Comparative evaluation of heart rate-based monitors: Apple Watch vs Fitbit Charge HR

References

• Achten, J., & Jeukendrup, A. E. (2003). Heart rate monitoring: Applications and limitations. Sports Medicine, 33(7), 517–538. doi:10.2165/00007256-200333070-00004
   PubMed Web of Science ®Google Scholar
• Ahmadi, A. K., Moradi, P., Malihi, M., Karimi, S., & Shamsollahi, M. B. (2015). Heart Rate monitoring during physical exercise using wrist-type photoplethysmographic (PPG) signals. Conference Proceedings IEEE Engineering in Medicine and Biology Society, (2015, 6166–6169. doi:10.1109/embc.2015.7319800
   PubMedGoogle Scholar
• Bai, Y., Welk, G. J., Nam, Y. H., Lee, J. A., Lee, J.-M., Kim, Y., … Dixon, P. M. (2016). Comparison of consumer and research monitors under semistructured settings. Medicine & Science in Sports & Exercise, 48(1), 151–158. doi:10.1249/mss.0000000000000727
   PubMed Web of Science ®Google Scholar
• Bassett, D. R., Jr., Ainsworth, B. E., Leggett, S. R., Mathien, C. A., Main, J. A., Hunter, D. C., & Duncan, G. E. (1996). Accuracy of five electronic pedometers for measuring distance walked. Medicine & Science in Sports & Exercise, 28(8), 1071–1077. doi:10.1097/00005768-199608000-00019
   PubMed Web of Science ®Google Scholar
• Brage, S., Brage, N., Franks, P. W., Ekelund, U., & Wareham, N. J. (2005). Reliability and validity of the combined heart rate and movement sensor Actiheart. European Journal of Clinical Nutrition, 59(4), 561–570. doi:10.1038/sj.ejcn.1602118
   PubMed Web of Science ®Google Scholar
• Bravata, D. M., Smith-Spangler, C., Sundaram, V., Gienger, A. L., Lin, N., Lewis, R., … Sirard, J. R. (2007). Using pedometers to increase physical activity and improve health: A systematic review. JAMA, 298(19), 2296–2304. doi:10.1001/jama.298.19.2296
   PubMed Web of Science ®Google Scholar
• Cheatham, S. W., Kolber, M. J., & Ernst, M. P. (2015). Concurrent validity of resting pulse-rate measurements: A comparison of 2 smartphone applications, the polar H7 belt monitor, and a pulse oximeter with bluetooth. Journal of Sport Rehabilitation, 24(2), 171–178. doi:10.1123/jsr.2013-0145
   PubMed Web of Science ®Google Scholar
• Chen, M.-D., Kuo, -C.-C., Pellegrini, C. A., & Hsu, M.-J. (2016). Accuracy of wristband activity monitors during ambulation and activities. Medicine & Science in Sports & Exercise, 48(10), 1942–1949. doi:10.1249/mss.0000000000000984
   PubMed Web of Science ®Google Scholar
• Crouter, S. E., Schneider, P. L., Karabulut, M., & Bassett, D. R., Jr. (2003). Validity of 10 electronic pedometers for measuring steps, distance, and energy cost. Medicine & Science in Sports & Exercise, 35(8), 1455–1460. doi:10.1249/01.mss.0000078932.61440.a2
   PubMed Web of Science ®Google Scholar
• Dixon, P. M., Saint-Maurice, P. F., Kim, Y., Hibbing, P., Bai, Y., & Welk, G. J. (2017). A primer on the use of equivalence testing for evaluating measurement agreement. Medicine and Science in Sports and Exercise. Advance online publication. doi:10.1249/MSS.0000000000001481
   Google Scholar
• Ferguson, T., Rowlands, A. V., Olds, T., & Maher, C. (2015). The validity of consumer-level, activity monitors in healthy adults worn in free-living conditions: A cross-sectional study. The International Journal of Behavioral Nutrition and Physical Activity, 12, 42. doi:10.1186/s12966-015-0201-9
   PubMed Web of Science ®Google Scholar
• Green, J. A. (2011). The heart rate method for estimating metabolic rate: Review and recommendations. Comparative Biochemistry and Physiology Part A: Molecular & Integrative Physiology, 158(3), 287–304. doi:10.1016/j.cbpa.2010.09.011
   PubMed Web of Science ®Google Scholar
• Hickey, A., John, D., Sasaki, J. E., Mavilia, M., & Freedson, P. (2016). Validity of activity monitor step detection is related to movement patterns. Journal of Physical Activity and Health, 13(2), 145–153. doi:10.1123/jpah.2015-0203
   PubMed Web of Science ®Google Scholar
• Lauritzen, J., Munoz, A., Luis Sevillano, J., & Civit, A. (2013). The usefulness of activity trackers in elderly with reduced mobility: A case study. Studies in Health Technology and Informatics, 192, 759–762.
   PubMedGoogle Scholar
• Le Masurier, G. C., & Tudor-Locke, C. (2003). Comparison of pedometer and accelerometer accuracy under controlled conditions. Medicine & Science in Sports & Exercise, 35(5), 867–871. doi:10.1249/01.mss.0000064996.63632.10
   PubMed Web of Science ®Google Scholar
• Lee, J. A., Williams, S. M., Brown, D. D., & Laurson, K. R. (2015). Concurrent validation of the Actigraph gt3x+, Polar Active accelerometer, Omron HJ-720 and Yamax Digiwalker SW-701 pedometer step counts in lab-based and free-living settings. Journal of Sports Sciences, 33(10), 991–1000. doi:10.1080/02640414.2014.981848
   PubMed Web of Science ®Google Scholar
• Lee, J.-M., Kim, Y., & Welk, G. J. (2014). Validity of consumer-based physical activity monitors. Medicine & Science in Sports & Exercise, 46(9), 1840–1848. doi:10.1249/mss.0000000000000287
   PubMed Web of Science ®Google Scholar
• Maeda, Y., Sekine, M., & Tamura, T. (2011). The advantages of wearable green reflected photoplethysmography. Journal of Medical Systems, 35(5), 829–834. doi:10.1007/s10916-010-9506-z
   PubMed Web of Science ®Google Scholar
• Mullan, P., Kanzler, C. M., Lorch, B., Schroeder, L., Winkler, L., Laich, L., … Pasluosta, C. (2015). Unobtrusive heart rate estimation during physical exercise using photoplethysmographic and acceleration data. Conference Proceedings IEEE Engineering in Medicine and Biology Society, 2015, 6114–6117. doi:10.1109/embc.2015.7319787
   PubMedGoogle Scholar
• Rosdahl, H., Gullstrand, L., Salier-Eriksson, J., Johansson, P., & Schantz, P. (2010). Evaluation of the Oxycon Mobile metabolic system against the Douglas bag method. European Journal of Applied Physiology, 109(2), 159–171. doi:10.1007/s00421-009-1326-9
   PubMed Web of Science ®Google Scholar
• Schneider, P. L., Crouter, S., & Bassett, D. R. (2004). Pedometer measures of free-living physical activity: Comparison of 13 models. Medicine & Science in Sports & Exercise, 36(2), 331–335. doi:10.1249/01.mss.0000113486.60548.e9
   PubMed Web of Science ®Google Scholar
• Shcherbina, A., Mattsson, C. M., Waggott, D., Salisbury, H., Christle, J. W., Hastie, T. J., … Ashley, E. A. (2016). Accuracy in wrist-worn, sensor-based measurements of heart rate and energy expenditure in a diverse cohort. bioRxiv. doi:10.1101/094862
   Google Scholar
• Spierer, D. K., Hagins, M., Rundle, A., & Pappas, E. (2011). A comparison of energy expenditure estimates from the Actiheart and Actical physical activity monitors during low intensity activities, walking, and jogging. European Journal of Applied Physiology, 111(4), 659–667. doi:10.1007/s00421-010-1672-7
   PubMed Web of Science ®Google Scholar
• Spierer, D. K., Rosen, Z., Litman, L. L., & Fujii, K. (2015). Validation of photoplethysmography as a method to detect heart rate during rest and exercise. Journal of Medical Engineering & Technology, 39(5), 264–271. doi:10.3109/03091902.2015.1047536
   PubMedGoogle Scholar
• Stahl, S. E., An, H.-S., Dinkel, D. M., Noble, J. M., & Lee, J.-M. (2016). How accurate are the wrist-based heart rate monitors during walking and running activities? Are they accurate enough? BMJ Open Sport & Exercise Medicine, 2(1), e000106. doi:10.1136/bmjsem-2015-000106
   PubMedGoogle Scholar
• Tudor-Locke, C., Barreira, T. V., & Schuna, J. M., Jr. (2015). Comparison of step outputs for waist and wrist accelerometer attachment sites. Medicine & Science in Sports & Exercise, 47(4), 839–842. doi:10.1249/mss.0000000000000476
   PubMed Web of Science ®Google Scholar
• Wallen, M. P., Gomersall, S. R., Keating, S. E., Wisløff, U., Coombes, J. S., & Calbet, J. A. L. (2016). Accuracy of heart rate watches: Implications for weight management. PLoS One, 11(5), e0154420. doi:10.1371/journal.pone.0154420
   PubMed Web of Science ®Google Scholar
• Wellek, S. (2010). Testing statistical hypotheses of equivalence and noninferiority (2nd ed). Boca Raton, FL: CRC Press.
   Google Scholar