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Hodel S, Imhoff FB, Strutzenberger G, Fitze D, Obrist S, Vlachopoulos L, Scherr J, Fucentese SF, Fröhlich S, Spörri J. Greater hip internal rotation range of motion is associated with increased dynamic knee valgus during jump landing, both before and after fatigue. Knee Surg Sports Traumatol Arthrosc 2025; 33:1560-1568. [PMID: 39189126 PMCID: PMC12022827 DOI: 10.1002/ksa.12447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Revised: 08/05/2024] [Accepted: 08/06/2024] [Indexed: 08/28/2024]
Abstract
PURPOSE The aim of this study was to analyse sex-specific differences contributing to dynamic valgus in competitive soccer players before and after a standardised fatiguing protocol. METHODS Thirty-nine healthy female and male competitive soccer players (19 females and 20 males) were recruited for the purpose of this study. Bilateral medial knee displacement (MKD) was assessed during drop jump landings using a three-dimensional motion capture system before and after a standardised fatiguing protocol. In addition, all soccer players underwent clinical examinations, including rotational hip range of motion (ROM), isokinetic strength testing and magnetic resonance imaging (MRI) of the hip and knee. Sex-specific and fatigue-dependent differences were reported, and the influence of demographic, clinical and radiographic factors on MKD was analysed via multiple linear regression models. RESULTS Compared with male soccer players, female soccer players demonstrated a tendency towards increased MKD during drop jump landings before (p = 0.09) and after the fatiguing protocol (p = 0.04). Sex-specific differences included increased hip internal rotation (IR) ROM, decreased hip external rotation (ER) strength and increased femoral torsion in females (all p < 0.002). According to the multiple linear regression models (stepwise method), increased hip IR ROM (90° of flexion) and the non-dominant leg remained the sole independent predictors of increased MKD during drop jump landings before (p < 0.01 and p = 0.02, respectively) and after fatigue (p < 0.01 and p < 0.01, respectively). An increase in hip IR ROM in females was linearly related to MKD after fatigue (R2 = 0.25; p < 0.01). CONCLUSION Female soccer players exhibited increased dynamic valgus before and after fatigue, which is likely attributed to joint mobility, as well as muscular and anatomical differences, such as increased hip IR ROM, reduced hip ER strength and increased femoral torsion. In particular, females with increased hip IR ROM were more susceptible to effects of fatigue on MKD, which may increase their risk for anterior cruciate ligament injury. LEVEL OF EVIDENCE Level III.
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Affiliation(s)
- Sandro Hodel
- Department of Orthopaedics, Knee Surgery, Balgrist University HospitalUniversity of ZurichZurichSwitzerland
| | - Florian B. Imhoff
- Department of Orthopaedics, Knee Surgery, Balgrist University HospitalUniversity of ZurichZurichSwitzerland
| | - Gerda Strutzenberger
- Department of Orthopaedics, Sports Medical Research Group, Balgrist University HospitalUniversity of ZurichZurichSwitzerland
- Department of OrthopaedicsUniversity Centre for Prevention and Sports Medicine, Balgrist University Hospital, University of ZurichZurichSwitzerland
| | - Daniel Fitze
- Department of Orthopaedics, Sports Medical Research Group, Balgrist University HospitalUniversity of ZurichZurichSwitzerland
- Department of OrthopaedicsUniversity Centre for Prevention and Sports Medicine, Balgrist University Hospital, University of ZurichZurichSwitzerland
| | - Simone Obrist
- Department of Orthopaedics, Sports Medical Research Group, Balgrist University HospitalUniversity of ZurichZurichSwitzerland
- Department of OrthopaedicsUniversity Centre for Prevention and Sports Medicine, Balgrist University Hospital, University of ZurichZurichSwitzerland
| | - Lazaros Vlachopoulos
- Department of Orthopaedics, Knee Surgery, Balgrist University HospitalUniversity of ZurichZurichSwitzerland
| | - Johannes Scherr
- Department of Orthopaedics, Sports Medical Research Group, Balgrist University HospitalUniversity of ZurichZurichSwitzerland
- Department of OrthopaedicsUniversity Centre for Prevention and Sports Medicine, Balgrist University Hospital, University of ZurichZurichSwitzerland
| | - Sandro F. Fucentese
- Department of Orthopaedics, Knee Surgery, Balgrist University HospitalUniversity of ZurichZurichSwitzerland
| | - Stefan Fröhlich
- Department of Orthopaedics, Sports Medical Research Group, Balgrist University HospitalUniversity of ZurichZurichSwitzerland
- Department of OrthopaedicsUniversity Centre for Prevention and Sports Medicine, Balgrist University Hospital, University of ZurichZurichSwitzerland
| | - Jörg Spörri
- Department of Orthopaedics, Sports Medical Research Group, Balgrist University HospitalUniversity of ZurichZurichSwitzerland
- Department of OrthopaedicsUniversity Centre for Prevention and Sports Medicine, Balgrist University Hospital, University of ZurichZurichSwitzerland
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Jacobs N, van den Bogaart M, Hallemans A, Meyns P. Multi-joint approach for assessing lower limb proprioception: Reliability and precision in school-aged children. Ann N Y Acad Sci 2025; 1546:144-156. [PMID: 40112241 DOI: 10.1111/nyas.15305] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/22/2025]
Abstract
The joint position reproduction (JPR) approach is commonly used to assess joint position sense (JPS), but its psychometric properties in children remain unexplored. This study aimed to assess the reliability and precision of a multi-joint JPR protocol for assessing lower-limb JPS in typically developing (TD) children. Ankle, knee, and hip JPS were assessed in TD children (aged 5-12 years), on two different days, by a single rater using a standardized JPR protocol. The mean and best error (joint reproduction error, °) between the target and reproduction angle were calculated from three-dimensional kinematics for each joint across three trials. Total, joint, and limb JRE scores were provided. For JPR reliability, the intraclass correlation coefficient (ICC, 2.1) was reported. For JPR precision, the standard error of measurement (SEM) and smallest detectable difference (SDD) were calculated. Across 270 JPR trials (15 children, 8.6 ± 1.2 years, 8 boys), the mean and best JRE were 3.7° and 2.5°, respectively. The ICC ranged from poor to fair (0.01-0.44) for mean JRE, and fair to very good (0.46-0.77) for best JRE. The SEM ranged from 0.8° to 1.8°. The SDD was less than 5°, ranging from 2.3° to 4.5°. Evaluating ankle, knee, and hip JPS in children using passive JPR is more reliable and precise when using the best JRE. This study highlights the need for a multi-joint JPR approach and provide joint- and limb-specific SEM and SDD values.
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Affiliation(s)
- Nina Jacobs
- Rehabilitation Research Centre (REVAL), Faculty of Rehabilitation Sciences and Physiotherapy, Hasselt University, Diepenbeek, Belgium
- Research Group for Neurorehabilitation, Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Maud van den Bogaart
- Rehabilitation Research Centre (REVAL), Faculty of Rehabilitation Sciences and Physiotherapy, Hasselt University, Diepenbeek, Belgium
| | - Ann Hallemans
- Research Group MOVANT, Department of Rehabilitation Sciences and Physiotherapy (REVAKI), University of Antwerp, Antwerpen, Belgium
| | - Pieter Meyns
- Rehabilitation Research Centre (REVAL), Faculty of Rehabilitation Sciences and Physiotherapy, Hasselt University, Diepenbeek, Belgium
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Khaki S, Ravanbod R, Ashtiani MN. Mechanical correction in kinesiology and mulligan taping: A comparative study on scapular dyskinesis in computer users. J Back Musculoskelet Rehabil 2025:10538127251323952. [PMID: 40156270 DOI: 10.1177/10538127251323952] [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] [Indexed: 04/01/2025]
Abstract
BackgroundPoor scapular resting position and abnormal motion with the lack of proper muscle performance contribute to the development of shoulder dysfunction and pain. Various taping methods was proven to stabilize the scapula in a retracted position and facilitate proper scapular motion.ObjectivesTo compare the effects of mechanical correction of kinesiology tape (KT) and mulligan tape (MuT) methods on electromyographic activity (EMG) and kinematics of scapulothoracic (ST) and kinetics of glenohumeral (GH) joints in computer users affected with scapular dyskinesis (SD).MethodsThis study is a single-blinded randomized placebo-controlled clinical trial study with convenience sampling. Thirty-six male computer users with SD were randomized in three groups of KT, MuT, and placebo tape (PT). A two-session evaluation, in each session two times, with a 72-h interval was done. The outcome measures of the EMG were peak root mean square (PRMS) and RMS activity of upper trapezius (UT), middle trapezius (MT), lower trapezius (LT), deltoid (Del), and serratus anterior (SA) muscles during typing and 120° of scaption tasks. Anterior tipping, upward rotation, and internal rotation of the scapula were also recorded using a motion capture system and processed using custom code written in Matlab (R2015b; Mathworks, Inc., Natick, MA).ResultsIn MuT, PRMS and RMS of UT and MT; PRMS of SA in 120° scaption; and RMS of MT in typing position increased significantly (p < 0.05). In KT, SA RMS in 120° scaption increased and internal and upward rotation of scapula in typing position decreased significantly (p < 0.05).ConclusionMulligan tape showed a better effect on increasing EMG activity of the muscles which have a controlling role in SD correction and KT had a better impact on decreasing scapula internal rotation which is typically impaired in SD.
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Affiliation(s)
- Shahab Khaki
- Department of Physiotherapy, Tarbiat Modares University, Faculty of Medical Sciences, Tehran, Iran
| | - Roya Ravanbod
- Department of Physiotherapy, Tarbiat Modares University, Faculty of Medical Sciences, Tehran, Iran
| | - Mohammed N Ashtiani
- Department of Physiotherapy, Tarbiat Modares University, Faculty of Medical Sciences, Tehran, Iran
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Qian G, Perzanowska E, Wilczyńska D, Kozakiewicz M, Yu H, Marcelina H, Ossowski Z. Exploring the impact of home-based Vojta therapy on gait performance in individuals with Down syndrome: a preliminary feasibility study. Front Neurol 2025; 16:1537635. [PMID: 40134697 PMCID: PMC11932913 DOI: 10.3389/fneur.2025.1537635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Accepted: 02/21/2025] [Indexed: 03/27/2025] Open
Abstract
Background Vojta therapy (VT) enhances postural control and improves gait abilities. However, there is limited evidence regarding the impact of home-based VT on individuals with Down syndrome (DS). Objective This study aimed to assess the feasibility and preliminary effects of a two-week home-based VT program on spatiotemporal gait parameters in individuals with DS. Methods Sixteen individuals with DS (mean age = 17.88 ± 4.57 years, 8 females) participated in a two-week home-based VT program. Feasibility was measured through adherence rates and the occurrence of adverse events. Spatiotemporal gait parameters were evaluated before and after the intervention using the Vicon motion capture system. Results All participants (100%) successfully completed the home-based VT program with no reported adverse events. Significant improvements were observed in walking speed, cadence, step time (left and right), stride time (left and right), step length (left and right), stride length (left and right), and single support (left and right) (p < 0.05). Conclusion This preliminary study suggests that home-based VT is a feasible approach and can lead to meaningful improvements in spatiotemporal gait parameters for individuals with DS. Further research with larger sample sizes, more robust designs, and extended follow-up periods is recommended.
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Affiliation(s)
- Guoping Qian
- Department of Physical Culture, Gdansk University of Physical Education and Sport, Gdansk, Poland
| | - Ewelina Perzanowska
- Department of Physical Culture, Gdansk University of Physical Education and Sport, Gdansk, Poland
| | - Dominika Wilczyńska
- Faculty of Social and Humanities, WSB Merito University Gdansk, Gdańsk, Poland
| | - Mirela Kozakiewicz
- Department of Physical Culture, Gdansk University of Physical Education and Sport, Gdansk, Poland
| | - Hongli Yu
- Department of Physical Culture, Gdansk University of Physical Education and Sport, Gdansk, Poland
- College of Physical Education, Sichuan University of Science & Engineering, Zigong, Sichuan, China
| | - Hejła Marcelina
- Department of Physical Culture, Gdansk University of Physical Education and Sport, Gdansk, Poland
| | - Zbigniew Ossowski
- Department of Physical Culture, Gdansk University of Physical Education and Sport, Gdansk, Poland
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Lipburger S, Renton C, Whalan A, Osmotherly P, Colyvas K, Clausen P, Bolton PS. A preliminary repeated measures study of the effect of an imposed posture on the pose of the head and upper and lower neck of seated humans. Gait Posture 2025; 117:91-99. [PMID: 39681035 DOI: 10.1016/j.gaitpost.2024.12.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Revised: 11/10/2024] [Accepted: 12/09/2024] [Indexed: 12/18/2024]
Abstract
BACKGROUND Posture of the upper neck is considered by some to contribute to neck pain and headache. Infrared reflectors and cameras permit non-invasive three-dimensional (3D) evaluation of head and neck range of motion but have not been used to examine the relative pose (position and orientation) of the head, upper and lower neck. RESEARCH QUESTION Can the relative 3D pose of the head, upper and lower neck regions of adult humans be non-invasively measured and perturbated while recording the characteristics of neck or head pain? METHODS An optical motion capture system was used in a repeat measure descriptive analysis study. Continuous recordings of the 3D position of fiducial markers affixed to the head (Hf), skin over C2 spinous process (C2f) and vertebral prominence (VPf) of adult (2 males 1 female, 27-61-year-old) volunteers free of pain were made while seated at a desktop computer that allowed recording of the characteristics of ensuing pain. Control trials involved 20 minutes of video viewing. Test trials included occlusion of upper third of visual field during the trial's second phase. Trial allocation was random, repeat trials were > 5 days apart. RESULTS Median angles between Hf, C2f and VPf in control trials changed little (median 1 degree; range 0-8 degrees). Single case study effect size measure PEM-Ta, percentage of test phase observations above chance compared to the control phase trend, ranged from 13 % to 100 % (median 100 %). Test phase trial median angles between fiducial markers primarily involved Y axis (Pitch) rotations (range C2f to Hf 5-14; VPf to Hf 12-29 degrees; effect sizes 98-100 %, except one trial, 21 %) with little change about other axes. SIGNIFICANCE This study provides preliminary evidence that the relative 3D pose of the head, upper and lower neck of seated adults can be non-invasively measured and perturbated while simultaneously characterising ensuing pain.
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Affiliation(s)
- Shannon Lipburger
- School of Biomedical Sciences and Pharmacy, College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, NSW 2308, Australia.
| | - Christopher Renton
- School of Engineering, College of Engineering, Science and Environment, University of Newcastle, Callaghan, NSW 2308, Australia.
| | - Andrew Whalan
- School of Engineering, College of Engineering, Science and Environment, University of Newcastle, Callaghan, NSW 2308, Australia.
| | - Peter Osmotherly
- School of Health Sciences, College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, NSW 2308, Australia.
| | - Kim Colyvas
- School of Engineering, College of Engineering, Science and Environment, University of Newcastle, Callaghan, NSW 2308, Australia.
| | - Philip Clausen
- School of Engineering, College of Engineering, Science and Environment, University of Newcastle, Callaghan, NSW 2308, Australia.
| | - Philip S Bolton
- School of Biomedical Sciences and Pharmacy, College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, NSW 2308, Australia.
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Maggioni V, Azevedo-Coste C, Durand S, Bailly F. Optimisation and Comparison of Markerless and Marker-Based Motion Capture Methods for Hand and Finger Movement Analysis. SENSORS (BASEL, SWITZERLAND) 2025; 25:1079. [PMID: 40006308 PMCID: PMC11858933 DOI: 10.3390/s25041079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/16/2025] [Revised: 02/05/2025] [Accepted: 02/07/2025] [Indexed: 02/27/2025]
Abstract
Ensuring the accurate tracking of hand and fingers movements is an ongoing challenge for upper limb rehabilitation assessment, as the high number of degrees of freedom and segments in the limited volume of the hand makes this a difficult task. The objective of this study is to evaluate the performance of two markerless approaches (the Leap Motion Controller and the Google MediaPipe API) in comparison to a marker-based one, and to improve the precision of the markerless methods by introducing additional data processing algorithms fusing multiple recording devices. Fifteen healthy participants were instructed to perform five distinct hand movements while being recorded by the three motion capture methods simultaneously. The captured movement data from each device was analyzed using a skeletal model of the hand through the inverse kinematics method of the OpenSim software. Finally, the root mean square errors of the angles formed by each finger segment were calculated for the markerless and marker-based motion capture methods to compare their accuracy. Our results indicate that the MediaPipe-based setup is more accurate than the Leap Motion Controller-based one (average root mean square error of 10.9° versus 14.7°), showing promising results for the use of markerless-based methods in clinical applications.
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Affiliation(s)
- Valentin Maggioni
- Contrôle Artificiel de Mouvements et de Neuroprothèses Intuitives (CAMIN), Institut National de Recherche en Informatique et en Automatique (INRIA), Centre d’Université Côte d’Azur, Université de Montpellier, 34090 Montpellier, France; (C.A.-C.); (F.B.)
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Oehme S, Milinkovic DD, Paolucci A, Krafzick S, Fahy S, Damm P, Winkler T, Jung T, Bartek B. Autologous bone grafting combined with spheroid-based matrix-induced autologous chondrocyte implantation for osteochondral defects of the knee: Good clinical outcomes alongside abnormal postoperative gait patterns. Knee Surg Sports Traumatol Arthrosc 2025. [PMID: 39901823 DOI: 10.1002/ksa.12605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Revised: 01/15/2025] [Accepted: 01/16/2025] [Indexed: 02/05/2025]
Abstract
PURPOSE This study aimed to evaluate the clinical and functional outcomes of autologous bone grafting with spheroid-based matrix-induced autologous chondrocyte implantation (MABCI) for osteochondral defects of the knee by analysing pre- and postoperative patient-reported outcome measures (PROMs). Postoperative gait analysis was conducted and compared with a matched healthy control group to investigate biomechanical deviations. METHODS A total of 35 patients (m: 21, f: 14; mean defect size: 4.2 ± 2.4 cm², localisation: femoral condyle: 31, patellofemoral: 5) were analysed. The mean follow-up was 42.6 ± 22.8 months. International Knee Documentation Committee (IKDC), Knee Injury and Osteoarthritis Outcome Score (KOOS), PROMIS 29 profile, and a questionnaire on patient perception of treatment success were assessed to evaluate PROMs. 3D-instrumented gait analysis (GRAIL, Motek) was used to assess lower extremity kinematics, kinetics and vertical ground reaction forces, compared to sex-, age- and body mass index-matched healthy controls. RESULTS All clinical scores showed significant improvement compared to the preoperative condition (IKDC: 73.1 ± 10.1 vs. 56.6 ± 17.2, p < 0.01; KOOS subcategories: pain 82.0 [±12.7] vs. 70.7 [±16.7] [p < 0.01], symptoms 79.1 [±20.3] vs. 68.9 [±13.9] [p < 0.01], activities of daily living 90.1 [±11.2] vs. 80.5 [±15.6] [p < 0.01], sport and recreational function: 65.3 [±19.3] vs. 51.3 [±26.29] [p < 0.01], quality of life 52.2 [±18.6] vs. 42.6 [±18.6] [p < 0.01]; numeric pain rating scale: 2.7 ± 2.0 vs. 5.0 ± 2.5, p < 0.01). The analysed patients reported a high satisfaction rate (94.3%). Self-selected walking speed was significantly lower than in healthy controls (1.17 ± 0.17 m/s vs. 0.98 ± 0.18 m/s, p < 0.01). Peak knee flexion angle (PKA) during loading response was significantly smaller (9.6° ± 7.0 vs. 17.7° ± 4.6, p < 0.01), and knee extension moment was significantly reduced (0.1 Nm/kg ± 0.2 vs. 0.4 Nm/kg ± 0.2, p < 0.01). CONCLUSION MABCI is an effective treatment for osteochondral knee defects, showing significant improvements in all evaluated PROMs. Postoperative gait analysis revealed abnormal gait patterns, including reduced PKA and lower knee extension moment, suggesting a need for further rehabilitation to optimise functional recovery. LEVEL OF EVIDENCE Level III.
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Affiliation(s)
- Stephan Oehme
- Charité - Center for Musculoskeletal Surgery, Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Danko Dan Milinkovic
- Charité - Center for Musculoskeletal Surgery, Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Azzurra Paolucci
- IRCCS Istituto Ortopedico Rizzoli di Bologna, Università Degli Studi Alma Mater Studiorum di Bologna, Bologna, Italy
| | - Sophie Krafzick
- Charité - Center for Musculoskeletal Surgery, Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Stephen Fahy
- Charité - Center for Musculoskeletal Surgery, Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Philipp Damm
- Berlin Institute of Health at Charité, Julius Wolff Institute, Universitätsmedizin Berlin, Berlin, Germany
| | - Tobias Winkler
- Charité - Center for Musculoskeletal Surgery, Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
- Berlin Institute of Health at Charité, Julius Wolff Institute, Universitätsmedizin Berlin, Berlin, Germany
- Berlin Institute of Health Center for Regenerative Therapies, Berlin Institute of Health at Charité, Universitätsmedizin Berlin, Berlin, Germany
| | - Tobias Jung
- Charité - Center for Musculoskeletal Surgery, Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Benjamin Bartek
- Charité - Center for Musculoskeletal Surgery, Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
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Angelidou C, Chambers V, Hobbs B, Karakasis C, Artemiadis P. Kinematics, kinetics, and muscle activations during human locomotion over compliant terrains. Sci Data 2025; 12:84. [PMID: 39819980 PMCID: PMC11739373 DOI: 10.1038/s41597-025-04433-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2024] [Accepted: 01/06/2025] [Indexed: 01/19/2025] Open
Abstract
Walking on compliant terrains, like carpets, grass, and soil, presents a unique challenge, especially for individuals with mobility impairments. In contrast to rigid-ground walking, compliant surfaces alter movement dynamics and increase the risk of falls. Understanding and modeling gait control across such soft and deformable surfaces is thus crucial for maintaining daily mobility. However, access to the necessary equipment for modeling compliant surface walking is limited. Therefore, in this paper, we present the first publicly available biomechanics dataset of 20 individuals walking on terrains of varying compliance, using a unique robotic device, the Variable Stiffness Treadmill 2 (VST 2), designed to simulate walking on adjustable compliant terrain. VST 2 provides a consistent and reproducible environment for studying the biomechanics of walking on such surfaces within laboratory settings. The goal of this dataset is to provide insights into the muscular, kinematic, and kinetic adaptations that occur when humans walk on compliant terrain in order to design better controllers for prosthetic limbs, improve rehabilitation protocols, and develop adaptive assistive devices that can enhance mobility on compliant surfaces.
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Affiliation(s)
- Charikleia Angelidou
- University of Delaware, Department of Mechanical Engineering, Newark, DE, 19716, USA
| | - Vaughn Chambers
- University of Delaware, Department of Mechanical Engineering, Newark, DE, 19716, USA
| | - Bradley Hobbs
- University of Delaware, Department of Mechanical Engineering, Newark, DE, 19716, USA
| | | | - Panagiotis Artemiadis
- University of Delaware, Department of Mechanical Engineering, Newark, DE, 19716, USA.
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Koul A, Novembre G. How accurately can we estimate spontaneous body kinematics from video recordings? Effect of movement amplitude on OpenPose accuracy. Behav Res Methods 2025; 57:38. [PMID: 39747756 PMCID: PMC11695451 DOI: 10.3758/s13428-024-02546-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/10/2024] [Indexed: 01/04/2025]
Abstract
Estimating how the human body moves in space and time-body kinematics-has important applications for industry, healthcare, and several research fields. Gold-standard methodologies capturing body kinematics are expensive and impractical for naturalistic recordings as they rely on infrared-reflective wearables and bulky instrumentation. To overcome these limitations, several algorithms have been developed to extract body kinematics from plain video recordings. This comes with a drop in accuracy, which however has not been clearly quantified. To fill this knowledge gap, we analysed a dataset comprising 46 human participants exhibiting spontaneous movements of varying amplitude. Body kinematics were estimated using OpenPose (video-based) and Vicon (infrared-based) motion capture systems simultaneously. OpenPose accuracy was assessed using Vicon estimates as ground truth. We report that OpenPose accuracy is overall moderate and varies substantially across participants and body parts. This is explained by variability in movement amplitude. OpenPose estimates are weak for low-amplitude movements. Conversely, large-amplitude movements (i.e., > ~ 10 cm) yield highly accurate estimates. The relationship between accuracy and movement amplitude is not linear (but mostly exponential or power) and relatively robust to camera-body distance. Together, these results dissect the limits of video-based motion capture and provide useful guidelines for future studies.
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Affiliation(s)
- Atesh Koul
- Neuroscience of Perception and Action Lab, Italian Institute of Technology (IIT), Viale Regina Elena 291, 00161, Rome, Italy.
| | - Giacomo Novembre
- Neuroscience of Perception and Action Lab, Italian Institute of Technology (IIT), Viale Regina Elena 291, 00161, Rome, Italy.
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Nyőgér Z, Molnár CA, Szakály N, Várnagy A, Terebessy T, Gunther T, Skaliczki G. Scapula dyskinesis in medium-sized full-thickness rotator cuff tear after subacromial Lidocaine infiltration and rotator cuff reconstruction. J Exp Orthop 2025; 12:e70154. [PMID: 39917253 PMCID: PMC11799842 DOI: 10.1002/jeo2.70154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Revised: 12/18/2024] [Accepted: 01/02/2025] [Indexed: 02/09/2025] Open
Abstract
Purpose In rotator cuff tears, scapular dyskinesis is often observed. The aim of our study is to better understand the cause and the role of scapular dyskinesis in rotator cuff tears and evaluate changes in scapulothoracic kinematics after Lidocaine subacromial injection and surgery in patients with medium-sized (1-3 cm) rotator cuff tear. Methods The scapular motion during humerus sagittal flexion of nine healthy persons (healthy group, HG) and nine persons with a medium-sized rotator cuff tear (surgery group, SG) was investigated using the VICON motion capture system and upper limb evaluation in movement analysis software. In addition, quality of life and functional outcomes were assessed in the SG group using American Shoulder and Elbow Surgeons, Oxford and Constant-Murley scores and rotator muscle force and Visual Analogue Scale score were evaluated. The SG was further divided into three subgroups: measurements were performed preoperatively (before surgery native subgroup-BSN), then after subacromial Lidocaine injection (before surgery injection subgroup-BSI) and 6 months after rotator cuff reconstruction (after surgery subgroup-AS). Changes observed after injection (BSI) and surgery (AS) were compared to the BSN. Results In the BSI, a significant reduction (p < .025) in protraction was observed in the raising phase between 20° and 70° comparing it to the BSN, protraction decreased by 5.3° ± 7.9° (mean ± standard deviation [SD]). In the lowering phase between 80° and 30°, we registered a decrease of protraction by 6.0° ± 8.3° (mean ± SD). In the AS, we observed an approximation of protraction to the HG, but no significant change was detected. Conclusion Significant reduction in scapular protraction was demonstrated with Lidocaine subacromial injection during both the arm raising and lowering phases. Six months of rehabilitation treatment in the postoperative period is not enough to fully eliminate scapular dyskinesis. Level of Evidence Level II.
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Affiliation(s)
- Zoltán Nyőgér
- Department of Health and Sport SciencesSzechenyi István UniversityGyőrHungary
| | - Csenge A. Molnár
- Department of Mechatronics, Optics and Mechanical Engineering Informatics, Faculty of Mechanical EngineeringBudapest University of Technology and EconomicsBudapestHungary
| | - Norbert Szakály
- Department of Mechatronics, Optics and Mechanical Engineering Informatics, Faculty of Mechanical EngineeringBudapest University of Technology and EconomicsBudapestHungary
| | - Anna Várnagy
- Department of OrthopaedicsSemmelweis UniversityBudapestHungary
| | - Tamás Terebessy
- Department of OrthopaedicsSemmelweis UniversityBudapestHungary
| | - Tibor Gunther
- Department of Health and Sport SciencesSzechenyi István UniversityGyőrHungary
| | - Gábor Skaliczki
- Department of OrthopaedicsSemmelweis UniversityBudapestHungary
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Kouno N, Takahashi S, Komatsu M, Sakaguchi Y, Ishiguro N, Takeda K, Fujioka K, Matsuoka A, Fujimori M, Hamamoto R. Introduction of AI Technology for Objective Physical Function Assessment. Bioengineering (Basel) 2024; 11:1154. [PMID: 39593814 PMCID: PMC11591743 DOI: 10.3390/bioengineering11111154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Revised: 11/09/2024] [Accepted: 11/14/2024] [Indexed: 11/28/2024] Open
Abstract
Objective physical function assessment is crucial for determining patient eligibility for treatment and adjusting the treatment intensity. Existing assessments, such as performance status, are not well standardized, despite their frequent use in daily clinical practice. This paper explored how artificial intelligence (AI) could predict physical function scores from various patient data sources and reviewed methods to measure objective physical function using this technology. This review included relevant articles published in English that were retrieved from PubMed. These studies utilized AI technology to predict physical function indices from patient data extracted from videos, sensors, or electronic health records, thereby eliminating manual measurements. Studies that used AI technology solely to automate traditional evaluations were excluded. These technologies are recommended for future clinical systems that perform repeated objective physical function assessments in all patients without requiring extra time, personnel, or resources. This enables the detection of minimal changes in a patient's condition, enabling early intervention and enhanced outcomes.
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Affiliation(s)
- Nobuji Kouno
- Division of Medical AI Research and Development, National Cancer Center Research Institute, 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan; (S.T.); (M.K.); (Y.S.); (K.F.)
- Cancer Translational Research Team, RIKEN Center for Advanced Intelligence Project, 1-4-1 Nihonbashi, Chuo-ku, Tokyo 103-0027, Japan; (N.I.); (K.T.)
- Department of Surgery, Graduate School of Medicine, Kyoto University, Yoshida-konoe-cho, Sakyo-ku, Kyoto 606-8507, Japan
| | - Satoshi Takahashi
- Division of Medical AI Research and Development, National Cancer Center Research Institute, 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan; (S.T.); (M.K.); (Y.S.); (K.F.)
- Cancer Translational Research Team, RIKEN Center for Advanced Intelligence Project, 1-4-1 Nihonbashi, Chuo-ku, Tokyo 103-0027, Japan; (N.I.); (K.T.)
| | - Masaaki Komatsu
- Division of Medical AI Research and Development, National Cancer Center Research Institute, 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan; (S.T.); (M.K.); (Y.S.); (K.F.)
- Cancer Translational Research Team, RIKEN Center for Advanced Intelligence Project, 1-4-1 Nihonbashi, Chuo-ku, Tokyo 103-0027, Japan; (N.I.); (K.T.)
| | - Yusuke Sakaguchi
- Division of Medical AI Research and Development, National Cancer Center Research Institute, 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan; (S.T.); (M.K.); (Y.S.); (K.F.)
- Cancer Translational Research Team, RIKEN Center for Advanced Intelligence Project, 1-4-1 Nihonbashi, Chuo-ku, Tokyo 103-0027, Japan; (N.I.); (K.T.)
- Department of Neurosurgery, Faculty of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8655, Japan
| | - Naoaki Ishiguro
- Cancer Translational Research Team, RIKEN Center for Advanced Intelligence Project, 1-4-1 Nihonbashi, Chuo-ku, Tokyo 103-0027, Japan; (N.I.); (K.T.)
| | - Katsuji Takeda
- Cancer Translational Research Team, RIKEN Center for Advanced Intelligence Project, 1-4-1 Nihonbashi, Chuo-ku, Tokyo 103-0027, Japan; (N.I.); (K.T.)
| | - Kyoko Fujioka
- Division of Medical AI Research and Development, National Cancer Center Research Institute, 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan; (S.T.); (M.K.); (Y.S.); (K.F.)
| | - Ayumu Matsuoka
- Division of Survivorship Research, National Cancer Center Institute for Cancer Control, 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan; (A.M.); (M.F.)
| | - Maiko Fujimori
- Division of Survivorship Research, National Cancer Center Institute for Cancer Control, 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan; (A.M.); (M.F.)
| | - Ryuji Hamamoto
- Division of Medical AI Research and Development, National Cancer Center Research Institute, 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan; (S.T.); (M.K.); (Y.S.); (K.F.)
- Cancer Translational Research Team, RIKEN Center for Advanced Intelligence Project, 1-4-1 Nihonbashi, Chuo-ku, Tokyo 103-0027, Japan; (N.I.); (K.T.)
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Jeong MG, Kim J, Lee Y, Kim KT. Validation of a newly developed low-cost, high-accuracy, camera-based gait analysis system. Gait Posture 2024; 114:8-13. [PMID: 39208540 DOI: 10.1016/j.gaitpost.2024.08.077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 07/12/2024] [Accepted: 08/20/2024] [Indexed: 09/04/2024]
Abstract
BACKGROUND Gait analysis is essential for evaluating locomotor function and fall risk, particularly in the elderly and in various musculoskeletal disorders. Traditional gait analysis systems face challenges such as technical difficulties, high cost, and complexity of use. Therefore, there is a need for a more accessible and cost-effective system with a wider clinical applicability. RESEARCH QUESTION This study aimed to validate the newly developed IB-gait® system (InBody, Republic of Korea), a camera-based gait analysis tool, by comparing it against the VICON system. METHODS A total of 28 community-dwelling adults without gait abnormalities (mean age 24.9 years) were enrolled in this study. The participants underwent gait analysis at their self-selected speed using VICON and IB-gait® simultaneously. Nine spatiotemporal gait parameters, including stride length (m), step length (m), stride duration (s), double-limb duration (s), stance phase (s), swing phase (s), cadence (velocity × 120/stride length), and gait velocity (m/s) were measured. The agreement between the two systems was tested using Bland-Altman plots and intraclass correlation coefficients (ICC). RESULTS The IB-gait® showed a high degree of agreement with the VICON system in most gait parameters. The ICC showed excellent reliability for stride length (0.97), step length (0.92), gait velocity (0.97), cadence (0.97), and stride duration (0.79). However, it showed lower reliability in time-based parameters, including double-limb duration (0.12), stance phase (0.54), swing phase (0.241), and stance/swing phase ratio (0.11). SIGNIFICANCE The IB-gait® system appears to be a feasible and cost-effective alternative to VICON system for gait analysis, particularly showing a high level of agreement in the distance-based parameters. Its practicality in clinical settings makes it a valuable tool for widespread use in gait analysis. However, further refinement of time-based parameter measurements and validation in diverse patient populations are needed to enhance its applicability.
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Affiliation(s)
- Myeong Geun Jeong
- Department of Rehabilitation Medicine, Keimyung University Dongsan Hospital, Keimyung University School of Medicine, Daegu, Republic of Korea
| | - Jeongmin Kim
- Daegu Research Center for Medical Devices and Green Energy, Korea Institute of Machinery and Materials, Republic of Korea
| | - Yongkoo Lee
- Daegu Research Center for Medical Devices and Green Energy, Korea Institute of Machinery and Materials, Republic of Korea
| | - Kyoung Tae Kim
- Department of Rehabilitation Medicine, Keimyung University Dongsan Hospital, Keimyung University School of Medicine, Daegu, Republic of Korea.
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Shiwani B, Silder A, Tulskie A, Al-Mfarej D, Green B, Roy SH, Luca GD, Sessoms PH, Kline J. Platform Design for Optical Screening and Conditioning for Injury Resilience. Mil Med 2024; 189:677-685. [PMID: 39160802 DOI: 10.1093/milmed/usae231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Revised: 03/26/2024] [Accepted: 04/19/2024] [Indexed: 08/21/2024] Open
Abstract
INTRODUCTION Musculoskeletal injuries (MSKIs) among active duty soldiers result in more than 10 million limited duty days each year and account for more than 70% of the medically nondeployable population. Overuse injuries in lower limbs from running, foot marching long distances with heavy loads, and lifting heavy objects are the most common types of injuries in the military. Physical training and rehabilitation exercises for greater resiliency through aerobic, muscle strength, endurance, and agility conditioning programs can prevent or reduce the effects of MSKIs if Soldiers adhere to proper biomechanics and training techniques. We are introducing a three-dimensional (3D) camera-based platform for Optical Screening and Conditioning for Injury Resilience (OSCIR) that is designed to identify and correct high-risk movement patterns based on quantifiable biomechanical measurements in clinical or field settings. Our goal is to improve resilience to MSKI by offering greater access to quality of movement skills in warfighters through an autonomous device that can be used in Sports Medicine and Reconditioning Team (SMART) clinics and High-Intensity Tactical Training (HITT) sites. MATERIALS AND METHODS OSCIR fuses four pairs of Kinect Azure cameras into a concise footprint to achieve suitable sampling rates and an unobstructed field of view for accurate dynamic movement tracking using a custom point cloud solution. We designed a unique multistage 3D joint tracking algorithm architecture to methodically isolate the human body point cloud from the background, identify individual limb segments, and perform iterative joint optimization at the global and local joint levels. We evaluated the feasibility of our prototype system among N = 12 control participants (6 M/6 F; 21-37 years) in compliance with the Western Institutional Review Board (Tracking #20225920, approved on November 4, 2022). Five task-specific MSKI outcome metrics identified by end-user physical therapists and athletic trainers as indicators for movement quality were assessed across 7 lower-extremity exercises derived from standardized MSK assessment/conditioning batteries used in the military. Data were recorded concurrently by OSCIR and a reference standard Vicon motion capture system for validating system accuracy. RESULTS Task-specific MSKI indicators for knee flexion and hip flexion range of motion achieved an average error of 4.05 ± 2.34°, while 3D position-based postural outcomes of left-right foot distance, left-right hand distance, and step length obtained mean absolute errors of 2.58 ± 2.30 cm. Results support the feasibility of our system in achieving outcomes that are comparable to currently accepted laboratory standards. CONCLUSIONS Our study describes the integration process for a 3D camera-based clinical system for MSKI conditioning and rehabilitation. The impact of our system will enable key stakeholders in the military to manage MSKIs in warfighters by automating key assessment and rehabilitation test batteries; making tests more readily accessible, and interpretations more accurate by providing objective biomechanical measures. OSCIR is undergoing turn-key design features to serve as a screening tool for warfighters to readily assess susceptibility to MSKI or as a training platform to help guide exercise techniques to achieve resiliency against future injuries.
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Affiliation(s)
- Bhawna Shiwani
- Altec Inc, Natick, MA 01760, USA
- Delsys Inc, Natick, MA 01760, USA
| | - Amy Silder
- Naval Health Research Center, San Diego, CA 92106, USA
| | - Alaina Tulskie
- Altec Inc, Natick, MA 01760, USA
- Delsys Inc, Natick, MA 01760, USA
| | - Dalya Al-Mfarej
- Altec Inc, Natick, MA 01760, USA
- Delsys Inc, Natick, MA 01760, USA
| | - Brian Green
- Naval Health Research Center, San Diego, CA 92106, USA
- Leidos, Inc., San Diego, CA 92121, USA
| | - Serge H Roy
- Altec Inc, Natick, MA 01760, USA
- Delsys Inc, Natick, MA 01760, USA
| | - Gianluca De Luca
- Altec Inc, Natick, MA 01760, USA
- Delsys Inc, Natick, MA 01760, USA
| | | | - Joshua Kline
- Altec Inc, Natick, MA 01760, USA
- Delsys Inc, Natick, MA 01760, USA
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14
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Yoshida Y, Matsumura N, Yamada Y, Miyamoto A, Oki S, Yamada M, Yokoyama Y, Nakamura M, Nagura T, Jinzaki M. Verification of acromion marker cluster and scapula spinal marker cluster methods for tracking shoulder kinematics: a comparative study with upright four-dimensional computed tomography. BMC Musculoskelet Disord 2024; 25:589. [PMID: 39060988 PMCID: PMC11282662 DOI: 10.1186/s12891-024-07717-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Accepted: 07/19/2024] [Indexed: 07/28/2024] Open
Abstract
BACKGROUND This study validated the accuracy of the acromion marker cluster (AMC) and scapula spinal marker cluster (SSMC) methods compared with upright four-dimensional computed tomography (4DCT) analysis. METHODS Sixteen shoulders of eight healthy males underwent AMC and SSMC assessments. Active shoulder elevation was tracked using upright 4DCT and optical motion capture system. The scapulothoracic and glenohumeral rotation angles calculated from AMC and SSMC were compared with 4DCT. Additionally, the motion of these marker clusters on the skin with shoulder elevation was evaluated. RESULTS The average differences between AMC and 4DCT during 10°-140° of humerothoracic elevation were - 2.2° ± 7.5° in scapulothoracic upward rotation, 14.0° ± 7.4° in internal rotation, 6.5° ± 7.5° in posterior tilting, 3.7° ± 8.1° in glenohumeral elevation, - 8.3° ± 10.7° in external rotation, and - 8.6° ± 8.9° in anterior plane of elevation. The difference between AMC and 4DCT was significant at 120° of humerothoracic elevation in scapulothoracic upward rotation, 50° in internal rotation, 90° in posterior tilting, 120° in glenohumeral elevation, 100° in external rotation, and 100° in anterior plane of elevation. However, the average differences between SSMC and 4DCT were - 7.5 ± 7.7° in scapulothoracic upward rotation, 2.0° ± 7.0° in internal rotation, 2.3° ± 7.2° in posterior tilting, 8.8° ± 7.9° in glenohumeral elevation, 2.0° ± 9.1° in external rotation, and 1.9° ± 10.1° in anterior plane of elevation. The difference between SSMC and 4DCT was significant at 50° of humerothoracic elevation in scapulothoracic upward rotation and 60° in glenohumeral elevation, with no significant differences observed in other rotations. Skin motion was significantly smaller in AMC (28.7 ± 4.0 mm) than SSMC (38.6 ± 5.8 mm). Although there was smaller skin motion in AMC, SSMC exhibited smaller differences in scapulothoracic internal rotation, posterior tilting, glenohumeral external rotation, and anterior plane of elevation compared to 4DCT. CONCLUSION This study demonstrates that AMC is more accurate for assessing scapulothoracic upward rotation and glenohumeral elevation, while SSMC is preferable for evaluating scapulothoracic internal rotation, posterior tilting, glenohumeral external rotation, and anterior plane of elevation, with smaller differences compared to 4DCT.
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Affiliation(s)
- Yuki Yoshida
- Department of Orthopedic Surgery, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan
- Department of Orthopedic Surgery, Fussa Hospital, 1-6-1 Kamidaira, Fussa, 197-8511, Tokyo, Japan
| | - Noboru Matsumura
- Department of Orthopedic Surgery, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan.
| | - Yoshitake Yamada
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan
| | - Azusa Miyamoto
- Department of Orthopedic Surgery, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan
- Keiyu Orthopaedic Hospital, 2267, Akoda, Tatebayashi, 374-0013, Gumma, Japan
| | - Satoshi Oki
- Department of Orthopedic Surgery, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan
| | - Minoru Yamada
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan
| | - Yoichi Yokoyama
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan
| | - Masaya Nakamura
- Department of Orthopedic Surgery, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan
| | - Takeo Nagura
- Department of Orthopedic Surgery, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan
| | - Masahiro Jinzaki
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan
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15
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Trowell DA, Carruthers Collins AG, Hendy AM, Drinkwater EJ, Kenneally-Dabrowski C. Validation of a commercially available mobile application for velocity-based resistance training. PeerJ 2024; 12:e17789. [PMID: 39071120 PMCID: PMC11283170 DOI: 10.7717/peerj.17789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Accepted: 06/30/2024] [Indexed: 07/30/2024] Open
Abstract
Background Velocity-based training (VBT) is commonly used for programming and autoregulation of resistance training. Velocity may also be measured during resistance training to estimate one repetition maximum and monitor fatigue. This study quantifies the validity of Metric VBT, a mobile application that uses camera-vision for measuring barbell range of motion (RoM) and mean velocity during resistance exercises. Methods Twenty-four participants completed back squat and bench press repetitions across various loads. Five mobile devices were placed at varying angles (0, ±10, and ±20°) perpendicular to the participant. The validity of Metric VBT was assessed in comparison to Vicon motion analysis using precision and recall, Lin's concordance correlation coefficient, and Bland-Altman plots. Proportional bias was assessed using linear regression. Results Metric VBT accurately detected over 95% of repetitions. It showed moderate to substantial agreement with the Vicon system for measuring RoM in both exercises. The average Limits of Agreement (LoA) for RoM across all camera positions were -5.45 to 4.94 cm for squats and -5.80 to 3.55 cm for bench presses. Metric VBT exhibited poor to moderate agreement with the Vicon system for measuring mean velocity. The average LoA for mean velocity were 0.03 to 0.25 m/s for squats and -5.80 to 3.55 m/s for bench presses. A proportional bias was observed, with bias increasing as repetition velocity increased. Conclusions Metric VBT's wide LoA for measuring RoM and mean velocity highlights significant accuracy concerns, exceeding acceptable levels for practical use. However, for users prioritizing repetition counts over precise RoM or mean velocity data, the application can still provide useful information for monitoring workout volume.
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Affiliation(s)
- Danielle Anne Trowell
- Centre for Sport Research, Institute for Physical Activity and Nutrition, Deakin University, Burwood, Victoria, Australia
| | - Angus G. Carruthers Collins
- Centre for Sport Research, Institute for Physical Activity and Nutrition, Deakin University, Burwood, Victoria, Australia
| | - Ashlee M. Hendy
- Institute for Physical Activity and Nutrition, Deakin University, Waurn Ponds, Victoria, Australia
| | - Eric James Drinkwater
- Centre for Sport Research, Institute for Physical Activity and Nutrition, Deakin University, Burwood, Victoria, Australia
| | - Claire Kenneally-Dabrowski
- Centre for Sport Research, Institute for Physical Activity and Nutrition, Deakin University, Burwood, Victoria, Australia
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Yang AY, Wei BZ, Zeng CS, Xing DX. Measurement of wing motion, deformation, and inertial forces of a biomimetic butterfly. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2024; 95:075111. [PMID: 39058364 DOI: 10.1063/5.0207788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Accepted: 07/08/2024] [Indexed: 07/28/2024]
Abstract
This paper introduces a method for measuring wing motion, deformation, and inertial forces in bio-inspired aircraft research using a camera motion capture system. The method involves placing markers on the wing surface and fitting rigid planes to determine the wing's spatial axis. This allows for describing the wing's rigid motion and obtaining deformation characteristics, such as deflection, twist angle, and gap distance of the forewing and hindwing. An image-based method is proposed for determining wing mass distribution, mass blocks, and mass points for inertial force measurement. The study addresses wing motion, deformation, and inertial force measurement in a real butterfly-like flapping wing vehicle and demonstrates the effectiveness of the approach. The results reveal that inertial forces play a negligible role in the generation of lift peaks and contribute minimal lift during the entire flapping cycle. Furthermore, a transitional phase between downstroke and upstroke is found in flexible wing motion, which has high lift production. This measurement approach offers a rapid and effective solution to experimental challenges in bio-inspired aircraft design and optimization.
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Affiliation(s)
- A Yunjie Yang
- College of Aerospace Engineering, Chongqing University, Chongqing 400044, China
| | - B Zhen Wei
- College of Aerospace Engineering, Chongqing University, Chongqing 400044, China
| | - C Siyao Zeng
- College of Aerospace Engineering, Chongqing University, Chongqing 400044, China
| | - D Xiaoyu Xing
- College of Aerospace Engineering, Chongqing University, Chongqing 400044, China
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Mundt M, Colyer S, Wade L, Needham L, Evans M, Millett E, Alderson J. Automating Video-Based Two-Dimensional Motion Analysis in Sport? Implications for Gait Event Detection, Pose Estimation, and Performance Parameter Analysis. Scand J Med Sci Sports 2024; 34:e14693. [PMID: 38984681 DOI: 10.1111/sms.14693] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2024] [Revised: 06/12/2024] [Accepted: 06/25/2024] [Indexed: 07/11/2024]
Abstract
BACKGROUND Two-dimensional (2D) video is a common tool used during sports training and competition to analyze movement. In these videos, biomechanists determine key events, annotate joint centers, and calculate spatial, temporal, and kinematic parameters to provide performance reports to coaches and athletes. Automatic tools relying on computer vision and artificial intelligence methods hold promise to reduce the need for time-consuming manual methods. OBJECTIVE This study systematically analyzed the steps required to automate the video analysis workflow by investigating the applicability of a threshold-based event detection algorithm developed for 3D marker trajectories to 2D video data at four sampling rates; the agreement of 2D keypoints estimated by an off-the-shelf pose estimation model compared with gold-standard 3D marker trajectories projected to camera's field of view; and the influence of an offset in event detection on contact time and the sagittal knee joint angle at the key critical events of touch down and foot flat. METHODS Repeated measures limits of agreement were used to compare parameters determined by markerless and marker-based motion capture. RESULTS Results highlighted that a minimum video sampling rate of 100 Hz is required to detect key events, and the limited applicability of 3D marker trajectory-based event detection algorithms when using 2D video. Although detected keypoints showed good agreement with the gold-standard, misidentification of key events-such as touch down by 20 ms resulted in knee compression angle differences of up to 20°. CONCLUSION These findings emphasize the need for de novo accurate key event detection algorithms to automate 2D video analysis pipelines.
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Affiliation(s)
- Marion Mundt
- UWA Tech & Policy Lab, The University of Western Australia, Crawley, Western Australia, Australia
| | - Steffi Colyer
- The Centre for the Analysis of Motion, Entertainment Research and Applications, University of Bath, Bath, UK
| | - Logan Wade
- The Centre for the Analysis of Motion, Entertainment Research and Applications, University of Bath, Bath, UK
| | - Laurie Needham
- The Centre for the Analysis of Motion, Entertainment Research and Applications, University of Bath, Bath, UK
| | - Murray Evans
- The Centre for the Analysis of Motion, Entertainment Research and Applications, University of Bath, Bath, UK
| | - Emma Millett
- New South Wales Institute of Sport, Sydney, New South Wales, Australia
- Athletics Australia, Albert Park, Victoria, Australia
| | - Jacqueline Alderson
- UWA Tech & Policy Lab, The University of Western Australia, Crawley, Western Australia, Australia
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Saha SS, Chaitanya Palle K, Chowdhary M. In-Sensor Movement Variability Tracking. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2024; 2024:1-6. [PMID: 40040097 DOI: 10.1109/embc53108.2024.10782050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/06/2025]
Abstract
Movement variability tracking traces the spatiotemporal movement of limbs against a pre-recorded action template. This paper introduces an ultra-low-power, low footprint, and data-efficient movement variability detection algorithm implemented on-chip on an inertial sensor die. During the training phase, the user attaches an inertial sensor to the target limb and performs limb movements under supervision. The algorithm within the sensor automatically segments the region of interest with maximal entropic density and generates approximate gravity vector templates of the action primitive. During the inference phase, weighted similarity metrics provide the latent geometric distance between temporal portions of the stored templates and live template as heatmaps. These heatmaps provide quantitative and actionable information on which parts of the movement trajectory to correct. The algorithm requires under 6 seconds of training data, under 7 kB of memory and 0.2 mA of current on-sensor, and has a temporal resolution of 0.5 seconds. The concept benefits a broad application spectrum, including sports analysis, exercise monitoring, rehabilitation, and gait tracking.
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Dong Y, Iammarino M, Liu J, Codling J, Fagert J, Mirshekari M, Lowes L, Zhang P, Noh HY. Ambient floor vibration sensing advances the accessibility of functional gait assessments for children with muscular dystrophies. Sci Rep 2024; 14:10774. [PMID: 38729999 PMCID: PMC11087496 DOI: 10.1038/s41598-024-60034-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 04/18/2024] [Indexed: 05/12/2024] Open
Abstract
Muscular dystrophies (MD) are a group of genetic neuromuscular disorders that cause progressive weakness and loss of muscles over time, influencing 1 in 3500-5000 children worldwide. New and exciting treatment options have led to a critical need for a clinical post-marketing surveillance tool to confirm the efficacy and safety of these treatments after individuals receive them in a commercial setting. For MDs, functional gait assessment is a common approach to evaluate the efficacy of the treatments because muscle weakness is reflected in individuals' walking patterns. However, there is little incentive for the family to continue to travel for such assessments due to the lack of access to specialty centers. While various existing sensing devices, such as cameras, force plates, and wearables can assess gait at home, they are limited by privacy concerns, area of coverage, and discomfort in carrying devices, which is not practical for long-term, continuous monitoring in daily settings. In this study, we introduce a novel functional gait assessment system using ambient floor vibrations, which is non-invasive and scalable, requiring only low-cost and sparsely deployed geophone sensors attached to the floor surface, suitable for in-home usage. Our system captures floor vibrations generated by footsteps from patients while they walk around and analyzes such vibrations to extract essential gait health information. To enhance interpretability and reliability under various sensing scenarios, we translate the signal patterns of floor vibration to pathological gait patterns related to MD, and develop a hierarchical learning algorithm that aggregates insights from individual footsteps to estimate a person's overall gait performance. When evaluated through real-world experiments with 36 subjects (including 15 patients with MD), our floor vibration sensing system achieves a 94.8% accuracy in predicting functional gait stages for patients with MD. Our approach enables accurate, accessible, and scalable functional gait assessment, bringing MD progressive tracking into real life.
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Affiliation(s)
| | | | | | | | | | | | - Linda Lowes
- Nationwide Children's Hospital, Columbus, USA
| | - Pei Zhang
- University of Michigan, Ann Arbor, USA
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Malmberg C, Jensen SE, Michaud B, Andreasen KR, Hölmich P, Barfod KW, Bencke J. Three-dimensional measurements of scapular kinematics: Interrater reliability and validation of a skin marker-based model against an intracortical pin model. Heliyon 2024; 10:e29414. [PMID: 38644878 PMCID: PMC11033140 DOI: 10.1016/j.heliyon.2024.e29414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 03/15/2024] [Accepted: 04/08/2024] [Indexed: 04/23/2024] Open
Abstract
A skin marker-based motion capture model providing measures of scapular rotations was recently developed. The aim of this study was to investigate the concurrent validity and the interrater reliability of the model. Shoulder range of motion (RoM) and activities of daily living (ADL) were tested in healthy volunteers with reflective markers on the scapula and thorax. To investigate the validity, the model was compared to simultaneous data collection from markers on a scapular intracortical pin. The interrater reliability was tested by comparing the skin marker-based protocol performed by two investigators. The mean root mean square error (RMSE) and the intraclass correlation coefficient (ICC(2,1)) were calculated to determine the validity and the interrater reliability, respectively. Eight subjects were included in the validity test: female/male = 2/6, mean (SD) age 35.0 (3.0) and BMI 23.4 (3.3). The mean RMSE of all scapular rotations ranged 2.3-6.7° during shoulder RoM and 2.4-7.6° during ADL. The highest errors were seen during sagittal and scapular plane flexions, hair combing and eating. The reliability test included twenty subjects: female/male = 8/12, mean (SD) age 31.4 (4.9) and BMI 22.9 (1.7). The ICC(2,1) for measuring protraction ranged 0.07-0.60 during RoM and 0.27-0.69 for ADL, for upward rotation the corresponding ICC(2,1) ranged 0.01-0.64 and 0.38-0.60, and anterior tilt 0.25-0.83 and 0.25-0.62. The validity and interrater reliability of the model are task dependent, and interpretation should be made with caution. The model provides quantitative measurements for objective assessment of scapular movements and can potentially supplement the clinical examination in certain motion tasks.
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Affiliation(s)
- Catarina Malmberg
- Sports Orthopedic Research Center – Copenhagen (SORC-C), Department of Orthopedic Surgery, Copenhagen University Hospital Amager & Hvidovre, Kettegård Allé 30, 2650, Hvidovre, Denmark
| | - Stefan E. Jensen
- Human Movement Analysis Laboratory, Department of Orthopedic Surgery, Copenhagen University Hospital Amager & Hvidovre, Kettegård Allé 30, 2650, Hvidovre, Denmark
| | - Benjamin Michaud
- Laboratoire de simulation et modélisation du mouvement (S2M), École de kinésiologie et des sciences de l'activité physique, Université de Montréal, 2100 Edouard Montpetit Blvd, Montreal, Québec, Canada
| | - Kristine R. Andreasen
- Sports Orthopedic Research Center – Copenhagen (SORC-C), Department of Orthopedic Surgery, Copenhagen University Hospital Amager & Hvidovre, Kettegård Allé 30, 2650, Hvidovre, Denmark
| | - Per Hölmich
- Sports Orthopedic Research Center – Copenhagen (SORC-C), Department of Orthopedic Surgery, Copenhagen University Hospital Amager & Hvidovre, Kettegård Allé 30, 2650, Hvidovre, Denmark
| | - Kristoffer W. Barfod
- Sports Orthopedic Research Center – Copenhagen (SORC-C), Department of Orthopedic Surgery, Copenhagen University Hospital Amager & Hvidovre, Kettegård Allé 30, 2650, Hvidovre, Denmark
| | - Jesper Bencke
- Human Movement Analysis Laboratory, Department of Orthopedic Surgery, Copenhagen University Hospital Amager & Hvidovre, Kettegård Allé 30, 2650, Hvidovre, Denmark
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Lin Y, Shull PB, Chossat JB. Design of a Wearable Real-Time Hand Motion Tracking System Using an Array of Soft Polymer Acoustic Waveguides. Soft Robot 2024; 11:282-295. [PMID: 37870761 DOI: 10.1089/soro.2022.0091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2023] Open
Abstract
Robust hand motion tracking holds promise for improved human-machine interaction in diverse fields, including virtual reality, and automated sign language translation. However, current wearable hand motion tracking approaches are typically limited in detection performance, wearability, and durability. This article presents a hand motion tracking system using multiple soft polymer acoustic waveguides (SPAWs). The innovative use of SPAWs as strain sensors offers several advantages that address the limitations. SPAWs are easily manufactured by casting a soft polymer shaped as a soft acoustic waveguide and containing a commercially available small ceramic piezoelectric transducer. When used as strain sensors, SPAWs demonstrate high stretchability (up to 100%), high linearity (R2 > 0.996 in all quasi-static, dynamic, and durability tensile tests), negligible hysteresis (<0.7410% under strain of up to 100%), excellent repeatability, and outstanding durability (up to 100,000 cycles). SPAWs also show high accuracy for continuous finger angle estimation (average root-mean-square errors [RMSE] <2.00°) at various flexion-extension speeds. Finally, a hand-tracking system is designed based on a SPAW array. An example application is developed to demonstrate the performance of SPAWs in real-time hand motion tracking in a three-dimensional (3D) virtual environment. To our knowledge, the system detailed in this article is the first to use soft acoustic waveguides to capture human motion. This work is part of an ongoing effort to develop soft sensors using both time and frequency domains, with the goal of extracting decoupled signals from simple sensing structures. As such, it represents a novel and promising path toward soft, simple, and wearable multimodal sensors.
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Affiliation(s)
- Yuan Lin
- Robotics Institute, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Peter B Shull
- Robotics Institute, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Jean-Baptiste Chossat
- Soft Transducers Laboratory, École Polytechnique Fédérale de Lausanne, Neuchâtel, Switzerland
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22
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Smith TJ, Smith TR, Faruk F, Bendea M, Tirumala Kumara S, Capadona JR, Hernandez-Reynoso AG, Pancrazio JJ. Real-Time Assessment of Rodent Engagement Using ArUco Markers: A Scalable and Accessible Approach for Scoring Behavior in a Nose-Poking Go/No-Go Task. eNeuro 2024; 11:ENEURO.0500-23.2024. [PMID: 38351132 PMCID: PMC11046262 DOI: 10.1523/eneuro.0500-23.2024] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 01/30/2024] [Accepted: 02/05/2024] [Indexed: 03/07/2024] Open
Abstract
In the field of behavioral neuroscience, the classification and scoring of animal behavior play pivotal roles in the quantification and interpretation of complex behaviors displayed by animals. Traditional methods have relied on video examination by investigators, which is labor-intensive and susceptible to bias. To address these challenges, research efforts have focused on computational methods and image-processing algorithms for automated behavioral classification. Two primary approaches have emerged: marker- and markerless-based tracking systems. In this study, we showcase the utility of "Augmented Reality University of Cordoba" (ArUco) markers as a marker-based tracking approach for assessing rat engagement during a nose-poking go/no-go behavioral task. In addition, we introduce a two-state engagement model based on ArUco marker tracking data that can be analyzed with a rectangular kernel convolution to identify critical transition points between states of engagement and distraction. In this study, we hypothesized that ArUco markers could be utilized to accurately estimate animal engagement in a nose-poking go/no-go behavioral task, enabling the computation of optimal task durations for behavioral testing. Here, we present the performance of our ArUco tracking program, demonstrating a classification accuracy of 98% that was validated against the manual curation of video data. Furthermore, our convolution analysis revealed that, on average, our animals became disengaged with the behavioral task at ∼75 min, providing a quantitative basis for limiting experimental session durations. Overall, our approach offers a scalable, efficient, and accessible solution for automated scoring of rodent engagement during behavioral data collection.
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Affiliation(s)
- Thomas J Smith
- School of Behavioral and Brain Sciences, The University of Texas at Dallas, Richardson, Texas 75080
| | - Trevor R Smith
- Department of Mechanical and Aerospace Engineering, West Virginia University, Morgantown, West Virginia 26506
| | - Fareeha Faruk
- School of Behavioral and Brain Sciences, The University of Texas at Dallas, Richardson, Texas 75080
| | - Mihai Bendea
- School of Behavioral and Brain Sciences, The University of Texas at Dallas, Richardson, Texas 75080
| | - Shreya Tirumala Kumara
- Department of Bioengineering, The University of Texas at Dallas, Richardson, Texas 75080
| | - Jeffrey R Capadona
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio 44106
- Advanced Platform Technology Center, Louis Stokes Cleveland Veterans Affairs Medical Center, Cleveland, Ohio 44106
| | | | - Joseph J Pancrazio
- Department of Bioengineering, The University of Texas at Dallas, Richardson, Texas 75080
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Carton de Tournai A, Herman E, Gathy E, Ebner-Karestinos D, Araneda R, Dricot L, Macq B, Vandermeeren Y, Bleyenheuft Y. Baby HABIT-ILE intervention: study protocol of a randomised controlled trial in infants aged 6-18 months with unilateral cerebral palsy. BMJ Open 2024; 14:e078383. [PMID: 38367973 PMCID: PMC10875549 DOI: 10.1136/bmjopen-2023-078383] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 01/31/2024] [Indexed: 02/19/2024] Open
Abstract
INTRODUCTION Research using animal models suggests that intensive motor skill training in infants under 2 years old with cerebral palsy (CP) may significantly reduce, or even prevent, maladaptive neuroplastic changes following brain injury. However, the effects of such interventions to tentatively prevent secondary neurological damages have never been assessed in infants with CP. This study aims to determine the effect of the baby Hand and Arm Bimanual Intensive Therapy Including Lower Extremities (baby HABIT-ILE) in infants with unilateral CP, compared with a control intervention. METHODS AND ANALYSIS This randomised controlled trial will include 48 infants with unilateral CP aged (corrected if preterm) 6-18 months at the first assessment. They will be paired by age and by aetiology of the CP, and randomised into two groups (immediate and delayed). Assessments will be performed at baseline and at 1 month, 3 months and 6 months after baseline. The immediate group will receive 50 hours of baby HABIT-ILE intervention over 2 weeks, between first and second assessment, while the delayed group will continue their usual activities. This last group will receive baby HABIT-ILE intervention after the 3-month assessment. Primary outcome will be the Mini-Assisting Hand Assessment. Secondary outcomes will include behavioural assessments for gross and fine motricity, visual-cognitive-language abilities as well as MRI and kinematics measures. Moreover, parents will determine and score child-relevant goals and fill out questionnaires of participation, daily activities and mobility. ETHICS AND DISSEMINATION Full ethical approval has been obtained by the Comité d'éthique Hospitalo-Facultaire/Université catholique de Louvain, Brussels (2013/01MAR/069 B403201316810g). The recommendations of the ethical board and the Belgian law of 7 May 2004 concerning human experiments will be followed. Parents will sign a written informed consent ahead of participation. Findings will be published in peer-reviewed journals and conference presentations. TRIAL REGISTRATION NUMBER NCT04698395. Registered on the International Clinical Trials Registry Platform (ICTRP) on 2 December 2020 and NIH Clinical Trials Registry on 6 January 2021. URL of trial registry record: https://clinicaltrials.gov/ct2/show/NCT04698395?term=bleyenheuft&draw=1&rank=7.
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Affiliation(s)
| | - Enimie Herman
- Institute of Neuroscience, Université catholique de Louvain, Brussels, Belgium
| | - Estelle Gathy
- Institute of Neuroscience, Université catholique de Louvain, Brussels, Belgium
- Neurology Department, Stroke Unit/Motor Learning Lab, CHU UCL Namur, Yvoir, Belgium
| | - Daniela Ebner-Karestinos
- Institute of Neuroscience, Université catholique de Louvain, Brussels, Belgium
- Exercise and Rehabilitation Science Institute, School of Physical Therapy, Faculty of Rehabilitation Science, Universidad Andrés Bello, Santiago, Chile
| | - Rodrigo Araneda
- Institute of Neuroscience, Université catholique de Louvain, Brussels, Belgium
- Exercise and Rehabilitation Science Institute, School of Physical Therapy, Faculty of Rehabilitation Science, Universidad Andrés Bello, Santiago, Chile
| | - Laurence Dricot
- Institute of Neuroscience, Université catholique de Louvain, Brussels, Belgium
- Louvain Bionics, Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Benoît Macq
- Institute of Neuroscience, Université catholique de Louvain, Brussels, Belgium
- Institute of Information and Communication Technologies, Electronics and Applied Mathematics (ICTM), Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Yves Vandermeeren
- Neurology Department, Stroke Unit/Motor Learning Lab, CHU UCL Namur, Yvoir, Belgium
- Louvain Bionics, Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Yannick Bleyenheuft
- Institute of Neuroscience, Université catholique de Louvain, Brussels, Belgium
- Louvain Bionics, Université catholique de Louvain, Louvain-la-Neuve, Belgium
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24
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Pham HQ, Singh S, Garratt M, Ravi S. Controlling a bio-inspired miniature blimp using a depth sensing neural-network camera. BIOINSPIRATION & BIOMIMETICS 2024; 19:024001. [PMID: 38227952 DOI: 10.1088/1748-3190/ad1ef1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 01/16/2024] [Indexed: 01/18/2024]
Abstract
Miniature blimps are lighter-than-air vehicles which have become an increasingly common unmanned aerial system research platform due to their extended endurance and collision tolerant design. The UNSW-C bio-inspired miniature blimp consists of a 0.5 m spherical mylar envelope filled with helium. Four fins placed along the equator provide control over the three translatory axes and yaw rotations. A gondola attached to the bottom of the blimp contains all the electronics and flight controller. Here, we focus on using the UNSW-C blimp as a platform to achieve autonomous flight in GPS-denied environments. The majority of unmanned flying systems rely on GPS or multi-camera motion capture systems for position and orientation estimation. However, such systems are expensive, difficult to set up and not compact enough to be deployed in real environments. Instead, we seek to achieve basic flight autonomy for the blimp using a low-priced and portable solution. We make use of a low-cost embedded neural network stereoscopic camera (OAK-D-PoE) for detecting and positioning the blimp while an onboard inertia measurement unit was used for orientation estimation. Flight tests and analysis of trajectories revealed that 3D position hold as well as basic waypoint navigation could be achieved with variance (<0.1 m). This performance was comparable to that when a conventional multi-camera positioning system (VICON) was used for localizing the blimp. Our results highlight the potentially favorable tradeoffs offered by such low-cost positioning systems in extending the operational domain of unmanned flight systems when direct line of sight is available.
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Affiliation(s)
- Huy Q Pham
- The University of New South Wales at the Australian Defence Force Academy, Canberra ACT 2612, Australia
| | - Shreyansh Singh
- The University of New South Wales at the Australian Defence Force Academy, Canberra ACT 2612, Australia
| | - Matthew Garratt
- The University of New South Wales at the Australian Defence Force Academy, Canberra ACT 2612, Australia
| | - Sridhar Ravi
- The University of New South Wales at the Australian Defence Force Academy, Canberra ACT 2612, Australia
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25
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Röhrl F, Federolf P, Mohr M. Ergonomic saddle design features influence lumbar spine motion and can reduce low back pain in mountain biking. Sports Biomech 2023:1-17. [PMID: 38126726 DOI: 10.1080/14763141.2023.2284173] [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: 08/02/2023] [Accepted: 11/03/2023] [Indexed: 12/23/2023]
Abstract
Low back pain is common in mountain biking due to the sustained flexion of the lumbar spine, particularly during fatiguing hill climbs. In this study, we investigated whether an ergonomic mountain bike saddle including a raised rear, a longitudinal dip, and a subtle lateral instability (the 'Active'-technology) can reduce acute low back pain at the end of a hill climb (>1 h) in a group of mountain bikers with a history of cycling-related low back pain (n = 28). In addition, we conducted a laboratory experiment to investigate the isolated effects of the 'Active'-technology on the cyclists' pelvis and spine motion as well as on the activity of surrounding muscles. The field test demonstrated a significant reduction in numerical low back pain ratings with the experimental saddle compared to the riders' own standard saddle (p = 0.001, strong effect). The laboratory-based data suggested that the 'Active'-technology does lead to potentially beneficial effects on pelvis-spine kinematics and muscle activity, which in combination with an optimised saddle geometry may explain the observed reduction in low back pain following mountain bike hill climbing.
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Affiliation(s)
- Florian Röhrl
- Department of Sport Science, University of Innsbruck, Innsbruck, Austria
| | - Peter Federolf
- Department of Sport Science, University of Innsbruck, Innsbruck, Austria
| | - Maurice Mohr
- Department of Sport Science, University of Innsbruck, Innsbruck, Austria
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26
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Kim S, Kim HS, Yoo J. Sarcopenia classification model for musculoskeletal patients using smart insole and artificial intelligence gait analysis. J Cachexia Sarcopenia Muscle 2023; 14:2793-2803. [PMID: 37884824 PMCID: PMC10751435 DOI: 10.1002/jcsm.13356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 08/23/2023] [Accepted: 09/19/2023] [Indexed: 10/28/2023] Open
Abstract
BACKGROUND The relationship between physical function, musculoskeletal disorders and sarcopenia is intricate. Current physical function tests, such as the gait speed test and the chair stand test, have limitations in eliminating subjective influences. To overcome this, smart devices utilizing inertial measurement unit sensors and artificial intelligence (AI)-based methods are being developed. METHODS We employed cutting-edge technologies, including the smart insole device and pose estimation based on AI, along with three classification models: random forest (RF), support vector machine and artificial neural network, to classify control and sarcopenia groups. Patient data of 83 individuals were divided into train and test sets, with approximately 67% allocated for training. Classification models were implemented using RStudio, considering individual and combined variables obtained through pose estimation and smart insole measurements. RESULTS Performance evaluation of the classification models utilized accuracy, precision, recall and F1-score indicators. Using only pose estimation variables, accuracy ranged from 0.92 to 0.96, with F1-scores of 0.94-0.97. Key variables identified by the RF model were 'Hip_dif', 'Ankle_dif' and 'Hipankle_dif'. Combining variables from both methods increased accuracy to 0.80-1.00, with F1-scores of 0.73-1.00. CONCLUSIONS In our study, a classification model that integrates smart insole and pose estimation technology was assessed. The RF model showed impressive results, particularly in the case of the Hip and Ankle variables. The growth of advanced measurement technologies suggests a promising avenue for identifying and utilizing additional digital biomarkers in the management of various disorders. The convergence of AI technologies with diagnostics and treatment approaches a promising future for enhanced interventions in conditions like sarcopenia.
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Affiliation(s)
- Shinjune Kim
- Department of Biomedical Research InstituteInha University HospitalIncheonSouth Korea
| | - Hyeon Su Kim
- Department of Biomedical Research InstituteInha University HospitalIncheonSouth Korea
| | - Jun‐Il Yoo
- Department of Orthopaedic SurgeryInha University HospitalIncheonSouth Korea
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27
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Van Criekinge T, Saeys W, Truijen S, Vereeck L, Sloot LH, Hallemans A. A full-body motion capture gait dataset of 138 able-bodied adults across the life span and 50 stroke survivors. Sci Data 2023; 10:852. [PMID: 38040770 PMCID: PMC10692332 DOI: 10.1038/s41597-023-02767-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 11/20/2023] [Indexed: 12/03/2023] Open
Abstract
This reference dataset contains biomechanical data of 138 able-bodied adults (21-86 years) and 50 stroke survivors walking bare-footed at their preferred speed. It is unique due to its size, and population, including adults across the life-span and over 70 years, as well as stroke survivors. Full-body kinematics (PiG-model), kinetics and muscle activity of 14 back and lower limbs muscles was collected with a Vicon motion capture system, ground-embedded force plates, and a synchronized surface EMG system. The data is reliable to compare within and between groups as the same methodology and infrastructure were used to gather all data. Both source files (C3D) and post-processed ready-to-use stride-normalized kinematics, kinetics and EMG data (MAT-file, Excel file) are available, allowing high flexibility and accessibility of analysis for both researchers and clinicians. These records are valuable to examine ageing, typical and hemiplegic gait, while also offering a wide range of reference data which can be utilized for age-matched controls during normal walking.
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Affiliation(s)
| | - Wim Saeys
- Research group MOVANT, Department of Rehabilitation Sciences & Physiotherapy, University of Antwerp, Wilrijk, Belgium
| | - Steven Truijen
- Research group MOVANT, Department of Rehabilitation Sciences & Physiotherapy, University of Antwerp, Wilrijk, Belgium
| | - Luc Vereeck
- Research group MOVANT, Department of Rehabilitation Sciences & Physiotherapy, University of Antwerp, Wilrijk, Belgium
| | - Lizeth H Sloot
- Institut für Technische Informatik (ZITI), Heidelberg University, Heidelberg, Germany.
- Translational and Clinical Research Institute (TCRI), Newcastle University, Newcastle, UK.
| | - Ann Hallemans
- Research group MOVANT, Department of Rehabilitation Sciences & Physiotherapy, University of Antwerp, Wilrijk, Belgium.
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Johnson JD, Hales M, Emert R. Validation of machine vision and action sport cameras for 3D motion analysis model reconstruction. Sci Rep 2023; 13:21015. [PMID: 38030646 PMCID: PMC10687061 DOI: 10.1038/s41598-023-46937-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 11/07/2023] [Indexed: 12/01/2023] Open
Abstract
The study investigated the feasibility of using action sport cameras for motion analysis research. Data acquired from two different marker-based motion capture systems and six different camera combinations were analyzed for motion reconstruction accuracy. Two different calibration procedures were used to determine the influence on marker position reconstruction. Static and dynamic calibration mean merit score differences between the reference and experimental camera systems were 0.4 mm and 1.3 mm, respectively. Angular displacement difference between the reference and experimental camera systems range between 0.1 and 2.0 degrees. A systematic bias (- 0.54 to 0.19 degrees) was determined between the reference and the experimental camera systems for range of motion. The mean of the multi-trial findings suggests the machine vision camera system calibrated with a dynamic procedure generated highly accurate three-dimensional reconstructed ROM data (0.5 degree) followed closely by the four action sport cameras implementing a static calibration procedure (0.5 degree). The overall findings suggest the selected machine vision and action sport camera systems produced comparable results to the reference motion analysis system. However, the combination of camera type, processing software, and calibration procedure can influence motion reconstruction accuracy.
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Affiliation(s)
- John David Johnson
- Department of Exercise Science & Sport Management, Kennesaw State University, Kennesaw, GA, USA
| | - Michael Hales
- Department of Health Promotion & Physical Education, Kennesaw State University, Kennesaw, GA, USA.
| | - Randy Emert
- Department of Mechanical Engineering Technology, Kennesaw State University, Kennesaw, GA, USA
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Moreau C, Rouaud T, Grabli D, Benatru I, Remy P, Marques AR, Drapier S, Mariani LL, Roze E, Devos D, Dupont G, Bereau M, Fabbri M. Overview on wearable sensors for the management of Parkinson's disease. NPJ Parkinsons Dis 2023; 9:153. [PMID: 37919332 PMCID: PMC10622581 DOI: 10.1038/s41531-023-00585-y] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Accepted: 10/02/2023] [Indexed: 11/04/2023] Open
Abstract
Parkinson's disease (PD) is affecting about 1.2 million patients in Europe with a prevalence that is expected to have an exponential increment, in the next decades. This epidemiological evolution will be challenged by the low number of neurologists able to deliver expert care for PD. As PD is better recognized, there is an increasing demand from patients for rigorous control of their symptoms and for therapeutic education. In addition, the highly variable nature of symtoms between patients and the fluctuations within the same patient requires innovative tools to help doctors and patients monitor the disease in their usual living environment and adapt treatment in a more relevant way. Nowadays, there are various body-worn sensors (BWS) proposed to monitor parkinsonian clinical features, such as motor fluctuations, dyskinesia, tremor, bradykinesia, freezing of gait (FoG) or gait disturbances. BWS have been used as add-on tool for patients' management or research purpose. Here, we propose a practical anthology, summarizing the characteristics of the most used BWS for PD patients in Europe, focusing on their role as tools to improve treatment management. Consideration regarding the use of technology to monitor non-motor features is also included. BWS obviously offer new opportunities for improving management strategy in PD but their precise scope of use in daily routine care should be clarified.
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Affiliation(s)
- Caroline Moreau
- Department of Neurology, Parkinson's disease expert Center, Lille University, INSERM UMRS_1172, University Hospital Center, Lille, France
- The French Ns-Park Network, Paris, France
| | - Tiphaine Rouaud
- The French Ns-Park Network, Paris, France
- CHU Nantes, Centre Expert Parkinson, Department of Neurology, Nantes, F-44093, France
| | - David Grabli
- The French Ns-Park Network, Paris, France
- Assistance Publique Hôpitaux de Paris, Department of Neurology, CIC Neurosciences, Pitié-Salpêtrière Hospital, Sorbonne University, Paris, France
- Sorbonne University, Paris Brain Institute - ICM, Inserm, CNRS, Paris, France
| | - Isabelle Benatru
- The French Ns-Park Network, Paris, France
- Department of Neurology, University Hospital of Poitiers, Poitiers, France
- INSERM, CHU de Poitiers, University of Poitiers, Centre d'Investigation Clinique CIC1402, Poitiers, France
| | - Philippe Remy
- The French Ns-Park Network, Paris, France
- Centre Expert Parkinson, NS-Park/FCRIN Network, CHU Henri Mondor, AP-HP, Equipe NPI, IMRB, INSERM et Faculté de Santé UPE-C, Créteil, FranceService de neurologie, hôpital Henri-Mondor, AP-HP, Créteil, France
| | - Ana-Raquel Marques
- The French Ns-Park Network, Paris, France
- Université Clermont Auvergne, CNRS, Clermont Auvergne INP, Institut Pascal, Clermont-Ferrand University Hospital, Neurology department, Clermont-Ferrand, France
| | - Sophie Drapier
- The French Ns-Park Network, Paris, France
- Pontchaillou University Hospital, Department of Neurology, CIC INSERM 1414, Rennes, France
| | - Louise-Laure Mariani
- The French Ns-Park Network, Paris, France
- Assistance Publique Hôpitaux de Paris, Department of Neurology, CIC Neurosciences, Pitié-Salpêtrière Hospital, Sorbonne University, Paris, France
- Sorbonne University, Paris Brain Institute - ICM, Inserm, CNRS, Paris, France
| | - Emmanuel Roze
- The French Ns-Park Network, Paris, France
- Assistance Publique Hôpitaux de Paris, Department of Neurology, CIC Neurosciences, Pitié-Salpêtrière Hospital, Sorbonne University, Paris, France
- Sorbonne University, Paris Brain Institute - ICM, Inserm, CNRS, Paris, France
| | - David Devos
- The French Ns-Park Network, Paris, France
- Parkinson's Disease Centre of Excellence, Department of Medical Pharmacology, Univ. Lille, INSERM; CHU Lille, U1172 - Degenerative & Vascular Cognitive Disorders, LICEND, NS-Park Network, F-59000, Lille, France
| | - Gwendoline Dupont
- The French Ns-Park Network, Paris, France
- Centre hospitalier universitaire François Mitterrand, Département de Neurologie, Université de Bourgogne, Dijon, France
| | - Matthieu Bereau
- The French Ns-Park Network, Paris, France
- Service de neurologie, université de Franche-Comté, CHRU de Besançon, 25030, Besançon, France
| | - Margherita Fabbri
- The French Ns-Park Network, Paris, France.
- Department of Neurosciences, Clinical Investigation Center CIC 1436, Parkinson Toulouse Expert Centre, NS-Park/FCRIN Network and NeuroToul COEN Center, Toulouse University Hospital, INSERM, University of Toulouse 3, Toulouse, France.
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E Silva PP, da Rocha WF, Mazzoni LEVN, de Andrade RM, Bento A, Rampinelli M, Almonfrey D. A diagnostic room for lower limb amputee based on virtual reality and an intelligent space. Artif Intell Med 2023; 143:102612. [PMID: 37673559 DOI: 10.1016/j.artmed.2023.102612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Revised: 05/19/2023] [Accepted: 06/06/2023] [Indexed: 09/08/2023]
Abstract
This article proposes a virtual reality (VR) system for diagnosing and rehabilitating lower limb amputees. A virtual environment and an intelligent space are the basis of the proposed solution. The target audiences are physiotherapists and doctors, and the aim is to provide a VR-based system to allow visualization and analysis of gait parameters and conformity. The multi-camera system from the intelligent space acquires images from patients during gait. This way, it is possible to generate tridimensional information for the VR-based system. Among the provided functionalities, the user can explore the virtual environment and manage several features, such as gait reproduction and parameters displayed, using a head-mounted display and hand controllers. Besides, the system presents an automatic classifier that can assist physiotherapists and doctors in assessing abnormalities from conventional human gait. We evaluate the system through two quantitative experiments. The first one addresses the performance evaluation of the automatic classifier. The second analysis is through a Likert scale questionnaire submitted to a group of physiotherapists. In this case, the specialists evaluate the existing features of the proposed framework. The results from the questionnaire showed that the virtual environment is suitable for helping track patients' rehabilitation. Also, the neural network-based classifier results are promising, averaging higher than 91% for all evaluation metrics. Finally, a comparison with related works in the literature highlights the contributions of the proposed solution to the field.
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Affiliation(s)
- Pablo P E Silva
- Postgraduate program lato sensu in Electrical Engineering, Instituto Federal do Espírito Santo, Vitória, Espírito Santo, Brazil.
| | - Wyctor F da Rocha
- Electrical Engineering Department, Instituto Federal do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Luiza E V N Mazzoni
- Mechanical Engineering Department, Universidade Federal do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Rafhael M de Andrade
- Mechanical Engineering Department, Universidade Federal do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Antônio Bento
- Mechanical Engineering Department, Universidade Federal do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Mariana Rampinelli
- Electrical Engineering Department, Instituto Federal do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Douglas Almonfrey
- Postgraduate program lato sensu in Electrical Engineering, Instituto Federal do Espírito Santo, Vitória, Espírito Santo, Brazil
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Merker S, Pastel S, Bürger D, Schwadtke A, Witte K. Measurement Accuracy of the HTC VIVE Tracker 3.0 Compared to Vicon System for Generating Valid Positional Feedback in Virtual Reality. SENSORS (BASEL, SWITZERLAND) 2023; 23:7371. [PMID: 37687827 PMCID: PMC10490571 DOI: 10.3390/s23177371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 08/21/2023] [Accepted: 08/22/2023] [Indexed: 09/10/2023]
Abstract
For realistic and reliable full-body visualization in virtual reality, the HTC VIVE Tracker could be an alternative to highly complex and cost- and effort-intensive motion capture systems such as Vicon. Due to its lighter weight and smaller dimensions, the latest generation of trackers is proving to be very promising for capturing human movements. The aim of this study was to investigate the accuracy of the HTC VIVE Tracker 3.0 compared to the gold-standard Vicon for different arrangements of the base stations and various velocities during an athletic movement. Therefore, the position data from three trackers attached to the hip, knee and ankle of one sporty participant were recorded while riding a bicycle ergometer at different pedaling frequencies and different base station arrangements. As parameters for the measurement accuracy, the trajectories of the linear motion of the knee and the circular motion of the ankle were compared between VIVE and Vicon by calculating the spatial distance from the raw data at each point in time. Both the pedaling frequency and the arrangement of the base stations significantly affected the measurement accuracy, with the lowest pedaling frequency of 80 rpm and the rectangular arrangement recommended by the manufacturer showing the smallest spatial differences of 10.4 mm ± 4.5 mm at the knee and 11.3 mm ± 5.1 mm at the ankle. As the pedaling frequency increased gradually (120 rpm and 160 rpm), the measurement accuracy of the trackers per step decreased less at the knee (approximately 5 mm) than at the ankle (approximately 10 mm). In conclusion, the measurement accuracy for various athletic skills was high enough to enable the visualization of body limbs or the entire body using inverse kinematics in VR on the one hand and, on the other hand, to provide initial insights into the quality of certain techniques at lower speeds in sports science research. However, the VIVE trackers are not suitable for exact biomechanical analyses.
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Affiliation(s)
| | - Stefan Pastel
- Sports Engineering and Movement Science, Otto-von-Guericke University, 39106 Magdeburg, Germany; (S.M.); (D.B.); (A.S.); (K.W.)
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Lindenheim-Locher W, Świtoński A, Krzeszowski T, Paleta G, Hasiec P, Josiński H, Paszkuta M, Wojciechowski K, Rosner J. YOLOv5 Drone Detection Using Multimodal Data Registered by the Vicon System. SENSORS (BASEL, SWITZERLAND) 2023; 23:6396. [PMID: 37514690 PMCID: PMC10385035 DOI: 10.3390/s23146396] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 06/28/2023] [Accepted: 07/10/2023] [Indexed: 07/30/2023]
Abstract
This work is focused on the preliminary stage of the 3D drone tracking challenge, namely the precise detection of drones on images obtained from a synchronized multi-camera system. The YOLOv5 deep network with different input resolutions is trained and tested on the basis of real, multimodal data containing synchronized video sequences and precise motion capture data as a ground truth reference. The bounding boxes are determined based on the 3D position and orientation of an asymmetric cross attached to the top of the tracked object with known translation to the object's center. The arms of the cross are identified by the markers registered by motion capture acquisition. Besides the classical mean average precision (mAP), a measure more adequate in the evaluation of detection performance in 3D tracking is proposed, namely the average distance between the centroids of matched references and detected drones, including false positive and false negative ratios. Moreover, the videos generated in the AirSim simulation platform were taken into account in both the training and testing stages.
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Affiliation(s)
| | - Adam Świtoński
- Department of Computer Graphics, Vision and Digital Systems, Silesian University of Technology, ul. Akademicka 16, 44-100 Gliwice, Poland
- Polish-Japanese Academy of Information Technology, ul. Koszykowa 86, 02-008 Warsaw, Poland
| | - Tomasz Krzeszowski
- Faculty of Electrical and Computer Engineering, Rzeszow University of Technology, al. Powstancow Warszawy 12, 35-959 Rzeszow, Poland
- Polish-Japanese Academy of Information Technology, ul. Koszykowa 86, 02-008 Warsaw, Poland
| | - Grzegorz Paleta
- Polish-Japanese Academy of Information Technology, ul. Koszykowa 86, 02-008 Warsaw, Poland
- Department of Computer Graphics, Vision and Digital Systems, Silesian University of Technology, ul. Akademicka 16, 44-100 Gliwice, Poland
| | - Piotr Hasiec
- Polish-Japanese Academy of Information Technology, ul. Koszykowa 86, 02-008 Warsaw, Poland
- Department of Computer Graphics, Vision and Digital Systems, Silesian University of Technology, ul. Akademicka 16, 44-100 Gliwice, Poland
| | - Henryk Josiński
- Department of Computer Graphics, Vision and Digital Systems, Silesian University of Technology, ul. Akademicka 16, 44-100 Gliwice, Poland
- Polish-Japanese Academy of Information Technology, ul. Koszykowa 86, 02-008 Warsaw, Poland
| | - Marcin Paszkuta
- Polish-Japanese Academy of Information Technology, ul. Koszykowa 86, 02-008 Warsaw, Poland
| | - Konrad Wojciechowski
- Polish-Japanese Academy of Information Technology, ul. Koszykowa 86, 02-008 Warsaw, Poland
| | - Jakub Rosner
- Polish-Japanese Academy of Information Technology, ul. Koszykowa 86, 02-008 Warsaw, Poland
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Zhao X, Ross G, Dowling B, Graham RB. Three-Dimensional Motion Capture Data of a Movement Screen from 183 Athletes. Sci Data 2023; 10:235. [PMID: 37095115 PMCID: PMC10126034 DOI: 10.1038/s41597-023-02082-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 03/16/2023] [Indexed: 04/26/2023] Open
Abstract
Movement screens are widely used to identify aberrant movement patterns in hopes of decreasing risk of injury, identifying talent, and/or improving performance. Motion capture data can provide quantitative, objective feedback regarding movement patterns. The dataset contains three-dimensional (3D) motion capture data of 183 athletes performing mobility tests (ankle, back bend, crossover adduction, crossover rotation, elbows, head, hip turn, scorpion, shoulder abduction, shoulder azimuth, shoulder rotation, side bends, side lunges and trunk rotation) and stability tests (drop jump, hop down, L-cut, lunge, rotary stability, step down and T-balance) bilaterally (where applicable), the athletes' injury history, and demographics. All data were collected at 120 Hz or 480 Hz using an 8-camera Raptor-E motion capture system with 45 passive reflective markers. A total of 5,493 trials were pre-processed and included in .c3d and .mat formats. This dataset will enable researchers and end users to explore movement patterns of athletes of varying demographics from different sports and competition levels; develop objective movement assessment tools; and gain new insights into the relationships between movement patterns and injury.
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Affiliation(s)
- Xiong Zhao
- School of Human Kinetics, Faculty of Health Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | - Gwyneth Ross
- School of Human Kinetics, Faculty of Health Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | | | - Ryan B Graham
- School of Human Kinetics, Faculty of Health Sciences, University of Ottawa, Ottawa, Ontario, Canada.
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Desoche C, Verdelet G, Salemme R, Farnè A, Pélisson D, Froment C, Hermann R. Virtual reality set-up for studying vestibular function during head impulse test. Front Neurol 2023; 14:1151515. [PMID: 37064179 PMCID: PMC10090696 DOI: 10.3389/fneur.2023.1151515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Accepted: 03/08/2023] [Indexed: 03/31/2023] Open
Abstract
ObjectivesVirtual reality (VR) offers an ecological setting and the possibility of altered visual feedback during head movements useful for vestibular research and treatment of vestibular disorders. There is however no data quantifying vestibulo-ocular reflex (VOR) during head impulse test (HIT) in VR. The main objective of this study is to assess the feasibility and performance of eye and head movement measurements of healthy subjects in a VR environment during high velocity horizontal head rotation (VR-HIT) under a normal visual feedback condition. The secondary objective is to establish the feasibility of VR-HIT recordings in the same group of normal subjects but under altered visual feedback conditions.DesignTwelve healthy subjects underwent video HIT using both a standard setup (vHIT) and VR-HIT. In VR, eye and head positions were recorded by using, respectively, an imbedded eye tracker and an infrared motion tracker. Subjects were tested under four conditions, one reproducing normal visual feedback and three simulating an altered gain or direction of visual feedback. During these three altered conditions the movement of the visual scene relative to the head movement was decreased in amplitude by 50% (half), was nullified (freeze) or was inverted in direction (inverse).ResultsEye and head motion recording during normal visual feedback as well as during all 3 altered conditions was successful. There was no significant difference in VOR gain in VR-HIT between normal, half, freeze and inverse conditions. In the normal condition, VOR gain was significantly but slightly (by 3%) different for VR-HIT and vHIT. Duration and amplitude of head impulses were significantly greater in VR-HIT than in vHIT. In all three altered VR-HIT conditions, covert saccades were present in approximatively one out of four trials.ConclusionOur VR setup allowed high quality recording of eye and head data during head impulse test under normal and altered visual feedback conditions. This setup could be used to investigate compensation mechanisms in vestibular hypofunction, to elicit adaptation of VOR in ecological settings or to allow objective evaluation of VR-based vestibular rehabilitation.
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Affiliation(s)
- Clément Desoche
- Université Claude Bernard Lyon 1, CNRS, INSERM, Centre de Recherche en Neurosciences de Lyon CRNL U1028 UMR5292, Neuro-Immersion Platform, Bron, France
| | - Grégoire Verdelet
- Université Claude Bernard Lyon 1, CNRS, INSERM, Centre de Recherche en Neurosciences de Lyon CRNL U1028 UMR5292, IMPACT, Bron, France
| | - Romeo Salemme
- Université Claude Bernard Lyon 1, CNRS, INSERM, Centre de Recherche en Neurosciences de Lyon CRNL U1028 UMR5292, Neuro-Immersion Platform, Bron, France
- Université Claude Bernard Lyon 1, CNRS, INSERM, Centre de Recherche en Neurosciences de Lyon CRNL U1028 UMR5292, IMPACT, Bron, France
| | - Alessandro Farnè
- Université Claude Bernard Lyon 1, CNRS, INSERM, Centre de Recherche en Neurosciences de Lyon CRNL U1028 UMR5292, Neuro-Immersion Platform, Bron, France
- Université Claude Bernard Lyon 1, CNRS, INSERM, Centre de Recherche en Neurosciences de Lyon CRNL U1028 UMR5292, IMPACT, Bron, France
| | - Denis Pélisson
- Université Claude Bernard Lyon 1, CNRS, INSERM, Centre de Recherche en Neurosciences de Lyon CRNL U1028 UMR5292, IMPACT, Bron, France
| | - Caroline Froment
- Université Claude Bernard Lyon 1, CNRS, INSERM, Centre de Recherche en Neurosciences de Lyon CRNL U1028 UMR5292, IMPACT, Bron, France
- Hospices Civils de Lyon, Neuro-Ophthalmology Unit, Hopital Neurologique et Neurochirurgical P Wertheimer, Bron, France
| | - Ruben Hermann
- Université Claude Bernard Lyon 1, CNRS, INSERM, Centre de Recherche en Neurosciences de Lyon CRNL U1028 UMR5292, IMPACT, Bron, France
- Hospices Civils de Lyon, ENT, Cervico-Facial Surgery and Audiophonology, Hôpital Edouard Herriot, Lyon, France
- *Correspondence: Ruben Hermann,
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Han S, Paul R. Smartwatch gait coordination index: New measure for human gait utilizing smartwatch sensor. Medicine (Baltimore) 2023; 102:e33267. [PMID: 36961172 PMCID: PMC10036010 DOI: 10.1097/md.0000000000033267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Accepted: 02/23/2023] [Indexed: 03/25/2023] Open
Abstract
Human walking reflects the state of human health. Numerous medical studies have been conducted to analyze walking patterns and to diagnose disease progression. However, this process requires expensive equipment and considerable time and manpower. Smartwatches are equipped with gyro sensors to detect human movements and graph-walking patterns. To measure the abnormality in walking using this graph, we developed a smartwatch gait coordination index (SGCI) and examined its usefulness. The phase coordination index was applied to analyze arm movements. Based on previous studies, the phase coordination index formula was applied to graphs obtained from arm movements, showing that arm and leg movements during walking are correlated with each other. To prove this, a smartwatch was worn on the arms and legs of 8 healthy adults and the difference in arm movements was measured. The SGCI values with abnormal walking patterns were compared with the SGCI values obtained during normal walking. In the first experiment, the measured leg SGCI in normal walking averaged 9.002 ± 3.872 and the arm SGCI averaged 9.847 ± 6.115. The movements of both arms and legs showed stable sinusoidal waves. In fact, as a result of performing a paired t test of both exercise phases measured by the strike point using the maximum and minimum values, it was confirmed that the 2 exercises were not statistically different, as it yielded a P value of 0.469 (significance level α = 0.05). The arm SGCI measured after applying the 3 kg weight impairment on 1 leg was 22.167 ± 4.705. It was confirmed that the leg SGCI and 3 kg weight arm SGCI were statistically significant, as it yielded a P value of 0.001 (significance level α = 0.05). The SCGI can be automatically and continuously measured with the gyro sensor of the smartwatch and can be used as an indirect indicator of human walking conditions.
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Affiliation(s)
- Sumin Han
- Korea International School, South Korea
| | - Rob Paul
- Korea International School, South Korea
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Skervin TK, Thomas NM, Schofield AJ, Hollands MA, Maganaris CN, O’Brien TD, Baltzopoulos V, Foster RJ. Accuracy and Precision of a Novel Photogate System to Measure Toe Clearance on Stairs. SENSORS (BASEL, SWITZERLAND) 2023; 23:2429. [PMID: 36904633 PMCID: PMC10007576 DOI: 10.3390/s23052429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 02/10/2023] [Accepted: 02/12/2023] [Indexed: 06/18/2023]
Abstract
Background: Toe clearance on stairs is typically measured using optoelectronic systems, though these are often constrained to the laboratory, due to their complex setups. Here we measured stair toe clearance through a novel prototype photogate setup and compared this to optoelectronic measurements. Methods: Twelve participants (age 22 ± 3 years) completed 25 stair ascent trials, each on a seven-step staircase. Toe clearance over the fifth step edge was measured using Vicon and the photogates. Twenty-two photogates were created in rows through laser diodes and phototransistors. The height of the lowest photogate broken at step-edge crossing was used to determine photogate toe clearance. A limits of agreement analysis and Pearson's correlation coefficient compared the accuracy, precision and relationship between systems. Results: We found a mean difference of -1.5 mm (accuracy) between the two measurement systems, with upper and lower limits (precision) of 10.7 mm and -13.8 mm, respectively. A strong positive correlation was also found (r = 70, n = 12, p = 0.009) between the systems. Discussion: The results suggest that photogates could be an option for measuring real-world stair toe clearances, where optoelectronic systems are not routinely used. Improvements to the design and measurement factors may help to improve the precision of the photogates.
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Affiliation(s)
- Timmion K. Skervin
- Research to Improve Stair Climbing Safety (RISCS), Faculty of Science, School of Sport and Exercise Sciences, Liverpool John Moores University, Byrom Street, Liverpool L3 3AF, UK
| | - Neil M. Thomas
- Research to Improve Stair Climbing Safety (RISCS), Faculty of Science, School of Sport and Exercise Sciences, Liverpool John Moores University, Byrom Street, Liverpool L3 3AF, UK
| | - Andrew J. Schofield
- School of Psychology & Aston Research Centre for Healthy Ageing, College of Health and Life Sciences, Aston University, Birmingham B4 7ET, UK
| | - Mark A. Hollands
- Research to Improve Stair Climbing Safety (RISCS), Faculty of Science, School of Sport and Exercise Sciences, Liverpool John Moores University, Byrom Street, Liverpool L3 3AF, UK
| | - Constantinos N. Maganaris
- Research to Improve Stair Climbing Safety (RISCS), Faculty of Science, School of Sport and Exercise Sciences, Liverpool John Moores University, Byrom Street, Liverpool L3 3AF, UK
| | - Thomas D. O’Brien
- Research to Improve Stair Climbing Safety (RISCS), Faculty of Science, School of Sport and Exercise Sciences, Liverpool John Moores University, Byrom Street, Liverpool L3 3AF, UK
| | - Vasilios Baltzopoulos
- Research to Improve Stair Climbing Safety (RISCS), Faculty of Science, School of Sport and Exercise Sciences, Liverpool John Moores University, Byrom Street, Liverpool L3 3AF, UK
| | - Richard J. Foster
- Research to Improve Stair Climbing Safety (RISCS), Faculty of Science, School of Sport and Exercise Sciences, Liverpool John Moores University, Byrom Street, Liverpool L3 3AF, UK
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A Low-Cost System Using a Big-Data Deep-Learning Framework for Assessing Physical Telerehabilitation: A Proof-of-Concept. Healthcare (Basel) 2023; 11:healthcare11040507. [PMID: 36833041 PMCID: PMC9957301 DOI: 10.3390/healthcare11040507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 01/20/2023] [Accepted: 02/07/2023] [Indexed: 02/11/2023] Open
Abstract
The consolidation of telerehabilitation for the treatment of many diseases over the last decades is a consequence of its cost-effective results and its ability to offer access to rehabilitation in remote areas. Telerehabilitation operates over a distance, so vulnerable patients are never exposed to unnecessary risks. Despite its low cost, the need for a professional to assess therapeutic exercises and proper corporal movements online should also be mentioned. The focus of this paper is on a telerehabilitation system for patients suffering from Parkinson's disease in remote villages and other less accessible locations. A full-stack is presented using big data frameworks that facilitate communication between the patient and the occupational therapist, the recording of each session, and real-time skeleton identification using artificial intelligence techniques. Big data technologies are used to process the numerous videos that are generated during the course of treating simultaneous patients. Moreover, the skeleton of each patient can be estimated using deep neural networks for automated evaluation of corporal exercises, which is of immense help to the therapists in charge of the treatment programs.
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Khandan A, Fathian R, Carey JP, Rouhani H. Assessment of Three-Dimensional Kinematics of High- and Low-Calibre Hockey Skaters on Synthetic ice Using Wearable Sensors. SENSORS (BASEL, SWITZERLAND) 2022; 23:334. [PMID: 36616932 PMCID: PMC9824202 DOI: 10.3390/s23010334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 12/26/2022] [Accepted: 12/26/2022] [Indexed: 06/17/2023]
Abstract
Hockey skating objective assessment can help coaches detect players’ performance drop early and avoid fatigue-induced injuries. This study aimed to calculate and experimentally validate the 3D angles of lower limb joints of hockey skaters obtained by inertial measurement units and explore the effectiveness of the on-ice distinctive features measured using these wearable sensors in differentiating low- and high-calibre skaters. Twelve able-bodied individuals, six high-calibre and six low-calibre skaters, were recruited to skate forward on a synthetic ice surface. Five IMUs were placed on their dominant leg and pelvis. The 3D lower-limb joint angles were obtained by IMUs and experimentally validated against those obtained by a motion capture system with a maximum root mean square error of 5 deg. Additionally, among twelve joint angle-based distinctive features identified in other on-ice studies, only three were significantly different (p-value < 0.05) between high- and low-calibre skaters in this synthetic ice experiment. This study thus indicated that skating on synthetic ice alters the skating patterns such that the on-ice distinctive features can no longer differentiate between low- and high-calibre skating joint angles. This wearable technology has the potential to help skating coaches keep track of the players’ progress by assessing the skaters’ performance, wheresoever.
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Kia K, Bae HT, Johnson PW, Dennerlein JT, Kim JH. Evaluation of vertical and multi-axial suspension seats for reducing vertical-dominant and multi-axial whole body vibration and associated neck and low back joint torque and muscle activity. ERGONOMICS 2022; 65:1696-1710. [PMID: 35257643 DOI: 10.1080/00140139.2022.2051611] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Accepted: 02/28/2022] [Indexed: 06/14/2023]
Abstract
The primary aim of this laboratory-based human subject study was to evaluate the biomechanical loading associated with mining vehicles' multi-axial whole body vibration (WBV) by comparing joint torque and muscle activity in the neck and low back during three vibration conditions: mining vehicles' multi-axial, on-road vehicles' vertical-dominant, and no vibration. Moreover, the secondary aim was to determine the efficacy of a vertical passive air suspension and a prototype multi-axial active suspension seat in reducing WBV exposures and associated biomechanical loading measures. The peak joint torque and muscle activity in the neck and low back were higher when exposed to multi-axial vibration compared to the vertical-dominant or no vibration condition. When comparing the two suspension seats, there were limited differences in WBV, joint torque, and muscle activity. These results indicate that there is a need to develop more effective engineering controls to lower exposures to multi-axial WBV and related biomechanical loading. Practitioner Summary: This study found that mining vehicles' multi-axial WBV can increase biomechanical loading in the neck and back more so than on-road vehicles' vertical-dominant WBV. While a newly-developed multi-axial active suspension seat slightly reduced the overall WBV exposures, the results indicate that more effective engineering controls should be developed. Abbreviation: APDF: amplitude probability density function; Aw: weighted average vibration; BMI: body mass index; C7: The 7th cervical vertebra; EMG: electromyography; ES: erector spinae; IRB: institutional review board; ISO: International Organization for Standardization; L5/S1: the fifth lumbar vertebra (L5)/the first sacral vertebra(S1); MSDs: musculoskeletal disorders; MVC: maximum voluntary contraction; PSD: power spectral density; RVC: reference voluntary contraction; SCM: sternocleidomastoid; SD: standard deviation; SPL: splenius capitis; TRAP: trapezius; VDV: vibration dose value; WBV: whole body vibration.
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Affiliation(s)
- Kiana Kia
- School of Mechanical, Industrial, and Manufacturing Engineering, Oregon State University, Corvallis, OR, USA
| | - Harold T Bae
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, OR, USA
| | - Peter W Johnson
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Jack T Dennerlein
- Bouvé College of Health Sciences, Northeastern University, Boston, MA, USA
| | - Jeong Ho Kim
- School of Mechanical, Industrial, and Manufacturing Engineering, Oregon State University, Corvallis, OR, USA
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, OR, USA
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Lau KKL, Kwan KYH, Cheung JPY, Chow W, Law KKP, Wong AYL, Chow DHK, Cheung KMC. Reliability of a three-dimensional spinal proprioception assessment for patients with adolescent idiopathic scoliosis. EUROPEAN SPINE JOURNAL : OFFICIAL PUBLICATION OF THE EUROPEAN SPINE SOCIETY, THE EUROPEAN SPINAL DEFORMITY SOCIETY, AND THE EUROPEAN SECTION OF THE CERVICAL SPINE RESEARCH SOCIETY 2022; 31:3013-3019. [PMID: 35922635 DOI: 10.1007/s00586-022-07338-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 03/18/2022] [Accepted: 07/20/2022] [Indexed: 06/15/2023]
Abstract
PURPOSE Although it is evident that some patients with adolescent idiopathic scoliosis (AIS) have proprioceptive deficit in peripheral joints, knowledge on the proprioceptive function of the deformed spine is limited. Nonetheless, spinal proprioception in AIS may be affected three-dimensionally, prior studies only focussed on evaluating peripheral proprioception in single plane. Therefore, this study aimed to develop a novel spinal proprioception assessment using three-dimensional motion analysis in patients with AIS. METHODS Participants were included if they had a primary diagnosis of AIS who did not receive or failed conservative treatments. Three trunk repositioning tests involving flexion-extension, lateral-flexion, and axial-rotation were conducted. A three-dimensional kinematics of the trunk was used as the outcome measures. The proprioceptive acuity was quantified by the repositioning error. The intra-examiner and test-retest reliability were analysed by the intraclass correlation coefficient (ICC). RESULTS Fifty-nine patients with AIS were recruited. Regarding the trunk flexion-extension test, the single measure ICC showed moderate reliability (0.46) and the average measures ICC demonstrated good reliability (0.72). As for the trunk lateral-flexion test, the reliability of single measure and average measures ICC was moderate (0.44) and good (0.70) reliability, respectively. For the trunk axial-rotation test, the single measure ICC indicated fair reliability (0.32), while the average measures ICC showed moderate reliability (0.59). CONCLUSION This is the first study to evaluate the reliability of novel three-dimensional spinal proprioception assessments in patients with AIS. The trunk flexion-extension repositioning test may be preferable clinical test given its highest reliability.
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Affiliation(s)
- Kenney Ki-Lee Lau
- Department of Orthopaedics and Traumatology, The University of Hong Kong, Pokfulam, Hong Kong
| | - Kenny Yat-Hong Kwan
- Department of Orthopaedics and Traumatology, The University of Hong Kong, Pokfulam, Hong Kong
| | - Jason Pui-Yin Cheung
- Department of Orthopaedics and Traumatology, The University of Hong Kong, Pokfulam, Hong Kong
| | - Wang Chow
- Department of Orthopaedics and Traumatology, The Duchess of Kent Children's Hospital, Pokfulam, Hong Kong
| | - Karlen Ka-Pui Law
- Department of Orthopaedics and Traumatology, The University of Hong Kong, Pokfulam, Hong Kong
| | - Arnold Yu-Lok Wong
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hung Hom, Hong Kong
| | - Daniel Hung-Kay Chow
- Department of Health and Physical Education, The Education University of Hong Kong, Tai Po, Hong Kong
| | - Kenneth Man-Chee Cheung
- Department of Orthopaedics and Traumatology, The University of Hong Kong, Pokfulam, Hong Kong.
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Liu C, Kadja T, Chodavarapu VP. Experimental Evaluation of Sensor Fusion of Low-Cost UWB and IMU for Localization under Indoor Dynamic Testing Conditions. SENSORS (BASEL, SWITZERLAND) 2022; 22:8156. [PMID: 36365854 PMCID: PMC9659066 DOI: 10.3390/s22218156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 10/18/2022] [Accepted: 10/20/2022] [Indexed: 06/16/2023]
Abstract
Autonomous systems usually require accurate localization methods for them to navigate safely in indoor environments. Most localization methods are expensive and difficult to set up. In this work, we built a low-cost and portable indoor location tracking system by using Raspberry Pi 4 computer, ultra-wideband (UWB) sensors, and inertial measurement unit(s) (IMU). We also developed the data logging software and the Kalman filter (KF) sensor fusion algorithm to process the data from a low-power UWB transceiver (Decawave, model DWM1001) module and IMU device (Bosch, model BNO055). Autonomous systems move with different velocities and accelerations, which requires its localization performance to be evaluated under diverse motion conditions. We built a dynamic testing platform to generate not only the ground truth trajectory but also the ground truth acceleration and velocity. In this way, our tracking system's localization performance can be evaluated under dynamic testing conditions. The novel contributions in this work are a low-cost, low-power, tracking system hardware-software design, and an experimental setup to observe the tracking system's localization performance under different dynamic testing conditions. The testing platform has a 1 m translation length and 80 μm of bidirectional repeatability. The tracking system's localization performance was evaluated under dynamic conditions with eight different combinations of acceleration and velocity. The ground truth accelerations varied from 0.6 to 1.6 m/s2 and the ground truth velocities varied from 0.6 to 0.8 m/s. Our experimental results show that the location error can reach up to 50 cm under dynamic testing conditions when only relying on the UWB sensor, with the KF sensor fusion of UWB and IMU, the location error decreases to 13.7 cm.
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Lv L, Yang J, Gu F, Fan J, Zhu Q, Liu X. Validity and Reliability of a Depth Camera-Based Quantitative Measurement for Joint Motion of the Hand. JOURNAL OF HAND SURGERY GLOBAL ONLINE 2022; 5:39-47. [PMID: 36704372 PMCID: PMC9870814 DOI: 10.1016/j.jhsg.2022.08.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 08/23/2022] [Indexed: 01/18/2023] Open
Abstract
Purpose Quantitative measurement of hand motion is essential in evaluating hand function. This study aimed to investigate the validity and reliability of a novel depth camera-based contactless automatic measurement system to assess hand range of motion and its potential benefits in clinical applications. Methods Five hand gestures were designed to evaluate the hand range of motion using a depth camera-based measurement system. Seventy-one volunteers were enrolled in performing the designed hand gestures. Then, the hand range of motion was measured with the depth camera and manual procedures. System validity was evaluated based on 3 dimensions: repeatability, within-laboratory precision, and reproducibility. For system reliability, linear evaluation, the intraclass correlation coefficient, paired t -test and bias were employed to test the consistency and difference between the depth camera and manual procedures. Results When measuring phalangeal length, repeatability, within-laboratory precision, and reproducibility were 2.63%, 12.87%, and 27.15%, respectively. When measuring angles of hand motion, the mean repeatability and within-laboratory precision were 1.2° and 3.3° for extension of 5 digits, 2.7° and 10.2° for flexion of 4 fingers, and 3.1° and 5.3° for abduction of 4 metacarpophalangeal joints, respectively. For system reliability, the results showed excellent consistency (intraclass correlation coefficient = 0.823; P < .05) and good linearity with the manual procedures (r = 0.909-0.982, approximately; P < .001). Besides, 78.3% of the measurements were clinically acceptable. Conclusions Our depth camera-based evaluation system provides acceptable validity and reliability in measuring hand range of motion and offers potential benefits for clinical care and research in hand surgery. However, further studies are required before clinical application. Clinical relevance This study suggests a depth camera-based contactless automatic measurement system holds promise for assessing hand range of motion in hand function evaluation, diagnosis, and rehabilitation for medical staff. However, it is currently not adequate for all clinical applications.
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Affiliation(s)
- Lulu Lv
- Department of Microsurgery, Orthopaedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Jiantao Yang
- Department of Microsurgery, Orthopaedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong, China,Guangdong Province Engineering Laboratory for Soft Tissue Biofabrication, Sun Yat-sen University, Guangzhou, Guangdong, China,Guangdong Provincial Key Laboratory for Orthopaedics and Traumatology, Guangzhou, Guangdong, China
| | - Fanbin Gu
- Department of Microsurgery, Orthopaedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Jingyuan Fan
- Department of Microsurgery, Orthopaedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Qingtang Zhu
- Department of Microsurgery, Orthopaedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong, China,Guangdong Province Engineering Laboratory for Soft Tissue Biofabrication, Sun Yat-sen University, Guangzhou, Guangdong, China,Guangdong Provincial Key Laboratory for Orthopaedics and Traumatology, Guangzhou, Guangdong, China
| | - Xiaolin Liu
- Department of Microsurgery, Orthopaedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong, China,Guangdong Province Engineering Laboratory for Soft Tissue Biofabrication, Sun Yat-sen University, Guangzhou, Guangdong, China,Guangdong Provincial Key Laboratory for Orthopaedics and Traumatology, Guangzhou, Guangdong, China,Corresponding author: Xiaolin Liu, MD, Department of Microsurgery, Orthopaedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, No. 58, Zhong Shan Er Lu, Guangzhou, Guangdong 510080, China.
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Cao B, Zhou X, Zhang SP, Zhu QG, Kong LJ, Fang M. Effect of traditional Chinese manual therapy on alleviating pain and dysfunction of lumbar disc herniation: a randomized controlled pilot study. Am J Transl Res 2022; 14:6941-6952. [PMID: 36398213 PMCID: PMC9641462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 08/20/2022] [Indexed: 06/16/2023]
Abstract
OBJECTIVE To investigate the effect of traditional Chinese manual therapy (TCMT) in alleviating pain and dysfunction in patients with lumbar disc herniation (LDH). METHODS Sixty-six patients with LDH were recruited as the study cohort and randomly assigned to an observation group and a control group. The patients in the observation group underwent TCMT, whereas those in the control group underwent conventional lumbar traction (LT). The observed indexes comprised primary index, which referred to clinical efficacy, and secondary indexes, which include Simplified McGill Pain Questionnaire, Oswestry Disability Index (ODI), range of motion (ROM) of the lumbar spine, difference in muscle tone (MT) and pressure pain threshold (PPT) of the bilateral erector spinae, and serum inflammatory factor levels. RESULTS The total effective rate was significantly higher in the observation group than in the control group (96.67% vs. 66.67%, P < 0.001). Compared with the control group after treatment, patients in the observation group had significantly lower ODI, pain rating index, visual analog scale and present pain intensity scores (all P < 0.05), and had significantly smaller differences in MT and PPT of the bilateral erector spinae (both P < 0.001), but had remarkably greater ROM of the lumbar spine (P < 0.001). In addition, interleukin (IL)-6, IL-8, and interferon-γ concentrations in the observation group were significantly lower than those in the control group after treatment (all P < 0.05). CONCLUSION TCMT has positive effects on alleviating pain and improving dysfunction of patients with LDH and helps in reducing serum inflammatory factor levels.
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Affiliation(s)
- Ben Cao
- Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese MedicineShanghai, China
| | - Xin Zhou
- Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese MedicineShanghai, China
- Institute of Tuina, Shanghai Institute of Traditional Chinese MedicineShanghai, China
| | - Shuai-Pan Zhang
- Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese MedicineShanghai, China
| | - Qing-Guang Zhu
- Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese MedicineShanghai, China
- Institute of Tuina, Shanghai Institute of Traditional Chinese MedicineShanghai, China
| | - Ling-Jun Kong
- Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese MedicineShanghai, China
- Institute of Tuina, Shanghai Institute of Traditional Chinese MedicineShanghai, China
| | - Min Fang
- Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese MedicineShanghai, China
- Institute of Tuina, Shanghai Institute of Traditional Chinese MedicineShanghai, China
- Shuguang Hospital, Shanghai University of Traditional Chinese MedicineShanghai, China
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Boulenger V, Finos L, Koun E, Salemme R, Desoche C, Roy AC. Up right, not right up: Primacy of verticality in both language and movement. Front Hum Neurosci 2022; 16:981330. [PMID: 36248682 PMCID: PMC9558293 DOI: 10.3389/fnhum.2022.981330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Accepted: 09/09/2022] [Indexed: 11/28/2022] Open
Abstract
When describing motion along both the horizontal and vertical axes, languages from different families express the elements encoding verticality before those coding for horizontality (e.g., going up right instead of right up). In light of the motor grounding of language, the present study investigated whether the prevalence of verticality in Path expression also governs the trajectory of arm biological movements. Using a 3D virtual-reality setting, we tracked the kinematics of hand pointing movements in five spatial directions, two of which implied the vertical and horizontal vectors equally (i.e., up right +45° and bottom right −45°). Movement onset could be prompted by visual or auditory verbal cues, the latter being canonical in French (“en haut à droite”/up right) or not (“à droite en haut”/right up). In two experiments, analyses of the index finger kinematics revealed a significant effect of gravity, with earlier acceleration, velocity, and deceleration peaks for upward (+45°) than downward (−45°) movements, irrespective of the instructions. Remarkably, confirming the linguistic observations, we found that vertical kinematic parameters occurred earlier than horizontal ones for upward movements, both for visual and congruent verbal cues. Non-canonical verbal instructions significantly affected this temporal dynamic: for upward movements, the horizontal and vertical components temporally aligned, while they reversed for downward movements where the kinematics of the vertical axis was delayed with respect to that of the horizontal one. This temporal dynamic is so deeply anchored that non-canonical verbal instructions allowed for horizontality to precede verticality only for movements that do not fight against gravity. Altogether, our findings provide new insights into the embodiment of language by revealing that linguistic path may reflect the organization of biological movements, giving priority to the vertical axis.
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Affiliation(s)
- Véronique Boulenger
- Laboratoire Dynamique Du Langage, UMR 5596, CNRS/University Lyon 2, Lyon, France
- *Correspondence: Véronique Boulenger,
| | - Livio Finos
- Department of Statistical Sciences, University of Padua, Padua, Italy
| | - Eric Koun
- Integrative Multisensory Perception Action & Cognition Team (IMPACT), Lyon Neuroscience Research Center, INSERM U1028, CNRS U5292, University Lyon 1, Lyon, France
| | - Roméo Salemme
- Integrative Multisensory Perception Action & Cognition Team (IMPACT), Lyon Neuroscience Research Center, INSERM U1028, CNRS U5292, University Lyon 1, Lyon, France
- Neuro-Immersion, Lyon Neuroscience Research Center, Lyon, France
| | - Clément Desoche
- Integrative Multisensory Perception Action & Cognition Team (IMPACT), Lyon Neuroscience Research Center, INSERM U1028, CNRS U5292, University Lyon 1, Lyon, France
- Neuro-Immersion, Lyon Neuroscience Research Center, Lyon, France
| | - Alice C. Roy
- Laboratoire Dynamique Du Langage, UMR 5596, CNRS/University Lyon 2, Lyon, France
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Tazawa M, Arii H, Ibe Y, Kobayashi H, Chikuda H, Wada N. Effects of Walking With a Cane on Frontal Plane Hip Joint Loading in Patients With Late-Stage Unilateral Hip Osteoarthritis. Arch Rehabil Res Clin Transl 2022; 4:100209. [PMID: 36123985 PMCID: PMC9482035 DOI: 10.1016/j.arrct.2022.100209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022] Open
Abstract
Objective To investigate the effects of walking with a cane on frontal plain bilateral hip joint loading in patients with late-stage unilateral hip osteoarthritis (OA). Design Nonrandomized experimental design. Setting Urban inpatient hospital. Participants Adults (men, n=10; women, n=17) with osteoarthritis who were scheduled for total hip arthroplasty (N=27). Intervention Gait with and without a T-cane was assessed using a 3-dimensional motion analysis system. Main Outcome Measures Peak hip adduction moment and hip adduction moment impulse, vertical ground reaction force, and ground reaction force impulse were assessed under 4 different conditions: OA side vs non-OA side with non-cane gait, OA side vs non-OA side with cane gait, non-cane vs cane gait on OA side, and non-cane vs cane gait on non-OA side. The lateral trunk lean angle in the stance phase on both sides was compared between with and without a cane. Pain during walking with and without a cane was also determined using a visual analog scale (0=no pain; 100=most painful). Results Walking with a cane reduced the peak hip adduction moment from an average of 0.76 to 0.57 Nm/kg (reduction approximately 25%) and the mean hip adduction moment impulse from 50.58 to 42.78 Nm/kg (reduction approximately 15%) on the affected side. Walking with a cane reduced the peak ground reaction force from an average of 10.15 to 9.20 N/kg but did not markedly affect the mean ground reaction force impulse on the affected side. The mean impulse of vertical ground force and hip adduction moment on the nonaffected side with a T-cane was larger than that without a cane (940.4 vs 899.2, 73.7 vs 68.8, respectively), albeit without statistical significance. The mean lateral trunk lean angle on the affected side was 5.85±3.95 degrees with a non-cane gait and 4.46±2.66 degrees with a T-cane gait, showing a significant difference. Furthermore, walking with a cane was associated with a significant decrease in the visual analog scale of pain from 42.1 to 26.4. Conclusion These findings indicate that walking with a cane reduces the load and pain on the affected hip joint. The effect of the cane on the trunk lean was small, but it is worth noting that walking with a cane may increase the load on the healthy side.
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Affiliation(s)
- Masayuki Tazawa
- Department of Rehabilitation Medicine, Gunma University Graduate School of Medicine
| | - Hironori Arii
- Department of Rehabilitation Medicine, Gunma University Graduate School of Medicine
| | - Yoko Ibe
- Department of Rehabilitation Medicine, Gunma University Graduate School of Medicine
| | - Hiroki Kobayashi
- Department of Orthopaedic Surgery, Gunma University Graduate School of Medicine
| | - Hirotaka Chikuda
- Department of Orthopaedic Surgery, Gunma University Graduate School of Medicine
| | - Naoki Wada
- Department of Rehabilitation Medicine, Gunma University Graduate School of Medicine
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Kim SE. Reducing Knee Joint Load during a Golf Swing: The Effects of Ball Position Modification at Address. J Sports Sci Med 2022; 21:394-401. [PMID: 36157394 PMCID: PMC9459761 DOI: 10.52082/jssm.2022.394] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 07/26/2022] [Indexed: 06/01/2023]
Abstract
As the modern golf swing has changed, the incidence of knee pain in professional golfers is increasing. For those with previous knee injuries, developing a golf-swing modification that reduces knee loading may be necessary to recover performance after injury. The purpose of this study was to test whether ball position modification reduces knee joint load in a golf swing. Thirteen male professional golfers participated in the study. Golf swings were captured using a three-dimensional motion capture system and two force platforms, with conditions for self-selected ball position and eight additional ball positions. Knee internal rotation and adduction moments were calculated. The length of one golf ball (4.27 cm) backward ball position (closer to the golfer) significantly reduced the peak internal rotation moment of the lead knee (- 13.8%) (p < 0.001) and the length of one golf ball (4.27 cm) away from the target ball position significantly reduced the peak adduction moment of the lead knee (- 11.5%) (p < 0.001) compared with that of the self-selected ball position. Based on these observations, we conclude that the backward ball position modification might be suggested for golfers with anterior cruciate ligament injuries, and the away from the target modification might be suggested for golfers with medial compartment knee osteoarthritis.
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Affiliation(s)
- Sung Eun Kim
- Frontier Research Institute of Convergence Sports Science, Yonsei University, Seoul, Korea
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Duong HT, Suh YS. A Human Gait Tracking System Using Dual Foot-Mounted IMU and Multiple 2D LiDARs. SENSORS (BASEL, SWITZERLAND) 2022; 22:6368. [PMID: 36080829 PMCID: PMC9459721 DOI: 10.3390/s22176368] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 08/22/2022] [Accepted: 08/22/2022] [Indexed: 06/15/2023]
Abstract
This paper proposes a human gait tracking system using a dual foot-mounted IMU and multiple 2D LiDARs. The combining system aims to overcome the disadvantages of each single sensor system (the short tracking range of the single 2D LiDAR and the drift errors of the IMU system). The LiDARs act as anchors to mitigate the errors of an inertial navigation algorithm. In our system, two 2D LiDARs are used. LiDAR 1 is placed around the starting point, and LiDAR 2 is placed at the ending point (in straight walking) or at the turning point (in rectangular path walking). Using the LiDAR 1, we can estimate the initial headings and positions of each IMU without any calibration process. We also propose a method to calibrate two LiDARs that are placed far apart. Then, the measurement from two LiDARs can be combined in a Kalman filter and the smoother algorithm to correct the two estimated feet trajectories. If straight walking is detected, we update the current stride heading and the foot position using the previous stride headings. Then, it is used as a measurement update in the Kalman filter. In the smoother algorithm, a step width constraint is used as a measurement update. We evaluate the stride length estimation through a straight walking experiment along a corridor. The root mean square errors compared with an optical tracking system are less than 3 cm. The performance of proposed method is also verified with a rectangular path walking experiment.
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Martínez-Silva B, Diéguez-Pérez M. Review on Mandibular Muscle Kinematics. SENSORS 2022; 22:s22155769. [PMID: 35957324 PMCID: PMC9371193 DOI: 10.3390/s22155769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 07/26/2022] [Accepted: 07/27/2022] [Indexed: 12/02/2022]
Abstract
The complexity of mandibular dynamics encourages constant research as a vehicle to improve oral health. The gold standard motion capture system might help us to understand its functioning and its relation to body position, aiming to perform an exhaustive bibliographic review in the Dentistry field. Six different electronic databases were used (Dentistry & Oral Sciences Source, Scopus, Web of Science, PubMed, CINAHL and SPORTDiscus) in April 2022. The selection criteria includes a biography, critical analysis, and the full text from 1984 to April 2022, based on the odontological gold standard, whether or not in combination with additional devices. Clinical cases, bibliographic reviews or meta-analysis and grey literature were excluded. The checklist of the critical assessment methodology by Joanna Brigs was used (JBI). After choosing scientific articles published in peer-reviewed journals, 23 out of 186 investigations were classified as eligible with a total of 384 participants. The issue being addressed is related to the speech properties, posture and body movement in relation to dento-oro-facial muscle and facial analysis, mandibular kinematics and mandibular dynamics during the mastication process. The markers arrangement depends on the dynamic to be analysed. From a physiologic and pathologic perspective, the applications of the optic system are relevant in Dentistry. The scarcity of literature obtained implies the need for future research.
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Affiliation(s)
- Beatriz Martínez-Silva
- Faculty of Biomedicine and Health Sciences, European University of Madrid, 28670 Villaviciosa de Odón, Spain;
| | - Montserrat Diéguez-Pérez
- Preclinical Dentistry Department, Faculty of Biomedicine and Health Sciences, European University of Madrid, C. Tajo s/n, 28670 Villaviciosa de Odón, Spain
- Correspondence:
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Alarcón-Aldana AC, Callejas-Cuervo M, Bastos-Filho T, Bó APL. A Kinematic Information Acquisition Model That Uses Digital Signals from an Inertial and Magnetic Motion Capture System. SENSORS (BASEL, SWITZERLAND) 2022; 22:4898. [PMID: 35808393 PMCID: PMC9269534 DOI: 10.3390/s22134898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 06/15/2022] [Accepted: 06/23/2022] [Indexed: 11/29/2022]
Abstract
This paper presents a model that enables the transformation of digital signals generated by an inertial and magnetic motion capture system into kinematic information. First, the operation and data generated by the used inertial and magnetic system are described. Subsequently, the five stages of the proposed model are described, concluding with its implementation in a virtual environment to display the kinematic information. Finally, the applied tests are presented to evaluate the performance of the model through the execution of four exercises on the upper limb: flexion and extension of the elbow, and pronation and supination of the forearm. The results show a mean squared error of 3.82° in elbow flexion-extension movements and 3.46° in forearm pronation-supination movements. The results were obtained by comparing the inertial and magnetic system versus an optical motion capture system, allowing for the identification of the usability and functionality of the proposed model.
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Affiliation(s)
| | - Mauro Callejas-Cuervo
- Faculty of Engineering, Universidad Pedagógica y Tecnológica de Colombia, Tunja 150002, Colombia;
| | - Teodiano Bastos-Filho
- Postgraduate Program in Electrical Engineering, Federal University of Espírito Santo, Vitória 29075-910, Brazil;
| | - Antônio Padilha Lanari Bó
- School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane 4072, Australia;
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Usami T, Nishida K, Iguchi H, Okumura T, Sakai H, Ida R, Horiba M, Kashima S, Sahashi K, Asai H, Nagaya Y, Murakami H, Ueki Y, Kuroyanagi G. Evaluation of lower extremity gait analysis using Kinect V2 ® tracking system. SICOT J 2022; 8:27. [PMID: 35748723 PMCID: PMC9231176 DOI: 10.1051/sicotj/2022027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Accepted: 05/23/2022] [Indexed: 11/22/2022] Open
Abstract
Introduction: Microsoft Kinect V2® (Kinect) is a peripheral device of Xbox® and acquires information such as depth, posture, and skeleton definition. In this study, we investigated whether Kinect can be used for human gait analysis. Methods: Ten healthy volunteers walked 20 trials, and each walk was recorded by a Kinect and infrared- and marker-based-motion capture system. Pearson’s correlation and overall agreement with a method of meta-analysis of Pearson’s correlation coefficient were used to assess the reliability of each parameter, including gait velocity, gait cycle time, step length, hip and knee joint angle, ground contact time of foot, and max ankle velocity. Hip and knee angles in one gait cycle were calculated in Kinect and motion capture groups. Results: The coefficients of correlation for gait velocity (r = 0.92), step length (r = 0.81) were regarded as strong reliability. Gait cycle time (r = 0.65), minimum flexion angle of hip joint (r = 0.68) were regarded as moderate reliability. The maximum flexion angle of the hip joint (r = 0.43) and maximum flexion angle of the knee joint (r = 0.54) were regarded as fair reliability. Minimum flexion angle of knee joint (r = 0.23), ground contact time of foot (r = 0.23), and maximum ankle velocity (r = 0.22) were regarded as poor reliability. The method of meta-analysis revealed that participants with small hip and knee flexion angles tended to have poor correlations in maximum flexion angle of hip and knee joints. Similar trajectories of hip and knee angles were observed in Kinect and motion capture groups. Conclusions: Our results strongly suggest that Kinect could be a reliable device for evaluating gait parameters, including gait velocity, gait cycle time, step length, minimum flexion angle of the hip joint, and maximum flexion angle of the knee joint.
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Affiliation(s)
- Takuya Usami
- Department of Orthopedic Surgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan - Nagoya City University East Medical Center, Nagoya, Aichi 464-8547, Japan
| | - Kazuki Nishida
- Center for Advanced Medicine and Clinical Research Nagoya University Hospital, Nagoya, Aichi 466-8560, Japan
| | - Hirotaka Iguchi
- Department of Orthopedic Surgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan
| | - Taro Okumura
- National Hospital Organization Toyohashi Medical Center, Nagoya, Aichi 440-8510, Japan
| | - Hiroaki Sakai
- Department of Orthopedic Surgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan
| | - Ruido Ida
- Department of Orthopedic Surgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan
| | - Mitsuya Horiba
- Department of Rehabilitation Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan
| | - Shuuto Kashima
- Department of Rehabilitation Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan
| | - Kento Sahashi
- Department of Rehabilitation Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan
| | - Hayato Asai
- Department of Rehabilitation Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan
| | - Yuko Nagaya
- Nagoya City University East Medical Center, Nagoya, Aichi 464-8547, Japan
| | - Hideki Murakami
- Department of Orthopedic Surgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan
| | - Yoshino Ueki
- Department of Rehabilitation Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan
| | - Gen Kuroyanagi
- Department of Orthopedic Surgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan - Department of Rehabilitation Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi 467-8601, Japan
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