle training (IMT) improves load carriage performance greater than traditional IMT techniques: 1652 Board #305 June 2, 9: 00 AM - 10: 30 AM.
Faghy, Mark, Lindley, Martin R. and Brown, Peter I. 2016. Functional inspiratory muscle training (IMT) improves load carriage performance greater than traditional IMT techniques: 1652 Board #305 June 2, 9: 00 AM - 10: 30 AM. Wolters Kluwer. https://doi.org/10.1249/01.mss.0000486377.59880.50
Pilot study : can inspiratory muscle training relieve symptoms ff dyspnoea and improve quality of life for advanced cancer patients ?: 1872 Board #24 June 2, 3: 30 PM - 5: 00 PM.
Lindley, Martin R., Faghy, Mark, Sowter, Heidi M. and Mickleborough, Timothy D. 2016. Pilot study : can inspiratory muscle training relieve symptoms ff dyspnoea and improve quality of life for advanced cancer patients ?: 1872 Board #24 June 2, 3: 30 PM - 5: 00 PM. Wolters Kluwer. https://doi.org/10.1249/01.mss.0000486545.72377.ea
Does a physiological concentration of taurine increase acute muscle power output, time to fatigue, and recovery in isolated mouse soleus (slow) muscle with or without the presence of caffeine?
Tallis, Jason, Higgins, Matthew F., Cox, Val M., Duncan, Michael J. and James, Rob S. 2014. Does a physiological concentration of taurine increase acute muscle power output, time to fatigue, and recovery in isolated mouse soleus (slow) muscle with or without the presence of caffeine? Canadian journal of physiology and pharmacology. https://doi.org/10.1139/cjpp-2013-0195
Evaluating the effects of caffeine and sodium bicarbonate, ingested individually or in combination, and a taste-matched placebo on high-intensity cycling capacity in healthy males
Higgins, Matthew F., Wilson, Susie, Hill, Cameron, Price, Michael J., Duncan, Michael J. and Tallis, Jason 2016. Evaluating the effects of caffeine and sodium bicarbonate, ingested individually or in combination, and a taste-matched placebo on high-intensity cycling capacity in healthy males. Applied physiology, nutrition, and metabolism. https://doi.org/10.1139/apnm-2015-0371
The impact of a school-based gardening intervention on intentions and behaviour related to fruit and vegetable consumption in children
Duncan, Michael J., Eyre, Emma, Bryant, Elizabeth, Clarke, Neil, Birch, Samantha, Staples, Vicki and Sheffield, David 2015. The impact of a school-based gardening intervention on intentions and behaviour related to fruit and vegetable consumption in children. Journal of Health Psychology. https://doi.org/10.1177/1359105315573445
Effects of load mass carried in a backpack upon respiratory muscle fatigue
Faghy, Mark, Blacker, Sam D. and Brown, Peter I. 2016. Effects of load mass carried in a backpack upon respiratory muscle fatigue. European Journal of Sport Science. 16 (8), pp. 1032-1038. https://doi.org/10.1080/17461391.2016.1202326
Limitations and trainability of the respiratory system during exercise with thoracic loads
Faghy, Mark 2016. Limitations and trainability of the respiratory system during exercise with thoracic loads. PhD Thesis https://doi.org/10.48773/92y02
Training the inspiratory muscles improves running performance when carrying a 25 kg thoracic load in a backpack
Faghy, Mark and Brown, Peter I. 2015. Training the inspiratory muscles improves running performance when carrying a 25 kg thoracic load in a backpack. European Journal of Sport Science. 16 (5), pp. 585-594. https://doi.org/10.1080/17461391.2015.1071878
Preloaded Time Trial to Assess Load Carriage Performance
Mark A. Faghy and Peter I. Brown 2014. Preloaded Time Trial to Assess Load Carriage Performance. Journal of Strength and Conditioning Research. 28 (12), pp. 3354-3362. https://doi.org/10.1519/jsc.0000000000000555
Thoracic load carriage-induced respiratory muscle fatigue
Faghy, M. and Brown, P.I. 2014. Thoracic load carriage-induced respiratory muscle fatigue. European Journal of Applied Physiology. 114, p. 1085–1093. https://doi.org/10.1007/s00421-014-2839-4
Ventilatory muscle strength, diaphragm thickness and pulmonary function in world-class powerlifters
Brown, Peter I., Venables, Heather, Liu, Hymsuen, de Witt, Julie T., Brown, Michelle R. and Faghy, Mark 2013. Ventilatory muscle strength, diaphragm thickness and pulmonary function in world-class powerlifters. European Journal of Applied Physiology. 113, p. 2849–2855. https://doi.org/10.1007/s00421-013-2726-4