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McNitt-Gray JL, Held L, Mathiyakom W, Peterson TJ, Zaferiou AM. Make an impact: going full circle together. Sports Biomech 2024:1-20. [PMID: 38982830 DOI: 10.1080/14763141.2024.2369206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Accepted: 04/02/2024] [Indexed: 07/11/2024]
Abstract
Sport diversification provides opportunities for individuals to develop physical literacy, establish a growth mindset, become more agile in varied environments, and develop robust strategies to improve performance. One could say the same for biomechanists, who study the control and dynamics of human movements in the context of sport. Through the lens of sport, we have focused on the ongoing interaction between the nervous system, musculoskeletal system, and the environment by using integrated experimental and modelling approaches to study well-practiced, goal-directed tasks in controlled laboratory and realistic field settings. By integrating multiple sources of information in real time to provide timely, relevant, usable, and easy to understand (TRUE) feedback during skill acquisition, we have found these resources also support learning and opportunities for self-discovery of proficiencies by coaches and athletes. Managing multimodal data acquired with emerging technological advances has also benefited from the use of FAIR data management principles, where data are findable, accessible, interoperable, and reusable. By listening, clarifying goals, and exploring together with coaches and athletes, we can bridge the gaps between what we know and what we do.
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Affiliation(s)
- Jill L McNitt-Gray
- Department of Biological Sciences and Biomedical Engineering, University of Southern California, Los Angeles, CA, United States
- Department of Biomechanical Engineering, University of Southern California, Los Angeles, CA, United States
| | - Laura Held
- Department of Biological Sciences and Biomedical Engineering, University of Southern California, Los Angeles, CA, United States
| | - Witaya Mathiyakom
- Department of Biological Sciences and Biomedical Engineering, University of Southern California, Los Angeles, CA, United States
- Department of Physical Therapy, California State University, Northridge, CA,United States
| | - Travis J Peterson
- Department of Exercise Science, California Lutheran University, Thousand Oaks, CA, United States
| | - Antonia M Zaferiou
- Department of Biomedical Engineering, Stevens Institute of Technology, Hoboken, NJ, United States
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Chénier F, Pelland-Leblanc JP, Parrinello A, Marquis E, Rancourt D. A high sample rate, wireless instrumented wheel for measuring 3D pushrim kinetics of a racing wheelchair. Med Eng Phys 2021; 87:30-37. [PMID: 33461671 DOI: 10.1016/j.medengphy.2020.11.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Revised: 10/08/2020] [Accepted: 11/16/2020] [Indexed: 10/23/2022]
Abstract
In wheelchair racing, measuring pushrim kinetics such as propulsion forces and moments is paramount for improving performance and preventing injuries. However, there is currently no instrumented racing wheel that records 3D pushrim kinetics wirelessly and at a high sample rate, which is necessary for accurately analysing wheelchair racing biomechanics. In this work, we present an instrumented wheel that measures 3D kinetics at 2500 Hz. Bidirectional wireless communication is used to interface the wheel through a smart phone. The wheel was tested with a world-class racing athlete who propelled at maximal acceleration and maximal speed on a training roller. During acceleration, the peak total force increased continuously from 186 N to 484 N while the peak tangential force was constant at 171 N ± 15 N. At higher speeds, a counterproductive tangential force was measured during the first 15% and the last 25% of the push phase, peaking at -78 N. This wheel may be of great value for both coaches and athletes to help with planning and validating training programs and adaptations to the wheelchair such as positioning. This wheel also has very high potential for further research on wheelchair racing biomechanics and on preventing shoulder pathologies associated with this sport.
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Affiliation(s)
- Félix Chénier
- Department of Physical Activity Science, Université du Québec à Montréal, Case postale 8888, succursale Centre-ville, Montreal, Québec H3C 3P8, Canada; Centre for Interdisciplinary Research in Rehabilitation of Greater Montreal, Montreal, Canada.
| | | | - Antoine Parrinello
- Department of Physical Activity Science, Université du Québec à Montréal, Case postale 8888, succursale Centre-ville, Montreal, Québec H3C 3P8, Canada
| | - Etienne Marquis
- Department of Physical Activity Science, Université du Québec à Montréal, Case postale 8888, succursale Centre-ville, Montreal, Québec H3C 3P8, Canada; Centre for Interdisciplinary Research in Rehabilitation of Greater Montreal, Montreal, Canada
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Papp M, Russell I, Requejo PS, McNitt-Gray JL, Furumasu J. Reaction Force Generation and Mechanical Demand Imposed On the Shoulder When Initiating Manual Wheelchair Propulsion and At Self-selected Fast Speeds. J Biomech Eng 2019; 141:1069479. [PMID: 31750883 DOI: 10.1115/1.4045492] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Indexed: 11/08/2022]
Abstract
Manual wheelchair (WC) users with spinal cord injury (SCI) experience shoulder pain and fatigue associated with their increased reliance on the upper extremity during activities of daily living [1]. We hypothesized that the mechanical demand imposed on the shoulder, represented as resultant shoulder net joint moment impulse, would be greater when initiating manual WC propulsion from a stationary position without momentum than when manually propelling at speed on a level sidewalk. Thirty manual WC users with paraplegia participated. Each individual initiated manual WC propulsion from a stationary position and propelled on a level sidewalk at their self-selected fast speed. Upper extremity kinematics and pushrim reaction forces (RFs) were measured and upper extremity joint kinetics were calculated and compared (a=0.05) between cycle 1, initiated without momentum, and cycle 3 with momentum. Results indicate that multiple factors contributing to the mechanical demand imposed on the shoulder were significantly greater when manual WC propulsion was initiated without momentum than with momentum. Significant differences in resultant shoulder net joint moment (NJM) impulse, push duration, orientation of RF relative to forearm, and resultant average shoulder NJMs during push were observed between momentum conditions. No significant differences in average resultant RF during push were found. These results indicate that mechanical loading of the shoulder during manual WC propulsion differs between momentum conditions; these differences in resultant shoulder NJM impulse during push need to be considered when assessing shoulder load exposure in stop-and-start activities.
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Affiliation(s)
- Marisa Papp
- Department of Biomedical Engineering, University of Southern California, 3560 Watt Way PED B10, Los Angeles, CA 90089
| | - Ian Russell
- Department of Biomedical Engineering, University of Southern California, 3560 Watt Way PED B10, Los Angeles, CA 90089
| | - Philip S Requejo
- Rancho Research Institute, Rancho Los Amigos National Rehabilitation Center, 7601 E Imperial Hwy, Downey, CA 90242
| | - Jill L McNitt-Gray
- Rancho Research Institute, Rancho Los Amigos National Rehabilitation Center, 7601 E Imperial Hwy, Downey, CA 90242
| | - Jan Furumasu
- Departments of Biological Sciences and Biomedical Engineering, 3560 Watt Way PED B10, Los Angeles, CA 90089
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Russell IM, Wagner E, Requejo P, Mulroy S, Flashner H, McNitt-Gray J. Characterization of the shoulder net joint moment during manual wheelchair propulsion using four functional axes. J Electromyogr Kinesiol 2019; 62:102340. [DOI: 10.1016/j.jelekin.2019.07.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2018] [Revised: 06/22/2019] [Accepted: 07/19/2019] [Indexed: 10/26/2022] Open
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Hernandez V, Rezzoug N, Gorce P, Venture G. Wheelchair propulsion: Force orientation and amplitude prediction with Recurrent Neural Network. J Biomech 2018; 78:166-171. [PMID: 30097268 DOI: 10.1016/j.jbiomech.2018.07.034] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2017] [Revised: 07/20/2018] [Accepted: 07/20/2018] [Indexed: 01/04/2023]
Abstract
The aim of this study was to use Recurrent Neural Network (RNN) to predict the orientation and amplitude of the applied force during the push phase of manual wheelchair propulsion. Trunk and the right-upper limb kinematics data were assessed with an optoeletronic device (Qualisys) and the force applied on the handrim was recorded with an instrumented wheel (SMARTWheel®). Data acquisitions were performed at 60/80/10/120/140% of the freely chosen frequency at submaximal and maximal conditions. The final database consisted of d = 5708 push phases. The input data were the trunk and right upper-limb kinematics (joint angle, angular velocity and acceleration) and anthropometric data (height, weight, segment length) and the output data were the applied forces orientation and amplitude. A ratio of 70/15/15 was used to train, validate and test the RNN (dtrain = 3996, dvalidation = 856 and dtest = 856). The angle and amplitude errors between the measured and predicted force was assessed from dtest. Results showed that for most of the push phase (∼70%), the force direction prediction errors were less than 12°. The mean absolute amplitude errors were less than 8 N and the mean absolute amplitude percentage errors were less than 20% for most of the push phase (∼80%).
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Affiliation(s)
- Vincent Hernandez
- GVLAB - University of Agriculture and Technology of Tokyo, Tokyo, Japan.
| | | | | | - Gentiane Venture
- GVLAB - University of Agriculture and Technology of Tokyo, Tokyo, Japan
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McNitt-Gray JL. 2016 American Society of Biomechanics Hay Award Lecture: Preparing for Impact-Biomechanical Inspirations From Olympic Sports. J Appl Biomech 2018; 34:249-257. [PMID: 29991299 DOI: 10.1123/jab.2017-0270] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Evaluation and validation of musculoskeletal force feasible set indices: Application to manual wheelchair propulsion. J Biomech 2018; 68:70-77. [PMID: 29338847 DOI: 10.1016/j.jbiomech.2017.12.012] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2017] [Revised: 12/08/2017] [Accepted: 12/11/2017] [Indexed: 11/23/2022]
Abstract
The aim of this work was to assess handrim wheelchair propulsion effectiveness, related to the applied forces on the handrim, through the force feasible set. For a given posture of the upper-limb, it represents the set of isometric forces that can be applied on the handrim in any direction. The force feasible set was predicted from a musculoskeletal model of the upper-limb and trunk (10 degrees of freedom and 56 muscles). The aim of the first part of the study was to compare the force feasible set prediction and the force currently applied on the handrim. The second part proposes the creation of a new index called "Musculoskeletal Postural Performance Index" (MPPI) derived from the force feasible set and its comparison with the Mechanical Efficiency Force (MEF). These comparisons were conducted at 60, 80, 100, 120 and 140% of the Freely Chosen Frequency at submaximal and maximal conditions on 5 different phases of the push phase. The values of the MPPI were significantly correlated with those of the MEF. During the course of the push phase, the orientation of the force feasible set main axis approached that of the measured force and the force effectiveness evaluated through the MPPI increased.
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Proposing a new index to quantify instantaneous symmetry during manual wheelchair propulsion. J Biomech 2017; 51:137-141. [DOI: 10.1016/j.jbiomech.2016.11.069] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2016] [Revised: 11/29/2016] [Accepted: 11/29/2016] [Indexed: 11/24/2022]
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Requejo PS, McNitt-Gray JL. Editorial: Wheeled Mobility Biomechanics. Front Bioeng Biotechnol 2016; 4:53. [PMID: 27446910 PMCID: PMC4924446 DOI: 10.3389/fbioe.2016.00053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2016] [Accepted: 06/15/2016] [Indexed: 11/13/2022] Open
Affiliation(s)
- Philip Santos Requejo
- Rehabilitation Engineering, Rancho Los Amigos National Rehabilitation Center , Downey, CA , USA
| | - Jill L McNitt-Gray
- Biomechanics Research Laboratory, Department of Biological Sciences, University of Southern California, Los Angeles, CA, USA; Biomechanics Research Laboratory, Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA
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Russell IM, Raina S, Requejo PS, Wilcox RR, Mulroy S, McNitt-Gray JL. Modifications in Wheelchair Propulsion Technique with Speed. Front Bioeng Biotechnol 2015; 3:171. [PMID: 26579513 PMCID: PMC4620433 DOI: 10.3389/fbioe.2015.00171] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2015] [Accepted: 10/12/2015] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVE Repetitive loading of the upper limb joints during manual wheelchair (WC) propulsion (WCP) has been identified as a factor that contributes to shoulder pain, leading to loss of independence and decreased quality of life. The purpose of this study was to determine how individual manual WC users with paraplegia modify propulsion mechanics to accommodate expected increases in reaction forces (RFs) generated at the pushrim with self-selected increases in WCP speed. METHODS Upper extremity kinematics and pushrim RFs were measured for 40 experienced manual WC users with paraplegia while propelling on a stationary ergometer at self-selected free and fast propulsion speeds. Upper extremity kinematics and kinetics were compared within subject between propulsion speeds. Between group and within-subject differences were determined (α = 0.05). RESULTS Increased propulsion speed was accompanied by increases in RF magnitude (22 of 40, >10 N) and shoulder net joint moment (NJM, 15 of 40, >10 Nm) and decreases in pushrim contact duration. Within-subject comparison indicated that 27% of participants modified their WCP mechanics with increases in speed by regulating RF orientation relative to the upper extremity segments. CONCLUSIONS Reorientation of the RF relative to the upper extremity segments can be used as an effective strategy for mitigating rotational demands (NJM) imposed on the shoulder at increased propulsion speeds. Identification of propulsion strategies that individuals can use to effectively accommodate for increases in RFs is an important step toward preserving musculoskeletal health of the shoulder and improving health-related quality of life.
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Affiliation(s)
- Ian M. Russell
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA
| | - Shashank Raina
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA
| | - Philip S. Requejo
- Pathokinesiology Laboratory, Rancho Los Amigos National Rehabilitation Center, Downey, CA, USA
| | - Rand R. Wilcox
- Department of Psychology, University of Southern California, Los Angeles, CA, USA
| | - Sara Mulroy
- Pathokinesiology Laboratory, Rancho Los Amigos National Rehabilitation Center, Downey, CA, USA
| | - Jill L. McNitt-Gray
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA
- Department of Biological Sciences, University of Southern California, Los Angeles, CA, USA
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Bibliography—Editors’ selection of current world literature. CURRENT ORTHOPAEDIC PRACTICE 2013. [DOI: 10.1097/bco.0b013e31829d7cd1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Munaretto JM, McNitt-Gray JL, Flashner H, Requejo PS. Reconfiguration of the upper extremity relative to the pushrim affects load distribution during wheelchair propulsion. Med Eng Phys 2013; 35:1141-9. [PMID: 23352613 DOI: 10.1016/j.medengphy.2012.12.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2011] [Revised: 11/18/2012] [Accepted: 12/06/2012] [Indexed: 11/19/2022]
Abstract
OBJECTIVE Repetitive loading during manual wheelchair propulsion (WCP) is associated with overuse injury to the upper extremity (UE). The aim of this study was to determine how RF redirection and load distribution are affected by changes upper extremity kinematic modifications associated with modifications in seat positions during a WCP task. The aim of this study was to determine how RF redirection and load distribution are affected by upper extremity kinematic changes associated with seat position adjustment during a WCP task. DESIGN Dynamic simulations using an experiment-based multi-link inverse dynamics model were used to generate solutions for redistributing UE mechanical load in different seating positions without decrements in WCP task performance. METHODS Experimental RF and kinematic data were collected for one subject propelling at a self-selected speed and used as input into the model. Shoulder/axle distance, wrist angular position, and RF direction were systematically modified to simulate how the mechanical demand imposed on the upper extremity (elbow and shoulder net joint moments (NJMs) and net joint forces) may vary. RESULTS Load distribution depended on UE orientation relative to the wheel. At peak force, lower shoulder/axle distances and more anterior wrist positions on the pushrim allowed for more extended elbow positions and reduced total NJM load. INTERPRETATION Simulation results incorporating subject-specific data may provide mechanically based information to guide clinical interventions that aim to maintain WCP performance and redistribute load by modifying RF direction, seat configuration and hand/rim interaction.
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Affiliation(s)
- Joseph M Munaretto
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA 90089-0652, USA.
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