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Kaya RD, Hastilow K, Owen KM, Zimmerman EM, Rosenfeldt AB, Alberts JL. An Augmented Reality Rifle Qualification Test for Return-to-Duty Assessment in Service Members. Mil Med 2024:usae028. [PMID: 38422491 DOI: 10.1093/milmed/usae028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 10/18/2023] [Accepted: 01/31/2024] [Indexed: 03/02/2024] Open
Abstract
INTRODUCTION Variability in return-to-duty (RTD) decision-making following mild traumatic brain injury (mTBI) is a threat to troop readiness. Current RTD assessments lack military-specific tasks and quantitative outcomes to inform stakeholders of a service member's (SM) capacity to successfully perform military duties. Augmented reality (AR), which places digital assets in a user's physical environment, provides a technological vehicle to deliver military-relevant tasks to a SM to be used in the RTD decision-making process. In addition to delivering digital content, AR headsets provide biomechanical data that can be used to assess the integrity of the central nervous system in movement control following mTBI. The objective of this study was to quantify cognitive and motor performance on an AR rifle qualification test (RQT) in a group of neurologically healthy military SMs. MATERIALS AND METHODS Data were collected from 111 healthy SMs who completed a basic (single-task) and complex (dual-task) RQT with a simulated M4 rifle. The complex scenario required the SM to perform the RQT while simultaneously answering arithmetic problems. Position data from the AR headset were used to capture postural sway, and the built-in microphone gathered responses to the arithmetic problems. RESULTS There were no differences in the number of targets hit, trigger pull reaction time, and transition time from kneeling to standing between the basic and complex scenarios. A significant worsening in postural sway following kneel-to-stand transition was observed in the complex scenario. The average reaction time to answer the arithmetic problems was nearly 2 times slower than the average reaction time to pull the trigger to a displayed target in the complex scenario. CONCLUSION The complex scenario provoked dual-task interference in SMs as evidenced by worsening postural sway and reaction time differences between the cognitive and motor tasks. An AR RQT provides objective and quantitative outcomes during a military-specific task. Greater precision in evaluating cognitive and motor performance during a military-relevant task has the potential to aid in the detection and management of SMs and their RTD following MTBI.
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Affiliation(s)
- Ryan D Kaya
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH 44195, USA
| | - Karissa Hastilow
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH 44195, USA
| | - Kelsey M Owen
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH 44195, USA
| | - Eric M Zimmerman
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH 44195, USA
| | - Anson B Rosenfeldt
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH 44195, USA
| | - Jay L Alberts
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH 44195, USA
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH 44195, USA
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Rosenfeldt AB, Kaya RD, Owen K, Hastilow K, Scelina K, Scelina L, Miller Koop M, Zimmerman E, Alberts JL. Development of the Troop Readiness Evaluation With Augmented Reality Return-to-Duty (Troop READY) Platform to Aid in the Detection and Treatment of Military Mild Traumatic Brain Injury. Mil Med 2023; 188:67-74. [PMID: 37948246 DOI: 10.1093/milmed/usad027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 01/12/2023] [Accepted: 01/25/2023] [Indexed: 11/12/2023] Open
Abstract
INTRODUCTION Mild traumatic brain injury (mTBI) is prevalent in service members (SMs); however, there is a lack of consensus on the appropriate approach to return to duty (RTD). Head-mounted augmented reality technology, such as the HoloLens 2, can create immersive, salient environments to more effectively evaluate relevant military task performance. The Troop Readiness Evaluation with Augmented Reality Return-to-Duty (READY) platform was developed to objectively quantify cognitive and motor performance during military-specific activities to create a comprehensive approach to aid in mTBI detection and facilitate appropriate RTD. The aim of this project was to detail the technical development of the Troop READY platform, the outcomes, and its potential role in the aiding detection and RTD decision-making post mTBI. The secondary aim included evaluating the safety, feasibility, and SM usability of the Troop READY platform. MATERIALS AND METHODS The Troop READY platform comprises three assessment modules of progressing complexity: (1) Static and Dynamic Mobility, (2) Rifle Qualification Test, and (3) Small Unit Operations Capacity-Room Breach/Clearing Exercise. The modules were completed by 137 active duty SMs. Safety was assessed through monitoring of adverse events. Feasibility was assessed using the self-directed module completion rate. Usability was measured using the Systems Usability Scale. RESULTS No adverse events occurred. Completion rates of the three modules ranged from 98 to 100%. In terms of usability, the mean Systems Usability Scale score of all participants was 83.92 (13.95), placing the Troop READY platform in the good-to-excellent category. Objective motor and cognitive outcomes were generated for each module. CONCLUSION The Troop READY platform delivers self-directed, salient assessment modules to quantify single-task, dual-task, and unit-based performance in SMs. The resultant data provide insight into SM performance through objective outcomes and identify specific areas of executive or motor function that may be slow to recover following mTBI.
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Affiliation(s)
- Anson B Rosenfeldt
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH 44195, USA
| | - Ryan D Kaya
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH 44195, USA
| | - Kelsey Owen
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH 44195, USA
| | - Karissa Hastilow
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH 44195, USA
| | - Kathryn Scelina
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH 44195, USA
| | - Logan Scelina
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH 44195, USA
| | - Mandy Miller Koop
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH 44195, USA
| | - Eric Zimmerman
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH 44195, USA
| | - Jay L Alberts
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH 44195, USA
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH 44195, USA
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Alberts JL, Kaya RD, Penko AL, Streicher M, Zimmerman EM, Davidson S, Walter BL, Rosenfeldt AB. A Randomized Clinical Trial to Evaluate a Digital Therapeutic to Enhance Gait Function in Individuals With Parkinson's Disease. Neurorehabil Neural Repair 2023; 37:603-616. [PMID: 37465959 DOI: 10.1177/15459683231184190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/20/2023]
Abstract
BACKGROUND Postural instability and gait dysfunction (PIGD) is a cardinal symptom of Parkinson's disease (PD) and is exacerbated under dual-task conditions. Dual-task training (DTT), enhances gait performance, however it is time and cost intensive. Digitizing DTT via the Dual-task Augmented Reality Treatment (DART) platform can expand the availability of an effective intervention to address PIGD. OBJECTIVE The aim of this project was to evaluate DART in the treatment of PIGD in people with PD compared to a Traditional DTT intervention. It was hypothesized that both groups would exhibit significant improvements in gait, and the improvements for the DART group would be non-inferior to Traditional DTT. METHODS A single-blind randomized controlled trial was conducted with 47 PD participants with PIGD. Both groups completed 16 therapeutic sessions over 8 weeks; the DART platform delivered DTT via the Microsoft HoloLens2. Primary outcomes included clinical ratings and single- and dual-task gait biomechanical outcomes. RESULTS Clinical measures of PD symptoms remained stable for DART and Traditional DTT groups. However, both groups exhibited a significant increase in gait velocity, cadence, and step length during single- and multiple dual-task conditions following the interventions. Improvements in gait velocity in the DART group were non-inferior to Traditional DTT under the majority of conditions. CONCLUSION Non-inferior improvements in gait parameters across groups provides evidence of the DART platform being an effective digital therapeutic capable of improving PIGD. Effective digital delivery of DTT has the potential to increase use and accessibility to a promising, yet underutilized and difficult to administer, intervention for PIGD. CLINICAL TRIAL REGISTRATION ClinicalTrials.gov Dual-task Augmented Reality Treatment for Parkinson's Disease (DART) NCT04634331; posted November 18, 2020.
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Affiliation(s)
- Jay L Alberts
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH, USA
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH, USA
| | - Ryan D Kaya
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH, USA
| | - Amanda L Penko
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH, USA
| | - Matthew Streicher
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH, USA
| | - Eric M Zimmerman
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH, USA
| | - Sara Davidson
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH, USA
| | - Benjamin L Walter
- Center for Neurological Restoration, Cleveland Clinic, Neurological Institute, Cleveland, OH, USA
| | - Anson B Rosenfeldt
- Department of Biomedical Engineering, Cleveland Clinic, Lerner Research Institute, Cleveland, OH, USA
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Alberts JL, Kaya RD, Scelina K, Scelina L, Zimmerman EM, Walter BL, Rosenfeldt AB. Digitizing a Therapeutic: Development of an Augmented Reality Dual-Task Training Platform for Parkinson's Disease. Sensors (Basel) 2022; 22:8756. [PMID: 36433353 PMCID: PMC9694181 DOI: 10.3390/s22228756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 10/31/2022] [Accepted: 11/08/2022] [Indexed: 06/16/2023]
Abstract
Augmented reality (AR) may be a useful tool for the delivery of dual-task training. This manuscript details the development of the Dual-task Augmented Reality Treatment (DART) platform for individuals with Parkinson's disease (PD) and reports initial feasibility, usability, and efficacy of the DART platform in provoking dual-task interference in individuals with PD. The DART platform utilizes the head-mounted Microsoft HoloLens2 AR device to deliver concurrent motor and cognitive tasks. Biomechanical metrics of gait and cognitive responses are automatically computed and provided to the supervising clinician. To assess feasibility, individuals with PD (N = 48) completed a bout of single-task and dual-task walking using the DART platform. Usability was assessed by the System Usability Scale (SUS). Dual-task interference was assessed by comparing single-task walking and walking during an obstacle course while performing a cognitive task. Average gait velocity decreased from 1.06 to 0.82 m/s from single- to dual-task conditions. Mean SUS scores were 81.3 (11.3), which placed the DART in the "good" to "excellent" category. To our knowledge, the DART platform is the first to use a head-mounted AR system to deliver a dual-task paradigm and simultaneously provide biomechanical data that characterize cognitive and motor performance. Individuals with PD were able to successfully use the DART platform with satisfaction, and dual-task interference was provoked. The DART platform should be investigated as a platform to treat dual-task declines associated with PD.
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Affiliation(s)
- Jay L. Alberts
- Department of Biomedical Engineering, Lerner Research Institute, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
- Center for Neurological Restoration, Neurological Institute, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Ryan D. Kaya
- Center for Neurological Restoration, Neurological Institute, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Kathryn Scelina
- Center for Neurological Restoration, Neurological Institute, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Logan Scelina
- Center for Neurological Restoration, Neurological Institute, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Eric M. Zimmerman
- Center for Neurological Restoration, Neurological Institute, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Benjamin L. Walter
- Center for Neurological Restoration, Neurological Institute, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Anson B. Rosenfeldt
- Department of Biomedical Engineering, Lerner Research Institute, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
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Kaya RD, Hoffman RL, Clark BC. Reliability of a modified motor unit number index (MUNIX) technique. J Electromyogr Kinesiol 2013; 24:18-24. [PMID: 24168818 DOI: 10.1016/j.jelekin.2013.10.005] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2013] [Revised: 09/23/2013] [Accepted: 10/07/2013] [Indexed: 12/14/2022] Open
Abstract
INTRODUCTION The purpose of this study was to examine the relative and absolute between-day reliability of the motor unit number index (MUNIX). METHODS Young, healthy adults (n=19) attended two testing sessions separated by 4-weeks where their maximal pinch-grip strength, MUNIX, and motor unit size index (MUSIX) were assessed in the abductor pollicis brevis muscle. Reliability was assessed by intraclass correlation coefficients (ICC), coefficient of variation (CV) and limits of agreement (LOA). RESULTS No mean differences were observed for MUNIX or MUSIX. The CV for the MUNIX and MUSIX measures were between 13.5% and 17.5%. The ICC for both measures were moderate to moderately-high (0.73-0.76), The LOA for both indicated a homoscedastic relationship. DISCUSSION Our findings indicate moderate to moderately-high reliability for both MUNIX and MUSIX. Future work is needed to ensure both measures are reliable in other muscles and cohorts, and further investigations are required to examine the validity of MUNIX.
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Affiliation(s)
- Ryan D Kaya
- Ohio Musculoskeletal and Neurological Institute (OMNI) at Ohio University, Athens, OH, United States; School of Applied Health Sciences and Wellness at Ohio University, Athens, OH, United States
| | - Richard L Hoffman
- Ohio Musculoskeletal and Neurological Institute (OMNI) at Ohio University, Athens, OH, United States; Department of Biomedical Sciences at Ohio University, Athens, OH, United States
| | - Brian C Clark
- Ohio Musculoskeletal and Neurological Institute (OMNI) at Ohio University, Athens, OH, United States; Department of Biomedical Sciences at Ohio University, Athens, OH, United States.
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Kaya RD, Nakazawa M, Hoffman RL, Clark BC. Interrelationship between muscle strength, motor units, and aging. Exp Gerontol 2013; 48:920-5. [PMID: 23832080 PMCID: PMC3750065 DOI: 10.1016/j.exger.2013.06.008] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2013] [Revised: 06/24/2013] [Accepted: 06/27/2013] [Indexed: 12/14/2022]
Abstract
The interrelationship between muscle strength, motor unit (MU) number, and age is poorly understood, and in this study we sought to determine whether age-related differences in muscle strength are moderated by estimates of functioning MU number and size. Eighteen older adults (OA; 67 ± 1.20 years) and 24 young adults (YA; 22 ± 0.74 years) participated in this study. Maximum voluntary pinch-grip strength of the nondominant hand was determined and estimates of MU number were obtained from the abductor pollicis brevis muscle using the noninvasive motor unit number index (MUNIX) technique. The MUNIX technique was also utilized to derive a motor unit size index (MUSIX). An analysis of covariance (Age Group × MUNIX or MUSIX) was used to test heterogeneity of regression slopes, with body mass and gender serving as covariates. We observed that the slope of pinch-grip strength on the estimated number of MUs between YA and OA differed, indicated by an Age Group × MUNIX interaction (p = 0.04). Specifically, after controlling for the effect of body mass and gender, the slope in OA was significantly positive (0.14 ± 0.06 N/MUs, p = 0.03), whereas no such relationship was found in YA (-0.08 ± 0.09 N/MUs, p = 0.35). A significant Age Group × MUSIX interaction was also observed for strength (p < 0.01). In contrast to MUNIX, the slope in younger adults was significantly positive (0.48 ± 0.11 N/μV, p < 0.01), whereas no such relationship was found in older adults (-0.30 ± 0.22 N/μV, p = 0.18). These findings indicate that there is an interrelationship between muscle strength, MU numbers, and aging, which suggests that a portion of muscle weakness in seniors may be attributable to the loss of functioning motor units.
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Affiliation(s)
- Ryan D. Kaya
- Ohio Musculoskeletal & Neurological Institute (OMNI), Ohio University, Athens, OH USA
- School of Applied Health and Wellness, Ohio University, Athens, OH USA
| | - Masato Nakazawa
- Ohio Musculoskeletal & Neurological Institute (OMNI), Ohio University, Athens, OH USA
- Office of Research and Grants, Ohio University, Athens, OH USA
| | - Richard L. Hoffman
- Ohio Musculoskeletal & Neurological Institute (OMNI), Ohio University, Athens, OH USA
- Department of Biomedical Sciences, Ohio University, Athens, OH USA
| | - Brian C. Clark
- Ohio Musculoskeletal & Neurological Institute (OMNI), Ohio University, Athens, OH USA
- Department of Biomedical Sciences, Ohio University, Athens, OH USA
- Department of Geriatric Medicine and Gerontology at Ohio University, Athens, OH USA
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