Detecting subject-specific fatigue-related changes in lifting kinematics using a machine learning approach

References

• Allison, S., J. Galper, D. Hoyle, and J. Mecham. 2018. Current concepts in functional capacity evaluation: a best practices guideline. https://www.orthopt.org/uploads/content_files/files/2018%20Current%20Concepts%20in%20OH%20PT-FCE%2006-20-18%20FINAL.pdf
   Google Scholar
• Armstrong, D. P., A. R. Budarick, C. E. Pegg, R. B. Graham, and S. L. Fischer. 2021. “Feature Detection and Biomechanical Analysis to Objectively Identify High Exposure Movement Strategies When Performing the EPIC Lift Capacity Test.” Journal of Occupational Rehabilitation 31 (1): 50–62. doi:10.1007/s10926-020-09890-2.
   PubMed Web of Science ®Google Scholar
• Banks, A. D, and F. Aghazadeh. 2009. “Progressive Fatigue Effects on Manual Lifting Factors.” Human Factors and Ergonomics in Manufacturing 19 (5): 361–377. doi:10.1002/hfm.20170.
   Web of Science ®Google Scholar
• Bonato, P., P. Boissy, U. Della Croce, and S. H. Roy. 2002. “Changes in the Surface EMG Signal and the Biomechanics of Motion during a Repetitive Lifting Task.” IEEE Transactions on Neural Systems and Rehabilitation Engineering 10 (1): 38–47. doi:10.1109/TNSRE.2002.1021585.
   PubMed Web of Science ®Google Scholar
• Bonato, P., G. R. Ebenbichler, S. H. Roy, S. Lehr, M. Posch, J. Kollmitzer, and U. Della Croce. 2003. “Muscle Fatigue and Fatigue-Related Biomechanical Changes during a Cyclic Lifting Task.” Spine 28 (16): 1810–1820.
   PubMed Web of Science ®Google Scholar
• Borg, G. 1982. “Psychophysical Bases of Perceived Exertion.” Medicine and Science in Sports and Exercise 14 (5): 377–381.
   PubMed Web of Science ®Google Scholar
• Brandon, S. C., R. B. Graham, S. Almosnino, E. M. Sadler, J. M. Stevenson, and K. J. Deluzio. 2013. “Interpreting Principal Components in Biomechanics: Representative Extremes and Single Component Reconstruction.” Journal of Electromyography and Kinesiology 23 (6): 1304–1310. doi:10.1016/j.jelekin.2013.09.010.
   PubMed Web of Science ®Google Scholar
• Cao, Z., G. Hidalgo, T. Simon, S. E. Wei, and Y. Sheikh. 2021. “OpenPose: Realtime Multi-Person 2D Pose Estimation Using Part Affinity Fields.” IEEE Transactions on Pattern Analysis and Machine Intelligence 43 (1): 172–186. doi:10.1109/TPAMI.2019.2929257.
   PubMed Web of Science ®Google Scholar
• Clermont, C. A., L. C. Benson, W. B. Edwards, B. A. Hettinga, and R. Ferber. 2019. “New Considerations for Wearable Technology Data: Changes in Running Biomechanics during a Marathon.” Journal of Applied Biomechanics 35 (6): 401–409–409. doi:10.1123/jab.2018-0453.
   PubMed Web of Science ®Google Scholar
• Cohen, J. 1988. Statistical Power Analysis for the Behavioral Sciences. 2nd ed. Lawrence Erlbaum.
   Google Scholar
• Conforti, I., I. Mileti, Z. Del Prete, and E. Palermo. 2020. “Measuring Biomechanical Risk in Lifting Load Tasks through Wearable System and Machine-Learning Approach.” Sensors 20 (6): 1557. doi:10.3390/s20061557.
   PubMed Web of Science ®Google Scholar
• da Costa, B. R, and E. R. Vieira. 2010. “Risk Factors for Work-Related Musculoskeletal Disorders: A Systematic Review of Recent Longitudinal Studies.” American Journal of Industrial Medicine 53 (3): 285–323. doi:10.1002/ajim.20750.
   PubMed Web of Science ®Google Scholar
• Daffertshofer, A., C. J. Lamoth, O. G. Meijer, and P. J. Beek. 2004. “PCA in Studying Coordination and Variability: A Tutorial.” Clinical Biomechanics 19 (4): 415–428. doi:10.1016/j.clinbiomech.2004.01.005.
   PubMed Web of Science ®Google Scholar
• Enoka, R. M, and D. G. Stuart. 1992. “Neurobiology of Muscle Fatigue.” Journal of Applied Physiology 72 (5): 1631–1648. doi:10.1152/jappl.1992.72.5.1631.
   PubMed Web of Science ®Google Scholar
• Fischer, S. L., H. P. Greene, R. H. Hampton, M. G. Cochran, and W. J. Albert. 2015. “Gender-Based Differences in Trunk and Shoulder Biomechanical Changes Caused by Prolonged Repetitive Symmetrical Lifting.” IIE Transactions on Occupational Ergonomics and Human Factors 3 (3–4): 165–176. doi:10.1080/21577323.2015.1034382.
   Google Scholar
• Fuller, J. R., J. Fung, and J. N. Côté. 2011. “ Time-Dependent Adaptations to Posture and Movement Characteristics during the Development of Repetitive Reaching Induced Fatigue.” Experimental Brain Research 211 (1): 133–143. doi:10.1007/s00221-011-2661-8.
   PubMed Web of Science ®Google Scholar
• Graham, R. B, and G. P. Josan. 2017. “Development of a Novel Wearable System for the Clinical Assessment of Movement Quality and Control in Low Back Pain.” In Proceedings of the XXVI Congress of the International Society of Biomechanics, Brisbane, Australia, 407.
   Google Scholar
• Halilaj, E., A. Rajagopal, M. Fiterau, J. L. Hicks, T. J. Hastie, and S. L. Delp. 2018. “Machine Learning in Human Movement Biomechanics: Best Practices, Common Pitfalls, and New Opportunities.” Journal of Biomechanics 81: 1–11. doi:10.1016/j.jbiomech.2018.09.009.
   PubMed Web of Science ®Google Scholar
• Hanavan, E. P. Jr. 1964. A Mathematical Model of the Human Body (No. AFIT-GA-PHYS-64-3). Wright-Patterson AFB, OH: Air Force Aerospace Medical Research Lab.
   Google Scholar
• Howarth, S. J., and J. P. Callaghan. 2010. “Quantitative Assessment of the Accuracy for Three Interpolation Techniques in Kinematic Analysis of Human Movement.” Computer Methods in Biomechanics and Biomedical Engineering 13 (6): 847–855. doi:10.1080/10255841003664701.
   PubMed Web of Science ®Google Scholar
• Kobsar, D, and R. Ferber. 2018. “Wearable Sensor Data to Track Subject-Specific Movement Patterns Related to Clinical Outcomes Using a Machine Learning Approach.” Sensors 18 (9): 2828. doi:10.3390/s18092828.
   PubMed Web of Science ®Google Scholar
• Kuorinka, I., B. Jonsson, A. Kilbom, H. Vinterberg, F. Biering-Sørensen, G. Andersson, and K. Jørgensen. 1987. “Standardised Nordic Questionnaires for the Analysis of Musculoskeletal Symptoms.” Applied Ergonomics 18 (3): 233–237. doi:10.1016/0003-6870(87)90010-X.
   PubMed Web of Science ®Google Scholar
• Matheson, L. N., V. Mooney, J. E. Grant, M. Affleck, H. Hall, T. Melles, R. L. Lichter, and G. McIntosh. 1995. “A Test to Measure Lift Capacity of Physically Impaired Adults: Part 1-Development and Reliability Testing.” Spine 20 (19): 2119–2129.
   PubMed Web of Science ®Google Scholar
• Mathiassen, S. E., T. Möller, and M. Forsman. 2003. “Variability in Mechanical Exposure within and between Individuals Performing a Highly Constrained Industrial Work Task.” Ergonomics 46 (8): 800–824. doi:10.1080/0014013031000090125.
   PubMed Web of Science ®Google Scholar
• Mehta, J. P., S. A. Lavender, and R. J. Jagacinski. 2014. “Physiological and Biomechanical Responses to a Prolonged Repetitive Asymmetric Lifting Activity.” Ergonomics 57 (4): 575–588. doi:10.1080/00140139.2014.887788.
   PubMed Web of Science ®Google Scholar
• Pedregosa, F., G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, P. Prettenhofer, R. Weiss, V. Dubourg, J. Vanderplas, A. Passos, D. Cournapeau, M. Brucher, M. Perrot, and E. Duchesnay. 2011. “Scikit-Learn: Machine Learning in Python.” Journal of Machine Learning Research 12: 2852–2830.
   Web of Science ®Google Scholar
• Potvin, J. R, and R. W. Norman. 1993. “Quantification of Erector Spinae Muscle Fatigue during Prolonged, Dynamic Lifting Tasks.” European Journal of Applied Physiology and Occupational Physiology 67 (6): 554–562. doi:10.1007/BF00241654.
   PubMed Web of Science ®Google Scholar
• Ross, G. B., B. Dowling, N. F. Troje, S. L. Fischer, and R. B. Graham. 2018. “Objectively Differentiating Movement Patterns between Elite and Novice Athletes.” Medicine and Science in Sports and Exercise 50 (7): 1457–1464. doi:10.1249/MSS.0000000000001571.
   PubMed Web of Science ®Google Scholar
• Sadler, E. M., R. B. Graham, and J. M. Stevenson. 2011. “The Personal Lift-Assist Device and Lifting Technique: A Principal Component Analysis.” Ergonomics 54 (4): 392–402. doi:10.1080/00140139.2011.556259.
   PubMed Web of Science ®Google Scholar
• Sedighi, A, and M. A. Nussbaum. 2017. “Temporal Changes in Motor Variability during Prolonged Lifting/Lowering and the Influence of Work Experience.” Journal of Electromyography and Kinesiology 37: 61–67. doi:10.1016/j.jelekin.2017.09.001.
   PubMed Web of Science ®Google Scholar
• Sedighi, A, and M. A. Nussbaum. 2019. “Exploration of Different Classes of Metrics to Characterize Motor Variability during Repetitive Symmetric and Asymmetric Lifting Tasks.” Scientific Reports 9 (1): 9821. doi:10.1038/s41598-019-46297-3.
   PubMed Web of Science ®Google Scholar
• Sinden, K. E., T. L. McGillivary, E. Chapman, and S. L. Fischer. 2017. “Survey of Kinesiologists' Functional Capacity Evaluation Practice in Canada.” Work 56 (4): 571–580. doi:10.3233/WOR-172519.
   PubMedGoogle Scholar
• Sparto, P. J., M. Parnianpour, T. E. Reinsel, and S. Simon. 1997. “The Effect of Fatigue on Multijoint Kinematics, Coordination, and Postural Stability during a Repetitive Lifting Test.” The Journal of Orthopaedic and Sports Physical Therapy 25 (1): 3–12. doi:10.2519/jospt.1997.25.1.3.
   PubMed Web of Science ®Google Scholar
• Srinivasan, D, and S. E. Mathiassen. 2012. “Motor Variability in Occupational Health and Performance.” Clinical Biomechanics 27 (10): 979–993. doi:10.1016/j.clinbiomech.2012.08.007.
   PubMed Web of Science ®Google Scholar
• Troje, N. 2002. “Decomposing Biological Motion: A Framework for Analysis and Synthesis of Human Gait Patterns.” Journal of Vision 2 (5): 371–378. doi:10.1167/2.5.2.
   PubMed Web of Science ®Google Scholar
• Van Den Bogert, A. J., T. Geijtenbeek, O. Even-Zohar, F. Steenbrink, and E. C. Hardin. 2013. “A Real-Time System for Biomechanical Analysis of Human Movement and Muscle Function.” Medical & Biological Engineering & Computing 51 (10): 1069–1077. doi:10.1007/s11517-013-1076-z.
   PubMed Web of Science ®Google Scholar
• Wei, S. E., V. Ramakrishna, T. Kanade, and Y. Sheikh. 2016. “Convolutional Pose Machines.” In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 4724–4732.
   Google Scholar
• Winter, D. A. 2009. Biomechanics and Motor Control of Human Movement. 4th ed. John Wiley & Sons, Inc.
   Google Scholar
• Wu, G., S. Siegler, P. Allard, C. Kirtley, A. Leardini, D. Rosenbaum, M. Whittle, D. D. D’Lima, L. Cristofolini, H. Witte, O. Schmid, and I. Stokes. 2002. “ISB Recommendation on Definitions of Joint Coordinate System of Various Joints for the Reporting of Human Joint Motion—Part I: Ankle, Hip, and Spine.” Journal of Biomechanics 35 (4): 543–548. doi:10.1016/S0021-9290(01)00222-6.
   PubMed Web of Science ®Google Scholar
• Wu, G., F. C. van der Helm, H. E. Veeger, M. Makhsous, P. Van Roy, C. Anglin, J. Nagels, A. R. Karduna, K. McQuade, X. Wang, F. W. Werner, and B. Buchholz. 2005. “ISB Recommendation on Definitions of Joint Coordinate Systems of Various Joints for the Reporting of Human Joint motion-Part II: Shoulder, Elbow, Wrist and Hand.” Journal of Biomechanics 38 (5): 981–992. doi:10.1016/j.jbiomech.2004.05.042.
   PubMed Web of Science ®Google Scholar