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Gonzales A, Jackson C, Cha J. Extended reality as a modality to train non-technical skills in healthcare: A scoping review. APPLIED ERGONOMICS 2025; 125:104463. [PMID: 39756229 DOI: 10.1016/j.apergo.2024.104463] [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: 08/09/2024] [Revised: 12/23/2024] [Accepted: 12/24/2024] [Indexed: 01/07/2025]
Abstract
The need to train non-technical skills (NTS) has seen a growing emphasis in recent literature, as they have been associated with improved patient outcomes. NTS training often utilizes live simulations where healthcare workers can practice these skills, but simulations like this can be expensive and resource intensive to run. Training technical skills using extended reality tools (e.g., virtual, augmented, or mixed reality) has seen a growth in popularity across healthcare domains, however, the use of XR to train specific interpersonal and cognitive skills comprises a smaller part of the literature. As such, this study aims to scope the literature to identify how NTS have been trained through XR-based systems. The specific aims were to identify: 1) which NTS are being trained in healthcare, 2) which modality of XR these skills are being trained in, 3) what specialties are using XR to train NTS in healthcare, and 4) potential areas for future work. Based on consistent search terms for each database, 18,984 articles were initially retrieved, and articles were removed per the screening criteria. Results from the 15 included articles show that the most common NTS construct evaluated was communication (80%), the most common XR modality was virtual reality (80%), and the most common healthcare domain was surgery (46.7%). These articles found that training NTS in XR can lead to comparable, or better, learning outcomes compared to traditional methods. However, future work may look to consider additional NTS in training, improve interaction with XR environments, and measure NTS with XR technology.
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Affiliation(s)
- Alec Gonzales
- Department of Industrial Engineering, Clemson University, Clemson, SC, USA
| | - Cullen Jackson
- Department of Industrial Engineering, Clemson University, Clemson, SC, USA
| | - Jackie Cha
- Department of Industrial Engineering, Clemson University, Clemson, SC, USA.
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2
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Schwenderling L, Hanke LI, Holst U, Huettl F, Joeres F, Huber T, Hansen C. Toward structured abdominal examination training using augmented reality. Int J Comput Assist Radiol Surg 2025; 20:949-958. [PMID: 39755835 PMCID: PMC12055959 DOI: 10.1007/s11548-024-03311-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: 05/03/2024] [Accepted: 12/11/2024] [Indexed: 01/06/2025]
Abstract
PURPOSE Structured abdominal examination is an essential part of the medical curriculum and surgical training, requiring a blend of theory and practice from trainees. Current training methods, however, often do not provide adequate engagement, fail to address individual learning needs or do not cover rare diseases. METHODS In this work, an application for structured Abdominal Examination Training using Augmented Reality (AETAR) is presented. Required theoretical knowledge is displayed step by step via virtual indicators directly on the associated body regions. Exercises facilitate building up the routine in performing the examination. AETAR was evaluated in an exploratory user study with medical students (n=12) and teaching surgeons (n=2). RESULTS Learning with AETAR was described as fun and beneficial. Usability (SUS=73) and rated suitability for teaching were promising. All students improved in a knowledge test and felt more confident with the abdominal examination. Shortcomings were identified in the area of interaction, especially in teaching examination-specific movements. CONCLUSION AETAR represents a first approach to structured abdominal examination training using augmented reality. The application demonstrates the potential to improve educational outcomes for medical students and provides an important foundation for future research and development in digital medical education.
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Affiliation(s)
- Lovis Schwenderling
- Faculty of Computer Science and Research Campus STIMULATE, Otto-von-Guericke University of Magdeburg, Magdeburg, Germany
| | - Laura Isabel Hanke
- Clinic for General, Visceral and Transplant Surgery, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Undine Holst
- Faculty of Computer Science and Research Campus STIMULATE, Otto-von-Guericke University of Magdeburg, Magdeburg, Germany
| | - Florentine Huettl
- Clinic for General, Visceral and Transplant Surgery, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Fabian Joeres
- Faculty of Computer Science and Research Campus STIMULATE, Otto-von-Guericke University of Magdeburg, Magdeburg, Germany
| | - Tobias Huber
- Clinic for General, Visceral and Transplant Surgery, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Christian Hansen
- Faculty of Computer Science and Research Campus STIMULATE, Otto-von-Guericke University of Magdeburg, Magdeburg, Germany.
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Hayes J, Gabbard JL, Mehta RK. Learning selection-based augmented reality interactions across different training modalities: uncovering sex-specific neural strategies. FRONTIERS IN NEUROERGONOMICS 2025; 6:1539552. [PMID: 40357524 PMCID: PMC12066766 DOI: 10.3389/fnrgo.2025.1539552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Accepted: 04/09/2025] [Indexed: 05/15/2025]
Abstract
Introduction Recent advancements in augmented reality (AR) technology have opened up potential applications across various industries. In this study, we assess the effectiveness of psychomotor learning in AR compared to video-based training methods. Methods Thirty-three participants (17 males) trained on four selection-based AR interactions by either watching a video or engaging in hands-on practice. Both groups were evaluated by executing these learned interactions in AR. Results The AR group reported a higher subjective workload during training but showed significantly faster completion times during evaluation. We analyzed brain activation and functional connectivity using functional near-infrared spectroscopy during the evaluation phase. Our findings indicate that participants who trained in AR displayed more efficient brain networks, suggesting improved neural efficiency. Discussion Differences in sex-related activation and connectivity hint at varying neural strategies used during motor learning in AR. Future studies should investigate how demographic factors might influence performance and user experience in AR-based training programs.
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Affiliation(s)
- John Hayes
- Department of Industrial and Systems Engineering, Texas A&M University, College Station, TX, United States
| | - Joseph L. Gabbard
- Grado Department of Industrial and Systems Engineering, Virginia Tech, Blacksburg, VA, United States
| | - Ranjana K. Mehta
- Department of Industrial and Systems Engineering, University of Wisconsin Madison, Madison, WI, United States
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Moser CH, Kim C, Charles B, Tijones R, Sanchez E, Davila JG, Matta HR, Brenner MJ, Pandian V. Mixed Reality in Nursing Practice: A Mixed Methods Systematic Review. J Clin Nurs 2025. [PMID: 40200558 DOI: 10.1111/jocn.17722] [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: 11/09/2024] [Revised: 02/08/2025] [Accepted: 02/21/2025] [Indexed: 04/10/2025]
Abstract
AIM(S) To review the current evidence on mixed reality (MR) applications in nursing practice, focusing on efficiency, ergonomics, satisfaction, competency, and team effectiveness. DESIGN Mixed methods systematic review of empirical studies evaluating MR interventions in nursing practice. METHODS The systematic review adhered to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and was registered with PROSPERO. Studies were included if they assessed nursing outcomes related to MR interventions. Exclusion criteria encompassed reviews, studies focusing solely on virtual reality, and those involving only nursing students. The Cochrane ROBINS-I, RoB 2, and CASP tools assessed the risk of bias and methodological quality. DATA SOURCES A comprehensive search of 12 databases (MEDLINE, Embase, CINAHL, Cochrane Library, Web of Science, and others) covered literature published between January 2013 and January 2023. RESULTS Eight studies met inclusion criteria, exploring diverse MR implementations, including smart glasses and mobile applications, across various nursing specialisations. MR demonstrated potential benefits in efficiency, such as faster task completion and improved accuracy. Satisfaction outcomes were limited but indicated promise. Ergonomic challenges were identified, including discomfort and technical issues. Studies on competency showed mixed results, with some evidence of improved skill acquisition. Team effectiveness and health equity outcomes were underexplored. CONCLUSION While MR shows potential in enhancing nursing practice, evidence is heterogeneous and clinical relevance remains unclear. Further rigorous comparative studies are necessary to establish its utility and address barriers to adoption. IMPLICATIONS FOR THE PROFESSION AND/OR PATIENT CARE MR technology may enhance nursing efficiency, competency and satisfaction. Addressing ergonomic and technical challenges could optimise adoption and benefit patient care. REPORTING METHOD This review adheres to PRISMA guidelines. PATIENT OR PUBLIC CONTRIBUTION No Patient or Public Contribution. TRIAL AND PROTOCOL REGISTRATION PROSPERO registration: #CRD42022324066.
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Affiliation(s)
- Chandler H Moser
- Nurse Scientist, Center for Nursing Science and Clinical Inquiry, Madigan Army Medical Center, Joint Base Lewis-McChord, Tacoma, WA, USA
| | - Changhwan Kim
- Doctoral Student, Johns Hopkins School of Nursing, Baltimore, Maryland, USA
| | - Bindu Charles
- Pathway to PhD Fellow, Johns Hopkins School of Nursing; Baltimore, Maryland, USA; and Doctoral Student, Founder-Chancellor Shri N.P.V Ramasamy, Udayar Research Fellow, Chennai, India
| | - Renilda Tijones
- Pathway to PhD Fellow, Johns Hopkins School of Nursing, Baltimore, Maryland, USA
| | - Elsa Sanchez
- Pathway to PhD Fellow, Johns Hopkins School of Nursing, Baltimore, Maryland, USA
| | - Jedry G Davila
- Pathway to PhD Fellow, Johns Hopkins School of Nursing, Baltimore, Maryland, USA
| | - Hemilla R Matta
- Emergency Nurse, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Michael J Brenner
- Associate Professor, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Vinciya Pandian
- Associate Dean for Graduate Education and Professor of Nursing; Joint Appointment with Otolaryngology-Head and Neck Surgery, College of Medicine; Executive Director of Center for Immersive Learning and Digital Innovation, Ross and Carol Nese College of Nursing, Penn State University, University Park, Pennsylvania, USA
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Lebo C, Stallworth A, Mann S, Chidi King B. Evaluating the Impact of Augmented Reality on Observer Engagement and Simulation Effectiveness. Nurse Educ 2025:00006223-990000000-00664. [PMID: 40184481 DOI: 10.1097/nne.0000000000001870] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/06/2025]
Affiliation(s)
- Chelsea Lebo
- Author Affiliations: Department of Nursing and Health Sciences, The College of New Jersey, Ewing, NJ (Mss Lebo, Mrs Stallworth, Ms Mann, Ms Chidi King)
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Fleet A, Kaustov L, Belfiore EB, Kapralos B, Matava C, Wiegelmann J, Giacobbe P, Alam F. Current Clinical and Educational Uses of Immersive Reality in Anesthesia: Narrative Review. J Med Internet Res 2025; 27:e62785. [PMID: 40068142 PMCID: PMC11937716 DOI: 10.2196/62785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Revised: 12/12/2024] [Accepted: 01/05/2025] [Indexed: 03/29/2025] Open
Abstract
BACKGROUND The concept of immersive reality (IR), an umbrella term that encompasses virtual reality, augmented reality, and mixed reality, has been established within the health care realm as a potentially valuable tool with numerous applications in both medical education and patient care. OBJECTIVE This review aimed to introduce anesthesiologists to the emerging and rapidly evolving literature on IR, its use in anesthesia education, and its transferability into the clinical context. METHODS A review of the relevant literature was conducted using the PubMed database from inception to July 5, 2023. Additional references were identified from the reference lists of selected papers. RESULTS A total of 51 papers related to the use of IR in anesthesia medical education (including both technical and nontechnical skills) and 63 papers related to applications in clinical practice (eg, preprocedure planning, patient education, and pain management) were included. We present evidence supporting the use of IR in the training and clinical practice of modern anesthesiologists. CONCLUSIONS IR is useful for a variety of applications in anesthesia medical education and has potential advantages over existing simulation approaches. Similarly, IR has demonstrated potential improvements in patient care across several clinical contexts relevant to practicing anesthesiologists. However, many applications remain in the early stages of development, and robust trials are urgently needed to confirm clinical or educational effectiveness and to assess mechanisms, educational validity, and cost-effectiveness.
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Affiliation(s)
- Andrew Fleet
- Department of Anesthesia, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - Lilia Kaustov
- Department of Anesthesia, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - Elio Br Belfiore
- Department of Anesthesia, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - Bill Kapralos
- maxSIMhealth Group, Ontario Tech University, Oshawa, ON, Canada
| | - Clyde Matava
- Department of Anesthesia and Pain Medicine, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Anesthesiology & Pain Medicine, University of Toronto, Toronto, ON, Canada
| | - Julian Wiegelmann
- Department of Anesthesia, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
- Department of Anesthesiology & Pain Medicine, University of Toronto, Toronto, ON, Canada
| | - Peter Giacobbe
- Department of Psychiatry, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, ON, Canada
- Harquail Centre for Neuromodulation, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - Fahad Alam
- Department of Anesthesia, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
- Department of Anesthesiology & Pain Medicine, University of Toronto, Toronto, ON, Canada
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Zanno A, Holmes J, Ferguson M, Melendi M. Innovative Technology to Improve Simulation Access for Rural Clinicians. Pediatr Clin North Am 2025; 72:133-150. [PMID: 39603722 DOI: 10.1016/j.pcl.2024.07.023] [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] [Indexed: 11/29/2024]
Abstract
Rural pediatric clinicians face barriers to accessing health care simulation, an educational standard to prepare for high-acuity, low-occurrence (HALO) events. Simulation is typically accessible in urban academic medical centers, as it is resource-intensive owing to the necessary equipment and expertise needed to implement training. Rural hospitals face geographic and financial barriers to providing simulation training. Paradoxically, rural clinicians may benefit from additional training owing to infrequent clinical HALO events in rural centers. Emerging simulation modalities, including mobile simulation, telesimulation, and extended reality, offer more accessible simulation alternatives for rural clinicians, addressing geographic and financial gaps in access.
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Affiliation(s)
- Allison Zanno
- Department of Pediatrics, Tufts University School of Medicine, Boston, MA, USA; Department of Pediatrics, Section of Neonatal-Perinatal Medicine, The Barbara Bush Children's Hospital at Maine Medical Center, 22 Bramhall Street, Coloumbe Family Tower, 4th Floor, Suite 4809, Portland, ME 04102, USA.
| | - Jeffrey Holmes
- Department of Emergency Medicine, Tufts University School of Medicine, Boston, MA, USA; The Hannaford Center for Safety, Innovation and Simulation, Maine Medical Center, 22 Bramhall Street, Coloumbe Family Tower, 4th Floor, Suite 4809, Portland, ME 04102, USA
| | - Michael Ferguson
- Department of Pediatrics, Tufts University School of Medicine, Boston, MA, USA; Department of Pediatrics, Section of Pediatric Intensive Care, The Barbara Bush Children's Hospital at Maine Medical Center, 22 Bramhall Street, Coloumbe Family Tower, 4th Floor, Suite 4809, Portland, ME 04102, USA
| | - Misty Melendi
- Department of Pediatrics, Tufts University School of Medicine, Boston, MA, USA; Department of Pediatrics, Section of Neonatal-Perinatal Medicine, The Barbara Bush Children's Hospital at Maine Medical Center, 22 Bramhall Street, Coloumbe Family Tower, 4th Floor, Suite 4809, Portland, ME 04102, USA
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Wu L, Seibold M, Cavalcanti NA, Hein J, Gerth T, Lekar R, Hoch A, Vlachopoulos L, Grabner H, Zingg P, Farshad M, Fürnstahl P. A novel augmented reality-based simulator for enhancing orthopedic surgical training. Comput Biol Med 2025; 185:109536. [PMID: 39672013 DOI: 10.1016/j.compbiomed.2024.109536] [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: 09/25/2024] [Revised: 11/18/2024] [Accepted: 12/04/2024] [Indexed: 12/15/2024]
Abstract
BACKGROUND Total Hip Arthroplasty (THA) is a well-established and common orthopedic surgery. Due to the complexity involved in THA, orthopedic surgeons require rigorous training. However, the current gold standard, the tutor-guided and -evaluated apprenticeship model is time-consuming, costly, and poses risks to patients. There is a pressing need for additional training resources to enhance the efficiency and safety of the training process. In this work, we present a novel Augmented Reality (AR)-based simulator designed for THA that helps enable a new self-paced training and learning paradigm without the need for instructors. METHODS The simulator reduces the need for instructors by integrating an AR guidance module and an automated performance evaluation module. Three types of AR guidance were developed: Overlay, Virtual Twin, and Sectional Views. A feasibility study was conducted with five resident surgeons and two senior surgeons to compare these guidance methods quantitatively and qualitatively. The automated performance evaluation module was assessed against manual performance evaluation using Bland-Altman analysis with limits of agreement (LoA) and Mann-Whitney U tests. RESULTS The quantitative feasibility results indicate the efficacy of the developed AR guidance, characterized by mean transitional and rotational deviation errors below 3 mm and 3 degrees. Based on the qualitative results, we provide recommendations for efficient AR guidance designs. The Bland-Altman analysis results (0.22±1.32mm with LoA -2.37 to 2.81 mm for distance deviation, 0.94±2.41 degrees with LoA -3.78 to 5.66 degrees for yaw deviation, -0.34±1.30 degrees with LoA -2.90 to 2.22 degrees for pitch deviation) and p-values of Mann-Whitney U tests (0.64 for distance deviation, 0.12 for yaw deviation, 0.11 for pitch deviation) indicate no statistically significant differences between the automated and manual performance evaluation at a significance level of 0.05. CONCLUSION This work shows the potential of AR-based simulators in introducing a novel, data-driven approach to open surgery training in orthopedics, enabling surgeons to individually assess and improve their progress.
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Affiliation(s)
- Luohong Wu
- Research in Orthopedic Computer Science, Balgrist University Hospital, University of Zurich, Lengghalde 5, Zurich, 8008, Switzerland.
| | - Matthias Seibold
- Research in Orthopedic Computer Science, Balgrist University Hospital, University of Zurich, Lengghalde 5, Zurich, 8008, Switzerland
| | - Nicola A Cavalcanti
- Research in Orthopedic Computer Science, Balgrist University Hospital, University of Zurich, Lengghalde 5, Zurich, 8008, Switzerland
| | - Jonas Hein
- Research in Orthopedic Computer Science, Balgrist University Hospital, University of Zurich, Lengghalde 5, Zurich, 8008, Switzerland; Computer Vision and Geometry Group, ETH Zurich, Ramistrasse 101, Zurich, 8092, Switzerland
| | - Tatiana Gerth
- Institute of Data Analysis and Process Design, School of Engineering, Zurich University of Applied Sciences, Technikumstrasse 81, Winterthur, 8400, Switzerland
| | - Roni Lekar
- Institute of Computer Science, School of Engineering, Zurich University of Applied Sciences, Obere Kirchgasse 2, Winterthur, 8401, Switzerland
| | - Armando Hoch
- Department of Orthopaedics, Balgrist University Hospital, University of Zurich, Forchstrasse 340, Zurich, 8008, Switzerland
| | - Lazaros Vlachopoulos
- Department of Orthopaedics, Balgrist University Hospital, University of Zurich, Forchstrasse 340, Zurich, 8008, Switzerland
| | - Helmut Grabner
- Institute of Computer Science, School of Engineering, Zurich University of Applied Sciences, Obere Kirchgasse 2, Winterthur, 8401, Switzerland; Institute of Data Analysis and Process Design, School of Engineering, Zurich University of Applied Sciences, Technikumstrasse 81, Winterthur, 8400, Switzerland
| | - Patrick Zingg
- Department of Orthopaedics, Balgrist University Hospital, University of Zurich, Forchstrasse 340, Zurich, 8008, Switzerland
| | - Mazda Farshad
- Department of Orthopaedics, Balgrist University Hospital, University of Zurich, Forchstrasse 340, Zurich, 8008, Switzerland
| | - Philipp Fürnstahl
- Research in Orthopedic Computer Science, Balgrist University Hospital, University of Zurich, Lengghalde 5, Zurich, 8008, Switzerland
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Chiossi F, Trautmannsheimer I, Ou C, Gruenefeld U, Mayer S. Searching Across Realities: Investigating ERPs and Eye-Tracking Correlates of Visual Search in Mixed Reality. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS 2024; 30:6997-7007. [PMID: 39264778 DOI: 10.1109/tvcg.2024.3456172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/14/2024]
Abstract
Mixed Reality allows us to integrate virtual and physical content into users' environments seamlessly. Yet, how this fusion affects perceptual and cognitive resources and our ability to find virtual or physical objects remains uncertain. Displaying virtual and physical information simultaneously might lead to divided attention and increased visual complexity, impacting users' visual processing, performance, and workload. In a visual search task, we asked participants to locate virtual and physical objects in Augmented Reality and Augmented Virtuality to understand the effects on performance. We evaluated search efficiency and attention allocation for virtual and physical objects using event-related potentials, fixation and saccade metrics, and behavioral measures. We found that users were more efficient in identifying objects in Augmented Virtuality, while virtual objects gained saliency in Augmented Virtuality. This suggests that visual fidelity might increase the perceptual load of the scene. Reduced amplitude in distractor positivity ERP, and fixation patterns supported improved distractor suppression and search efficiency in Augmented Virtuality. We discuss design implications for mixed reality adaptive systems based on physiological inputs for interaction.
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Asoodar M, Janesarvatan F, Yu H, de Jong N. Theoretical foundations and implications of augmented reality, virtual reality, and mixed reality for immersive learning in health professions education. Adv Simul (Lond) 2024; 9:36. [PMID: 39252139 PMCID: PMC11382381 DOI: 10.1186/s41077-024-00311-5] [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: 09/07/2023] [Accepted: 08/29/2024] [Indexed: 09/11/2024] Open
Abstract
BACKGROUND Augmented Reality (AR), Virtual Reality (VR) and Mixed Reality (MR) are emerging technologies that can create immersive learning environments for health professions education. However, there is a lack of systematic reviews on how these technologies are used, what benefits they offer, and what instructional design models or theories guide their use. AIM This scoping review aims to provide a global overview of the usage and potential benefits of AR/VR/MR tools for education and training of students and professionals in the healthcare domain, and to investigate whether any instructional design models or theories have been applied when using these tools. METHODOLOGY A systematic search was conducted in several electronic databases to identify peer-reviewed studies published between and including 2015 and 2020 that reported on the use of AR/VR/MR in health professions education. The selected studies were coded and analyzed according to various criteria, such as domains of healthcare, types of participants, types of study design and methodologies, rationales behind the use of AR/VR/MR, types of learning and behavioral outcomes, and findings of the studies. The (Morrison et al. John Wiley & Sons, 2010) model was used as a reference to map the instructional design aspects of the studies. RESULTS A total of 184 studies were included in the review. The majority of studies focused on the use of VR, followed by AR and MR. The predominant domains of healthcare using these technologies were surgery and anatomy, and the most common types of participants were medical and nursing students. The most frequent types of study design and methodologies were usability studies and randomized controlled trials. The most typical rationales behind the use of AR/VR/MR were to overcome limitations of traditional methods, to provide immersive and realistic training, and to improve students' motivations and engagements. The most standard types of learning and behavioral outcomes were cognitive and psychomotor skills. The majority of studies reported positive or partially positive effects of AR/VR/MR on learning outcomes. Only a few studies explicitly mentioned the use of instructional design models or theories to guide the design and implementation of AR/VR/MR interventions. DISCUSSION AND CONCLUSION The review revealed that AR/VR/MR are promising tools for enhancing health professions education, especially for training surgical and anatomical skills. However, there is a need for more rigorous and theory-based research to investigate the optimal design and integration of these technologies in the curriculum, and to explore their impact on other domains of healthcare and other types of learning outcomes, such as affective and collaborative skills. The review also suggested that the (Morrison et al. John Wiley & Sons, 2010) model can be a useful framework to inform the instructional design of AR/VR/MR interventions, as it covers various elements and factors that need to be considered in the design process.
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Affiliation(s)
- Maryam Asoodar
- School of Health Professions Education, Department of Educational Development and Research, Faculty of Health, Medicine and Life sciences, Maastricht University, Universiteitssingel 60, Maastricht, 6229 MD, The Netherlands.
| | - Fatemeh Janesarvatan
- School of Health Professions Education, Department of Educational Development and Research, Faculty of Health, Medicine and Life sciences, Maastricht University, Universiteitssingel 60, Maastricht, 6229 MD, The Netherlands
- School of Business and Economics, Educational Research and Development Maastricht University, Maastricht, The Netherlands
| | - Hao Yu
- School of Health Professions Education, Department of Educational Development and Research, Faculty of Health, Medicine and Life sciences, Maastricht University, Universiteitssingel 60, Maastricht, 6229 MD, The Netherlands
| | - Nynke de Jong
- School of Health Professions Education, Department of Educational Development and Research, Faculty of Health, Medicine and Life sciences, Maastricht University, Universiteitssingel 60, Maastricht, 6229 MD, The Netherlands
- Department of Health Services Research, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
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Rubegni G, Orione M, Avitabile T. New commercial Mixed Reality (MR) headset: First use in ophtalmoplastic surgery. Am J Ophthalmol 2024; 265:e5. [PMID: 38815845 DOI: 10.1016/j.ajo.2024.05.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2024] [Revised: 05/14/2024] [Accepted: 05/20/2024] [Indexed: 06/01/2024]
Affiliation(s)
- Giovanni Rubegni
- Ophthalmology Unit, Department of Medicine, Surgery and Neurosciences, University of Siena, Siena, Italy.
| | - Matteo Orione
- Department of Ophthalmology, University of Catania, Catania, Italy
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Moon SH, Jeong H, Choi MJ. Integrating mixed reality preparation into acute coronary syndrome simulation for nursing students: a single-group pretest-posttest study. BMC Nurs 2024; 23:468. [PMID: 38982463 PMCID: PMC11232335 DOI: 10.1186/s12912-024-02110-9] [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: 03/15/2024] [Accepted: 06/18/2024] [Indexed: 07/11/2024] Open
Abstract
BACKGROUND Timely and effective intervention within the 'golden hour'-the critical first 90 min after the symptom onset-is crucial for initiating life-saving treatment and reducing mortality in acute coronary syndrome (ACS). This highlights the need for nursing students to be proficient in ACS care, emphasizing the importance of preparatory training. This study enhanced traditional simulation methods by integrating a mixed reality (MR) preparation step, offering a more immersive learning experience. We aimed to evaluate the effectiveness of integrating MR preparation into ACS simulation education, focusing on enhancements in knowledge, self-confidence in learning, and self-efficacy in learning. Additionally, we examined performance, practice immersion, and satisfaction to comprehensively evaluate the MR application. METHODS One-group pretest-posttest design was implemented in a convenience sample of thirty-nine senior nursing students from a university in South Korea in August 2022. We developed a simulation program integrating MR preparation into ACS simulation (IMRP-ACSS), which was validated through expert review for content validity. The students participated in the simulation program over six hours across two days, including a 40-minute individual session of MR-based simulation preparation using head-mounted displays (the HoloLens 2). Individual changes in knowledge, self-confidence in learning, and self-efficacy in learning evaluated by the survey were analyzed using paired t-tests. Additionally, group performance assessed using the checklist was analyzed. Immersion and satisfaction were measured with a tool and a 10-point Likert scale, respectively. RESULTS Individually, participants demonstrated significantly increased knowledge (t = 11.87, p < .001), self-confidence in learning (t = 7.17, p < .001), and self-efficacy in learning (t = 4.70, p < .001) post-education. Group performance yielded a mean score of 56.43/70 ± 7.45. Groups scored higher in electrocardiogram interpretation, patient safety, and heparin administration. Participants reported a practice immersion level of 37.82/50 ± 9.13 and expressed satisfaction with the program, achieving an average score of 8.85/10 ± 1.35. CONCLUSION Integrating MR preparation into ACS simulation enhanced nursing students' knowledge, self-confidence in learning, and self-efficacy in ACS care, providing a replicable and immersive learning experience. This method is an effective addition to nursing education, preparing students through comprehensive, technology-enhanced training.
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Affiliation(s)
- Sun-Hee Moon
- College of Nursing, Chonnam National University, Gwangju, South Korea
| | - Hyeonjin Jeong
- Clinical Research Center, Chonnam National University Hwasun Hospital, Hwasun, South Korea
| | - Mi Jin Choi
- College of Nursing, Gyeongsang National University, Jinju, South Korea.
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13
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Hernandez OK, Sushereba C, Militello L, San Miguel C, Wolf S, Allen TT, Patterson ES. Strategies for case-based training with virtual patients: An experimental study of the impact of integrating mental model articulation and self-reflection. APPLIED ERGONOMICS 2024; 118:104265. [PMID: 38479217 DOI: 10.1016/j.apergo.2024.104265] [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: 08/23/2023] [Revised: 02/29/2024] [Accepted: 03/04/2024] [Indexed: 05/03/2024]
Abstract
Resilient system performance in high-stakes settings, which includes the ability to monitor, respond, anticipate, and learn, can be enhanced for trainees through simulation of realistic scenarios enhanced by augmented reality. Active learning strategies can enhance simulation-based training, particularly the mental model articulation principle where students are prompted to anticipate what will happen next and the reflection principle where students self-assess their performance compared to a gold standard expert model. In this paper, we compared simulation-based training for trauma care with and without active learning strategies during pauses in the simulated action for progressively deteriorating patients. The training was conducted online and real-time without a facilitator, with 42 medical students viewing training materials and then immediately taking an online quiz for three types of trauma cases: hemorrhage, airway obstruction, and tension pneumothorax. Participants were randomly assigned to either the experimental or control condition in a between-subjects design. We compared performance in the control and experimental conditions based on: A) the proportion of cues correctly recognized, B) the proportion of accurate diagnoses, C) the proportion of appropriate treatment interventions, and D) verbal briefing quality on a 1-5 scale. We found that the training intervention increased recognition of subtle cues critical for accurate diagnosis and appropriate treatment interventions; the training did not improve the accuracy of diagnoses or the quality of the verbal briefing. We conclude that incorporating active learning strategies in simulation-based training improved foundational capabilities in detecting subtle cues and intervening to rescue deteriorating patients that can increase the readiness for trainees to contribute to resilient system performance in the high-stakes setting of emergency care in hospitals.
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Affiliation(s)
- Olivia K Hernandez
- Ohio State University, School of Health and Rehabilitation Sciences, Columbus, OH, USA
| | | | | | | | | | - Theodore T Allen
- Ohio State University, Department of Integrated Systems Engineering, Columbus, OH, USA
| | - Emily S Patterson
- Ohio State University, School of Health and Rehabilitation Sciences, Columbus, OH, USA.
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14
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Can Kolac U, Paksoy A, Akgün D. Three-dimensional planning, navigation, patient-specific instrumentation and mixed reality in shoulder arthroplasty: a digital orthopedic renaissance. EFORT Open Rev 2024; 9:517-527. [PMID: 38828974 PMCID: PMC11195342 DOI: 10.1530/eor-23-0200] [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: 06/05/2024] Open
Abstract
Accurate component placement in shoulder arthroplasty is crucial for avoiding complications, achieving superior biomechanical performance and optimizing functional outcomes. Shoulder and elbow surgeons have explored various methods to improve surgical understanding and precise execution including preoperative planning with 3D computed tomography (CT), patient-specific instrumentation (PSI), intraoperative navigation, and mixed reality (MR). 3D preoperative planning facilitated by CT scans and advanced software, enhances surgical precision, influences decision-making for implant types and approaches, reduces errors in guide pin placement, and contributes to cost-effectiveness. Navigation demonstrates benefits in reducing malpositioning, optimizing baseplate stability, improving humeral cut, and potentially conserving bone stock, although challenges such as varied operating times and costs warrant further investigation. The personalized patient care and enhanced operational efficiency associated with PSI are not only attractive for achieving desired component positions but also hold promise for improved outcomes in complex cases involving glenoid bone loss. Augmented reality (AR) and virtual reality (VR) technologies play a pivotal role in reshaping shoulder arthroplasty. They offer benefits in preoperative planning, intraoperative guidance, and interactive surgery. Studies demonstrate their effectiveness in AR-guided guidewire placement, providing real-time surgical advice during reverse total shoulder arthroplasty (RTSA). Additionally, these technologies show promise in orthopedic training, delivering superior realism and accelerating learning compared to conventional methods.
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Affiliation(s)
- Ulas Can Kolac
- Department of Orthopedics and Traumatology, Hacettepe University Faculty of Medicine, Ankara, Turkey
| | - Alp Paksoy
- Charité University Hospital, Center for Musculoskeletal Surgery, Berlin, Germany
| | - Doruk Akgün
- Charité University Hospital, Center for Musculoskeletal Surgery, Berlin, Germany
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15
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d’Aiello AF, Schianchi L, Bevilacqua F, Ferrero P, Micheletti A, Negura DG, Pasqualin G, Chessa M. Holography-guided procedural planning for modifying Venus P-valve implantation technique in patients with left pulmonary artery stents: a case-series. Front Cardiovasc Med 2024; 11:1378924. [PMID: 38803661 PMCID: PMC11129635 DOI: 10.3389/fcvm.2024.1378924] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Accepted: 03/29/2024] [Indexed: 05/29/2024] Open
Abstract
Background Venus P-valve™ (Venus Medtech, Hangzhou, China) is a self-expandable bioprosthetic valve that can be transcatheter-implanted in native right ventricular outflow tract (RVOT) patients. Valve implantation is technically challenging. Due to the implantation technique, left pulmonary artery (LPA) stents represent a relative contraindication to Venus P-valve. In this case series, we describe our experience in implanting Venus P-valve in patients with previous LPA stents and the use of holographic models to facilitate procedural planning. Methods and results From January to October 2023, 17 patients were scheduled for Venus P-Valve implantation. 16/17 (94%) patients were successfully implanted. 3/16 (18.7%) patients underwent Venus P-valve implantation with LPA stents. All patients underwent pre-operative CT scan. CT data set were employed to create three-dimensional (3D) holographic models (Artiness, Milan, Italy) of the entire heart, which were useful to plan valve implantation with a modified technique. Procedural success rate was 100%. No procedural complications occurred. All three patients presented good haemodynamic and angiographic results at discharge and follow-up visits. Conclusion This case-series underscores the feasibility of Venus P-valve implantation in patients with previous LPA stents. The use of holographic models facilitated procedural planning in these challenging anatomical scenarios.
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Affiliation(s)
- Angelo Fabio d’Aiello
- Adult Congenital Heart Disease (ACHD) Unit, IRCCS Policlinico San Donato, San Donato Milanese, Milan, Italy
| | - Laura Schianchi
- Adult Congenital Heart Disease (ACHD) Unit, IRCCS Policlinico San Donato, San Donato Milanese, Milan, Italy
| | - Francesca Bevilacqua
- Adult Congenital Heart Disease (ACHD) Unit, IRCCS Policlinico San Donato, San Donato Milanese, Milan, Italy
| | - Paolo Ferrero
- Adult Congenital Heart Disease (ACHD) Unit, IRCCS Policlinico San Donato, San Donato Milanese, Milan, Italy
| | - Angelo Micheletti
- Adult Congenital Heart Disease (ACHD) Unit, IRCCS Policlinico San Donato, San Donato Milanese, Milan, Italy
| | - Diana Gabriela Negura
- Adult Congenital Heart Disease (ACHD) Unit, IRCCS Policlinico San Donato, San Donato Milanese, Milan, Italy
| | - Giulia Pasqualin
- Adult Congenital Heart Disease (ACHD) Unit, IRCCS Policlinico San Donato, San Donato Milanese, Milan, Italy
| | - Massimo Chessa
- Adult Congenital Heart Disease (ACHD) Unit, IRCCS Policlinico San Donato, San Donato Milanese, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
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16
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Connolly M, Iohom G, O'Brien N, Volz J, O'Muircheartaigh A, Serchan P, Biculescu A, Gadre KG, Soare C, Griseto L, Shorten G. Delivering clinical tutorials to medical students using the Microsoft HoloLens 2: A mixed-methods evaluation. BMC MEDICAL EDUCATION 2024; 24:498. [PMID: 38704522 PMCID: PMC11070104 DOI: 10.1186/s12909-024-05475-2] [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: 03/09/2023] [Accepted: 04/26/2024] [Indexed: 05/06/2024]
Abstract
BACKGROUND Mixed reality offers potential educational advantages in the delivery of clinical teaching. Holographic artefacts can be rendered within a shared learning environment using devices such as the Microsoft HoloLens 2. In addition to facilitating remote access to clinical events, mixed reality may provide a means of sharing mental models, including the vertical and horizontal integration of curricular elements at the bedside. This study aimed to evaluate the feasibility of delivering clinical tutorials using the Microsoft HoloLens 2 and the learning efficacy achieved. METHODS Following receipt of institutional ethical approval, tutorials on preoperative anaesthetic history taking and upper airway examination were facilitated by a tutor who wore the HoloLens device. The tutor interacted face to face with a patient and two-way audio-visual interaction was facilitated using the HoloLens 2 and Microsoft Teams with groups of students who were located in a separate tutorial room. Holographic functions were employed by the tutor. The tutor completed the System Usability Scale, the tutor, technical facilitator, patients, and students provided quantitative and qualitative feedback, and three students participated in semi-structured feedback interviews. Students completed pre- and post-tutorial, and end-of-year examinations on the tutorial topics. RESULTS Twelve patients and 78 students participated across 12 separate tutorials. Five students did not complete the examinations and were excluded from efficacy calculations. Student feedback contained 90 positive comments, including the technology's ability to broadcast the tutor's point-of-vision, and 62 negative comments, where students noted issues with the audio-visual quality, and concerns that the tutorial was not as beneficial as traditional in-person clinical tutorials. The technology and tutorial structure were viewed favourably by the tutor, facilitator and patients. Significant improvement was observed between students' pre- and post-tutorial MCQ scores (mean 59.2% Vs 84.7%, p < 0.001). CONCLUSIONS This study demonstrates the feasibility of using the HoloLens 2 to facilitate remote bedside tutorials which incorporate holographic learning artefacts. Students' examination performance supports substantial learning of the tutorial topics. The tutorial structure was agreeable to students, patients and tutor. Our results support the feasibility of offering effective clinical teaching and learning opportunities using the HoloLens 2. However, the technical limitations and costs of the device are significant, and further research is required to assess the effectiveness of this tutorial format against in-person tutorials before wider roll out of this technology can be recommended as a result of this study.
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Affiliation(s)
- Murray Connolly
- Cork University Hospital and University College Cork, Cork, Ireland.
| | - Gabriella Iohom
- Cork University Hospital and University College Cork, Cork, Ireland
| | | | | | | | | | | | | | - Corina Soare
- Cork University Hospital and University College Cork, Cork, Ireland
| | | | - George Shorten
- Cork University Hospital and University College Cork, Cork, Ireland
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17
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Duffy CC, Bass GA, Yi W, Rouhi A, Kaplan LJ, O'Sullivan E. Teaching Airway Management Using Virtual Reality: A Scoping Review. Anesth Analg 2024; 138:782-793. [PMID: 37467164 DOI: 10.1213/ane.0000000000006611] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/21/2023]
Abstract
Airway management, a defined procedural and cognitive skillset embracing routine tracheal intubation and emergency airway rescue, is most often acquired through an apprenticeship model of opportunistic learning during anesthesia or acute care residency training. This training engages a host of modalities to teach and embed skill sets but is generally time- and location-constrained. Virtual reality (VR)-based simulation training offers the potential for reproducible and asynchronous skill acquisition and maintenance, an advantage that may be important with restricted trainee work hours and low frequency but high-risk events. In the absence of a formal curriculum from training bodies-or expert guidance from medical professional societies-local initiatives have filled the VR training void in an unstructured fashion. We undertook a scoping review to explore current VR-based airway management training programs to assess their approach, outcomes, and technologies to discover programming gaps. English-language publications addressing any aspect of VR simulation training for airway management were identified across PubMed, Embase, and Scopus. Relevant articles were used to craft a scoping review conforming to the Scale for quality Assessment of Narrative Review Articles (SANRA) best-practice guidance. Fifteen studies described VR simulation programs to teach airway management skills, including flexible fibreoptic bronchoscopic intubation (n = 10), direct laryngoscopy (n = 2), and emergency cricothyroidotomy (n = 1). All studies were single institution initiatives and all reported different protocols and end points using bespoke applications of commercial technology or homegrown technologic solutions. VR-based simulation for airway management currently occurs outside of a formal curriculum structure, only for specific skill sets, and without a training pathway for educators. Medical educators with simulation training and medical professional societies with content expertise have the opportunity to develop consensus guidelines that inform training curricula as well as specialty technology use.
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Affiliation(s)
- Caoimhe C Duffy
- From the Department of Anesthesia and Critical Care, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Gary A Bass
- Division of Traumatology, Surgical Critical Care and Emergency Surgery, Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - William Yi
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Armaun Rouhi
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Lewis J Kaplan
- Division of Traumatology, Surgical Critical Care and Emergency Surgery, Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Ellen O'Sullivan
- Department of Anaesthesia, Intensive Care, and Pain, St. James' Hospital, Dublin, Ireland
- Department of Anaesthesia, Trinity College, Dublin, Ireland
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18
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Wu Y, Esguerra JM, Liang S, Low SY. Feasibility of Augmented Reality for Pediatric Giant Supratentorial Tumors: A Report of Three Cases. Cureus 2024; 16:e56750. [PMID: 38523873 PMCID: PMC10960069 DOI: 10.7759/cureus.56750] [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] [Accepted: 03/22/2024] [Indexed: 03/26/2024] Open
Abstract
Giant supratentorial brain tumors (GSBTs) in children are uncommon and extremely challenging entities unique to pediatric neurosurgery. Factors such as young patient age, need for urgent intervention, intraoperative blood loss, and ongoing raised intracranial pressure symptoms are examples of difficulties faced. Recently, there has been a growing body of literature on augmented reality (AR) in adult neurosurgery. In contrast, the use of AR in pediatric neurosurgery is comparatively less. Nonetheless, we postulate that AR systems will be helpful for understanding spatial relationships of complex GSBT anatomy for preoperative planning in a timely fashion. This study describes our experience in trialing AR as a potential tool for three cases of pediatric GSBTs. Overall, the AR platform offers our neurosurgical team excellent visuospatial insights for preoperative decision-making. However, we observe that substantial time is required to set up the AR system prior to each clinical case discussion by the neurosurgical team. In congruency with existing literature, our preliminary results report that there are still obstacles that need to be addressed before the technology can be seamlessly implemented into the clinical workflow for these time-sensitive childhood brain tumors. To our knowledge, this is the first study to report the potential use of AR for complex pediatric GSBT cases.
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Affiliation(s)
- Yilong Wu
- Neurosurgical Service, KK Women's and Children's Hospital, Singapore, SGP
| | - Jonis M Esguerra
- Neurosurgical Service, KK Women's and Children's Hospital, Singapore, SGP
- Neurological Surgery, Vicente Sotto Memorial Medical Center, Cebu, PHL
| | - Sai Liang
- Neurosurgery, National Neuroscience Institute, Singapore, SGP
| | - Sharon Yy Low
- Neurosurgical Service, KK Women's and Children's Hospital, Singapore, SGP
- Neurosurgery, National Neuroscience Institute, Singapore, SGP
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19
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Yoo S, Son MH. Virtual, augmented, and mixed reality: potential clinical and training applications in pediatrics. Clin Exp Pediatr 2024; 67:92-103. [PMID: 37232076 PMCID: PMC10839193 DOI: 10.3345/cep.2022.00731] [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: 05/20/2022] [Revised: 05/09/2023] [Accepted: 05/18/2023] [Indexed: 05/27/2023] Open
Abstract
BACKGROUND COVID-19 pandemic has significantly impacted the field of medical training, necessitating innovative approaches to education and practice. During this period, the use of novel technologies like virtual reality (VR), augmented reality (AR), and mixed reality (MR) has become increasingly vital. These technologies offer the advantage of transcending the limitations of time and space, thus enabling medical professionals to access various personalized programs for both education and service delivery. This shift is particularly relevant in the realm of pediatric medicine, where traditional training and clinical methods face unique challenges. PURPOSE The primary aim of this study is to explore the application of VR, AR, and MR technologies in pediatric medical settings, with a focus on both clinical applications and the training of pediatric medical professionals. We aim to comprehensively search and review studies that have utilized these technologies in the treatment of pediatric patients and the education of healthcare providers in this field. METHODS Peer-reviewed articles published in PubMed, the Cochrane Library, ScienceDirect, Google Scholar, and Scopus from January 1, 2018, to March 1, 2023, were comprehensively searched. The review was conducted according to the PRISMA (Preferred Reporting Items for Systematic review and Meta-Analyses) guidelines. Among the 89 studies, 63 investigated the clinical applications of VR (n=60) or AR (n=3) in pediatric patients, and 25 investigated the applications of VR (n=19), AR (n=5), or MR (n=1) for training medical professionals. RESULTS A total of 36 randomized controlled trials (RCTs) for clinical application (n=31) and medical training (n=5) were retrieved. Among the RCTs, 21 reported significant improvements in clinical applications (n=17) and medical training (n=4). CONCLUSION Despite a few limitations in conducting research on innovative technology, such research has rapidly expanded, indicating that an increasing number of researchers are involved in pediatric research using these technologies.
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Affiliation(s)
- Suyoung Yoo
- Department of Digital Health, Samsung Advanced Institute for Health Sciences and Technology (SAIHST), Sungkyunkwan University, Seoul, Korea
| | - Meong Hi Son
- Department of Digital Health, Samsung Advanced Institute for Health Sciences and Technology (SAIHST), Sungkyunkwan University, Seoul, Korea
- Department of Emergency Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
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Hsu PY, Singer J, Keysor JJ. The evolution of augmented reality to augment physical therapy: A scoping review. J Rehabil Assist Technol Eng 2024; 11:20556683241252092. [PMID: 38846024 PMCID: PMC11155346 DOI: 10.1177/20556683241252092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 04/16/2024] [Indexed: 06/09/2024] Open
Abstract
Augmented reality is increasingly used in health care, yet little is known about how AR is being used in physical therapy practice and what clinical outcomes could occur with technology use. In this scoping review, a broad literature review was conducted to gain an understanding of current knowledge of AR use and outcomes in physical therapy practice. A structured literature search of articles published between 2000 to September 2023 that examined the use of AR in a physical therapy context was conducted. Reference lists of articles for full review were searched for additional studies. Data from articles meeting inclusion criteria were extracted and synthesized across studies. 549 articles were identified; 40 articles met criteria for full review. Gait and balance of neurological and older adult populations were most frequently targeted, with more recent studies including orthopedic and other populations. Approximately half were pilot or observational studies and half are experimental. Many studies found within group improvements. Of studies reporting between group differences, AR interventions were more effective in improving function almost half of the time, with 20%, 27% and 28% showing efficacy in disability, balance, and gait outcomes. AR in physical therapy holds promise; however, efficacy outcomes are unclear.
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Affiliation(s)
- Po-Yao Hsu
- Physical Therapy Program, MGH Institute of Health Professions, Boston, MA, USA
- Cape Ann Orthopedic and Sports Physical Therapy Center, Manchester-by-the-Sea, MA, USA
| | - Jonas Singer
- Physical Therapy Program, MGH Institute of Health Professions, Boston, MA, USA
- The Midland School, University or College, Branchburg, NJ, USA
| | - Julie J Keysor
- Physical Therapy Program, MGH Institute of Health Professions, Boston, MA, USA
- School of Healthcare Leadership, MGH Institute of Health Professions, Boston, MA, USA
- Rehabilitation Sciences Program, MGH Institute of Health Professions, Boston, MA, USA
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21
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Masters K, Correia R, Nemethy K, Benjamin J, Carver T, MacNeill H. Online learning in health professions education. Part 2: Tools and practical application: AMEE Guide No. 163. MEDICAL TEACHER 2024; 46:18-33. [PMID: 37740948 DOI: 10.1080/0142159x.2023.2259069] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/25/2023]
Abstract
Part 1 of the AMEE Guide Online learning in health professions education focused on foundational concepts such as theory, methods, and instructional design in online learning. Part 2 builds upon Part 1, introducing technology tools and applications of these foundational concepts by exploring the various levels (from beginner to advanced) of utilisation, while describing how their usage can transform Health Professions Education. This Part covers Learning Management Systems, infographics, podcasting, videos, websites, social media, online discussion forums, simulation, virtual patients, extended and virtual reality. Intertwined are other topics, such as online small group teaching, game-based learning, FOAM, online social and collaboration learning, and virtual care teaching. We end by discussing digital scholarship and emerging technologies. Combined with Part 1, the overall aim of Part 2 is to produce a comprehensive overview to help guide effective use online learning in Health Professions Education.
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Affiliation(s)
- Ken Masters
- Medical Education and Informatics Department, College of Medicine and Health Sciences, Sultan Qaboos University, Sultanate of Oman
| | | | - Kataryna Nemethy
- Baycrest Academy, Dalla Lana School of Public Health, University of Toronto, Toronto, Canada
| | - Jennifer Benjamin
- Department of Education Innovation and Technology, Texas Childrens Hospital (TCH), Texas, USA
| | | | - Heather MacNeill
- Department of Medicine, Continuing Professional Development, University of Toronto, Toronto, Canada
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22
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Mavrodontis II, Trikoupis IG, Kontogeorgakos VA, Savvidou OD, Papagelopoulos PJ. Point-of-Care Orthopedic Oncology Device Development. Curr Oncol 2023; 31:211-228. [PMID: 38248099 PMCID: PMC10814108 DOI: 10.3390/curroncol31010014] [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: 11/14/2023] [Revised: 12/08/2023] [Accepted: 12/26/2023] [Indexed: 01/23/2024] Open
Abstract
BACKGROUND The triad of 3D design, 3D printing, and xReality technologies is explored and exploited to collaboratively realize patient-specific products in a timely manner with an emphasis on designs with meta-(bio)materials. METHODS A case study on pelvic reconstruction after oncological resection (osteosarcoma) was selected and conducted to evaluate the applicability and performance of an inter-epistemic workflow and the feasibility and potential of 3D technologies for modeling, optimizing, and materializing individualized orthopedic devices at the point of care (PoC). RESULTS Image-based diagnosis and treatment at the PoC can be readily deployed to develop orthopedic devices for pre-operative planning, training, intra-operative navigation, and bone substitution. CONCLUSIONS Inter-epistemic symbiosis between orthopedic surgeons and (bio)mechanical engineers at the PoC, fostered by appropriate quality management systems and end-to-end workflows under suitable scientifically amalgamated synergies, could maximize the potential benefits. However, increased awareness is recommended to explore and exploit the full potential of 3D technologies at the PoC to deliver medical devices with greater customization, innovation in design, cost-effectiveness, and high quality.
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Affiliation(s)
- Ioannis I. Mavrodontis
- First Department of Orthopaedic Surgery, School of Medicine, National and Kapodistrian University of Athens, 11527 Athens, Greece; (I.G.T.); (V.A.K.); (O.D.S.); (P.J.P.)
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23
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Gómez Amarillo DF, Ordóñez-Rubiano EG, Ramírez-Sanabria AD, Figueredo LF, Vargas-Osorio MP, Ramon JF, Mejia JA, Hakim F. Augmented reality for intracranial meningioma resection: a mini-review. Front Neurol 2023; 14:1269014. [PMID: 38020666 PMCID: PMC10652283 DOI: 10.3389/fneur.2023.1269014] [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: 07/28/2023] [Accepted: 10/11/2023] [Indexed: 12/01/2023] Open
Abstract
Augmented reality (AR) integrates computer-generated content and real-world scenarios. Artificial intelligence's continuous development has allowed AR to be integrated into medicine. Neurosurgery has progressively introduced image-guided technologies. Integration of AR into the operating room has permitted a new perception of neurosurgical diseases, not only for neurosurgical planning, patient positioning, and incision design but also for intraoperative maneuvering and identification of critical neurovascular structures and tumor boundaries. Implementing AR, virtual reality, and mixed reality has introduced neurosurgeons into a new era of artificial interfaces. Meningiomas are the most frequent primary benign tumors commonly related to paramount neurovascular structures and bone landmarks. Integration of preoperative 3D reconstructions used for surgical planning into AR can now be inserted into the microsurgical field, injecting information into head-up displays and microscopes with integrated head-up displays, aiming to guide neurosurgeons intraoperatively to prevent potential injuries. This manuscript aims to provide a mini-review of the usage of AR for intracranial meningioma resection.
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Affiliation(s)
- Diego F. Gómez Amarillo
- Department of Neurosurgery, Hospital Universitario Fundación Santa Fe de Bogotá, Bogotá, Colombia
| | - Edgar G. Ordóñez-Rubiano
- Department of Neurological Surgery, Fundación Universitaria de Ciencias de la Salud (FUCS), Hospital de San José – Sociedad de Cirugía de Bogotá, Bogotá, Colombia
| | | | - Luisa F. Figueredo
- Healthy Brain Aging and Sleep Center (HBASC), Department of Psychiatry at NYU Langone School of Medicine, New York, NY, United States
| | - María P. Vargas-Osorio
- Department of Neurosurgery, Hospital Universitario Fundación Santa Fe de Bogotá, Bogotá, Colombia
| | - Juan F. Ramon
- Department of Neurosurgery, Hospital Universitario Fundación Santa Fe de Bogotá, Bogotá, Colombia
| | - Juan A. Mejia
- Department of Neurosurgery, Hospital Universitario Fundación Santa Fe de Bogotá, Bogotá, Colombia
| | - Fernando Hakim
- Department of Neurosurgery, Hospital Universitario Fundación Santa Fe de Bogotá, Bogotá, Colombia
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Żelechowski M, Faludi B, Karnam M, Gerig N, Rauter G, Cattin PC. Automatic patient positioning based on robot rotational workspace for extended reality. Int J Comput Assist Radiol Surg 2023; 18:1951-1959. [PMID: 37296352 PMCID: PMC10589133 DOI: 10.1007/s11548-023-02967-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Accepted: 05/16/2023] [Indexed: 06/12/2023]
Abstract
PURPOSE Understanding the properties and aspects of the robotic system is essential to a successful medical intervention, as different capabilities and limits characterize each. Robot positioning is a crucial step in the surgical setup that ensures proper reachability to the desired port locations and facilitates docking procedures. This very demanding task requires much experience to master, especially with multiple trocars, increasing the barrier of entry for surgeons in training. METHODS Previously, we demonstrated an Augmented Reality-based system to visualize the rotational workspace of the robotic system and proved it helps the surgical staff to optimize patient positioning for single-port interventions. In this work, we implemented a new algorithm to allow for an automatic, real-time robotic arm positioning for multiple ports. RESULTS Our system, based on the rotational workspace data of the robotic arm and the set of trocar locations, can calculate the optimal position of the robotic arm in milliseconds for the positional and in seconds for the rotational workspace in virtual and augmented reality setups. CONCLUSIONS Following the previous work, we extended our system to support multiple ports to cover a broader range of surgical procedures and introduced the automatic positioning component. Our solution can decrease the surgical setup time and eliminate the need to repositioning the robot mid-procedure and is suitable both for the preoperative planning step using VR and in the operating room-running on an AR headset.
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Affiliation(s)
- Marek Żelechowski
- Center for medical Image Analysis & Navigation (CIAN), Department of Biomedical Engineering, University of Basel, Basel, Switzerland.
| | - Balázs Faludi
- Center for medical Image Analysis & Navigation (CIAN), Department of Biomedical Engineering, University of Basel, Basel, Switzerland
| | - Murali Karnam
- Bio-Inspired RObots for MEDicine-Laboratory (BIROMED-lab), Department of Biomedical Engineering, University of Basel, Basel, Switzerland
| | - Nicolas Gerig
- Bio-Inspired RObots for MEDicine-Laboratory (BIROMED-lab), Department of Biomedical Engineering, University of Basel, Basel, Switzerland
| | - Georg Rauter
- Bio-Inspired RObots for MEDicine-Laboratory (BIROMED-lab), Department of Biomedical Engineering, University of Basel, Basel, Switzerland
| | - Philippe C Cattin
- Center for medical Image Analysis & Navigation (CIAN), Department of Biomedical Engineering, University of Basel, Basel, Switzerland
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Flores A, Hoffman HG, Navarro-Haro MV, Garcia-Palacios A, Atzori B, Le May S, Alhalabi W, Sampaio M, Fontenot MR, Mason KP. Using Immersive Virtual Reality Distraction to Reduce Fear and Anxiety before Surgery. Healthcare (Basel) 2023; 11:2697. [PMID: 37830734 PMCID: PMC10572694 DOI: 10.3390/healthcare11192697] [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: 08/17/2023] [Revised: 09/22/2023] [Accepted: 10/05/2023] [Indexed: 10/14/2023] Open
Abstract
Presurgical anxiety is very common and is often treated with sedatives. Minimizing or avoiding sedation reduces the risk of sedation-related adverse events. Reducing sedation can increase early cognitive recovery and reduce time to discharge after surgery. The current case study is the first to explore the use of interactive eye-tracked VR as a nonpharmacologic anxiolytic customized for physically immobilized presurgery patients. Method: A 44-year-old female patient presenting for gallbladder surgery participated. Using a within-subject repeated measures design (treatment order randomized), the participant received no VR during one portion of her preoperative wait and interactive eye-tracked virtual reality during an equivalent portion of time in the presurgery room. After each condition (no VR vs. VR), the participant provided subjective 0-10 ratings and state-trait short form Y anxiety measures of the amount of anxiety and fear she experienced during that condition. Results: As predicted, compared to treatment as usual (no VR), the patient reported having 67% lower presurgical anxiety during VR. She also experienced "strong fear" (8 out of 10) during no VR vs. "no fear" (0 out of 10) during VR. She reported a strong sense of presence during VR and zero nausea. She liked VR, she had fun during VR, and she recommended VR to future patients during pre-op. Interactive VR distraction with eye tracking was an effective nonpharmacologic technique for reducing anticipatory fear and anxiety prior to surgery. The results add to existing evidence that supports the use of VR in perioperative settings. VR technology has recently become affordable and more user friendly, increasing the potential for widespread dissemination into medical practice. Although case studies are scientifically inconclusive by nature, they help identify new directions for future larger, carefully controlled studies. VR sedation is a promising non-drug fear and anxiety management technique meriting further investigation.
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Affiliation(s)
- Araceli Flores
- Ben Taub Hospital Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX 77030, USA
- William Beaumont Army Medical Center, Fort Bliss, TX 79918, USA
- El Paso VA Health Care System, Veterans Health Administration, United States Department of Veterans Affairs, El Paso, TX 79930, USA
| | - Hunter G. Hoffman
- Department of Mechanical Engineering, University of Washington, Seattle, WA 98195, USA
| | - Maria Vicenta Navarro-Haro
- Department of Psychology and Sociology, University of Zaragoza, 44003 Teruel, Spain
- Instituto de Investigación Sanitaria de Aragón (IISA), 50009 Zaragoza, Spain
| | - Azucena Garcia-Palacios
- Department of Basic Psychology, Clinic and Psychobiology, Jaume I University, 12006 Castelló de la Plana, Spain;
| | - Barbara Atzori
- Department of Health Sciences, University of Florence, 50121 Florence, Italy;
| | - Sylvie Le May
- Centre de Recherche du CHU Sainte-Justine, Université de Montréal, Montreal, QC H3T 1J4, Canada;
- Centre de Recherche de l’Institut, Universitaire en Santé Mentale de Montréal (CRIUSMM), Montreal, QC H1N 3M5, Canada
- Faculty of Nursing, University of Montreal, Montreal, QC H1N 3M5, Canada
| | - Wadee Alhalabi
- Department of Computer Science, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah 21589, Saudi Arabia
- Department of Computer Science, Dar Alhekma University, Jeddah 21589, Saudi Arabia
| | - Mariana Sampaio
- Department of Social Work, Catholic University of Portugal, 1649-023 Lisboa, Portugal;
- Department of Psychology, University of Coimbra, 1649-023 Lisboa, Portugal
| | - Miles R. Fontenot
- Department of Anesthesiology & Pain Medicine, School of Medicine, University of Washington, Seattle, WA 98195, USA
| | - Keira P. Mason
- Department of Anesthesiology, Critical Care and Pain Medicine, Harvard Medical School, Boston Children’s Hospital, Boston, MA 02115, USA;
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Jacobs C, Foote G, Williams M. Evaluating user experience with immersive technology in simulation-based education: A modified Delphi study with qualitative analysis. PLoS One 2023; 18:e0275766. [PMID: 37531361 PMCID: PMC10395907 DOI: 10.1371/journal.pone.0275766] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 07/11/2023] [Indexed: 08/04/2023] Open
Abstract
BACKGROUND Immersive technology is becoming more widespread in simulation-based medical education with applications that both supplement and replace traditional teaching methods. There is a lack of validated measures that capture user experience to inform of the technology utility. We aimed to establish a consensus of items and domains that different simulation experts would include in a measure for immersive technology use. METHODS A 3-stage modified Delphi using online software was conducted to support the conceptual framework for the proposed measure. The first round was informed by prior work on immersive technology in simulation. In the first round, participants were asked to describe what we could measure in simulation-based education and technology. Thematic analysis generated key themes that were presented to the participants in the second round. Ranking of importance in round 2 was determined by mean rank scores. The final round was an online meeting for final consensus discussion and most important domains by experts were considered. RESULTS A total of 16 simulation experts participated in the study. A consensus was reached on the ideal measure in immersive technology simulation that would be a user questionnaire and domains of interest would be: what was learnt, the degree of immersion experienced, fidelity provided, debrief, psychological safety and patient safety. No consensus was reached with the barriers that this technology introduces in education. CONCLUSIONS There is varied opinion on what we should prioritise in measuring the experience in simulation practice. Importantly, this study identified key areas that aids our understanding on how we can measure new technology in educational settings. Synthesising these results in to a multidomain instrument requires a systematic approach to testing in future research.
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Affiliation(s)
- Chris Jacobs
- Department for health, University of Bath, Bath, United Kingdom
| | - Georgia Foote
- Department for health, University of Bath, Bath, United Kingdom
| | - Michael Williams
- School of Medicine, Dentistry and Biomedical Sciences, Queen's University of Belfast, Belfast, United Kingdom
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Jain S, Timofeev I, Kirollos RW, Helmy A. Use of Mixed Reality in Neurosurgery Training: A Single Centre Experience. World Neurosurg 2023; 176:e68-e76. [PMID: 37141939 DOI: 10.1016/j.wneu.2023.04.107] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Revised: 04/23/2023] [Accepted: 04/24/2023] [Indexed: 05/06/2023]
Abstract
BACKGROUND Mixed reality (MR) technology has opened new avenues for planning, visualization, and education in surgery. Neurosurgical pathologies require a very clear understanding of the relationships between pathology and critical neurovascular structures. The decline in cadaveric dissections and resource constraints has pushed the educators to find newer ways of rendering the same knowledge. The aim of this study was to determine the feasibility of employing a MR device in a high-volume center for neurosurgical teaching. The study also evaluated the results of the trainee experience in using the MR platform. METHODS Three neurosurgical consultants who are part of the teaching faculty were asked to facilitate the session. No prior training on utilizing the MR device was given to the trainees. HoloLens 2 was used as the MR device. Two questionnaires were used to understand the experience of the trainees. RESULTS Eight active neurosurgical trainees who are currently training at our institution were recruited for the purposes of this study. Despite having no prior training on a MR platform, the learning curve was short for most of the trainees. Whether MR replace current traditional methods of teaching neuroanatomy, the response was divided across the trainees. The results of the User Experience Questionnaire were positive with the trainees finding the device as attractive, dependable, novel, and user-friendly. CONCLUSION This study demonstrates the feasibility of using MR platform in neurosurgery training without significant preparation requirements. These data are required to justify the future investment in this technology for training institutions.
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Affiliation(s)
- Swati Jain
- Divison of Neurosurgery, Department of Clinical Neurosciences, University of Cambridge, Cambridge, United Kingdom; Divison of Neurosurgery, University Surgical Cluster, National University Health System, Singapore.
| | - Ivan Timofeev
- Divison of Neurosurgery, Department of Clinical Neurosciences, University of Cambridge, Cambridge, United Kingdom
| | | | - Adel Helmy
- Divison of Neurosurgery, Department of Clinical Neurosciences, University of Cambridge, Cambridge, United Kingdom
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Papachristou N, Kotronoulas G, Dikaios N, Allison SJ, Eleftherochorinou H, Rai T, Kunz H, Barnaghi P, Miaskowski C, Bamidis PD. Digital Transformation of Cancer Care in the Era of Big Data, Artificial Intelligence and Data-Driven Interventions: Navigating the Field. Semin Oncol Nurs 2023; 39:151433. [PMID: 37137770 DOI: 10.1016/j.soncn.2023.151433] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Accepted: 03/29/2023] [Indexed: 05/05/2023]
Abstract
OBJECTIVES To navigate the field of digital cancer care and define and discuss key aspects and applications of big data analytics, artificial intelligence (AI), and data-driven interventions. DATA SOURCES Peer-reviewed scientific publications and expert opinion. CONCLUSION The digital transformation of cancer care, enabled by big data analytics, AI, and data-driven interventions, presents a significant opportunity to revolutionize the field. An increased understanding of the lifecycle and ethics of data-driven interventions will enhance development of innovative and applicable products to advance digital cancer care services. IMPLICATIONS FOR NURSING PRACTICE As digital technologies become integrated into cancer care, nurse practitioners and scientists will be required to increase their knowledge and skills to effectively use these tools to the patient's benefit. An enhanced understanding of the core concepts of AI and big data, confident use of digital health platforms, and ability to interpret the outputs of data-driven interventions are key competencies. Nurses in oncology will play a crucial role in patient education around big data and AI, with a focus on addressing any arising questions, concerns, or misconceptions to foster trust in these technologies. Successful integration of data-driven innovations into oncology nursing practice will empower practitioners to deliver more personalized, effective, and evidence-based care.
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Affiliation(s)
- Nikolaos Papachristou
- Medical Physics and Digital Innovation Laboratory, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece.
| | | | - Nikolaos Dikaios
- Centre for Vision Speech and Signal Processing, University of Surrey, Guildford, UK; Mathematics Research Centre, Academy of Athens, Athens, Greece
| | - Sarah J Allison
- Department of Sport, Exercise and Rehabilitation, Faculty of Health and Life Sciences, Northumbria University, Newcastle, UK; School of Bioscience and Medicine, Faculty of Health & Medical Sciences, University of Surrey, Guildford, UK
| | | | - Taranpreet Rai
- Centre for Vision Speech and Signal Processing, University of Surrey, Guildford, UK; Datalab, The Veterinary Health Innovation Engine (vHive), Guildford, UK
| | - Holger Kunz
- Institute of Health Informatics, University College London, London, UK
| | - Payam Barnaghi
- UK Dementia Research Institute Care Research and Technology Centre, Imperial College London, London, UK
| | - Christine Miaskowski
- School of Nursing, University California San Francisco, San Francisco, California, USA
| | - Panagiotis D Bamidis
- Medical Physics and Digital Innovation Laboratory, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
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Kleinman K, Hairston T, Smith B, Billings E, Tackett S, Chopra E, Risko N, Swedien D, Schreurs BA, Dean JL, Scott B, Canares T, Jeffers JM. Pediatric Chest Compression Improvement Via Augmented Reality Cardiopulmonary Resuscitation Feedback in Community General Emergency Departments: A Mixed-Methods Simulation-Based Pilot Study. J Emerg Med 2023; 64:696-708. [PMID: 37438023 PMCID: PMC10360435 DOI: 10.1016/j.jemermed.2023.03.058] [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: 11/01/2022] [Revised: 01/19/2023] [Accepted: 03/11/2023] [Indexed: 04/07/2023]
Abstract
BACKGROUND Yearly, more than 20,000 children experience a cardiac arrest. High-quality pediatric cardiopulmonary resuscitation (CPR) is generally challenging for community hospital teams, where pediatric cardiac arrest is infrequent. Current feedback systems are insufficient. Therefore, we developed an augmented reality (AR) CPR feedback system for use in many settings. OBJECTIVE We aimed to evaluate whether AR-CPR improves chest compression (CC) performance in non-pediatric-specialized community emergency departments (EDs). METHODS We performed an unblinded, randomized, crossover simulation-based study. A convenience sample of community ED nonpediatric nurses and technicians were included. Each participant performed three 2-min cycles of CC during a simulated pediatric cardiac arrest. Participants were randomized to use AR-CPR in one of three CC cycles. Afterward, participants participated in a qualitative interview to inquire about their experience with AR-CPR. RESULTS Of 36 participants, 18 were randomized to AR-CPR in cycle 2 (group A) and 18 were randomized to AR-CPR in cycle 3 (group B). When using AR-CPR, 87-90% (SD 12-13%) of all CCs were in goal range, analyzed as 1-min intervals, compared with 18-21% (SD 30-33%) without feedback (p < 0.001). Analysis of qualitative themes revealed that AR-CPR may be usable without a device orientation, be effective at cognitive offloading, and reduce anxiety around and enhance confidence in the CC delivered. CONCLUSIONS The novel CPR feedback system, AR-CPR, significantly changed the CC performance in community hospital non-pediatric-specialized general EDs from 18-21% to 87-90% of CC epochs at goal. This study offers preliminary evidence suggesting AR-CPR improves CC quality in community hospital settings.
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Affiliation(s)
- Keith Kleinman
- Department of Pediatrics, The Johns Hopkins University, Baltimore, Maryland.
| | - Tai Hairston
- The Harriet Lane Pediatric Residency Program, The Johns Hopkins University, Baltimore, Maryland
| | - Brittany Smith
- Department of Pediatrics, The Johns Hopkins University, Baltimore, Maryland
| | - Emma Billings
- Department of Pediatrics, The Johns Hopkins University, Baltimore, Maryland
| | - Sean Tackett
- Biostatistics, Epidemiology, and Data Management Core, Johns Hopkins Bayview Medical Center, Baltimore, Maryland
| | - Eisha Chopra
- Department of Emergency Medicine, The Johns Hopkins University, Baltimore, Maryland
| | - Nicholas Risko
- Department of Emergency Medicine, The Johns Hopkins University, Baltimore, Maryland
| | - Daniel Swedien
- Department of Emergency Medicine, The Johns Hopkins University, Baltimore, Maryland
| | - Blake A Schreurs
- The Johns Hopkins University Applied Physics Laboratory, LLC, The Johns Hopkins University, Laurel, Maryland
| | - James L Dean
- The Johns Hopkins University Applied Physics Laboratory, LLC, The Johns Hopkins University, Laurel, Maryland
| | - Brandon Scott
- The Johns Hopkins University Applied Physics Laboratory, LLC, The Johns Hopkins University, Laurel, Maryland
| | - Therese Canares
- Department of Pediatrics, The Johns Hopkins University, Baltimore, Maryland
| | - Justin M Jeffers
- Department of Pediatrics, The Johns Hopkins University, Baltimore, Maryland
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Gouveia PF, Luna R, Fontes F, Pinto D, Mavioso C, Anacleto J, Timóteo R, Santinha J, Marques T, Cardoso F, Cardoso MJ. Augmented Reality in Breast Surgery Education. Breast Care (Basel) 2023; 18:182-186. [PMID: 37529369 PMCID: PMC10389109 DOI: 10.1159/000529587] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Accepted: 02/03/2023] [Indexed: 08/03/2023] Open
Abstract
Introduction Augmented reality (AR) has demonstrated a potentially wide range of benefits and educational applications in the virtual health ecosystem. The concept of real-time data acquisition, machine learning-aided processing, and visualization is a foreseen ambition to leverage AR applications in the healthcare sector. This breakthrough with immersive technologies like AR, mixed reality, virtual reality, or extended reality will hopefully initiate a new surgical era: that of the use of the so-called surgical metaverse. Methods This paper focuses on the future use of AR in breast surgery education describing two potential applications (surgical remote telementoring and impalpable breast cancer localization using AR), along with the technical needs to make it possible. Conclusion Surgical telementoring and impalpable tumors noninvasive localization are two examples that can have success in the future provided the improvements in both data transformation and infrastructures are capable to overcome the current challenges and limitations.
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Affiliation(s)
- Pedro F. Gouveia
- Breast Unit, Champalimaud Clinical Center/Champalimaud Foundation, Avenida Brasilia, Lisboa, Portugal
- Faculdade de Medicina de Lisboa, Av. Prof. Egas Moniz MB, Lisboa, Portugal
| | - Rogélio Luna
- Breast Unit, Champalimaud Clinical Center/Champalimaud Foundation, Avenida Brasilia, Lisboa, Portugal
| | - Francisco Fontes
- Altice Labs, Rua Eng José Ferreira Pinto Basto, Aveiro, Portugal
| | - David Pinto
- Breast Unit, Champalimaud Clinical Center/Champalimaud Foundation, Avenida Brasilia, Lisboa, Portugal
| | - Carlos Mavioso
- Breast Unit, Champalimaud Clinical Center/Champalimaud Foundation, Avenida Brasilia, Lisboa, Portugal
| | - João Anacleto
- Breast Unit, Champalimaud Clinical Center/Champalimaud Foundation, Avenida Brasilia, Lisboa, Portugal
| | - Rafaela Timóteo
- Breast Unit, Champalimaud Clinical Center/Champalimaud Foundation, Avenida Brasilia, Lisboa, Portugal
| | - João Santinha
- Breast Unit, Champalimaud Clinical Center/Champalimaud Foundation, Avenida Brasilia, Lisboa, Portugal
| | - Tiago Marques
- Breast Unit, Champalimaud Clinical Center/Champalimaud Foundation, Avenida Brasilia, Lisboa, Portugal
| | - Fátima Cardoso
- Breast Unit, Champalimaud Clinical Center/Champalimaud Foundation, Avenida Brasilia, Lisboa, Portugal
| | - Maria João Cardoso
- Breast Unit, Champalimaud Clinical Center/Champalimaud Foundation, Avenida Brasilia, Lisboa, Portugal
- Faculdade de Medicina de Lisboa, Av. Prof. Egas Moniz MB, Lisboa, Portugal
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Dinh A, Yin AL, Estrin D, Greenwald P, Fortenko A. Augmented Reality in Real-time Telemedicine and Telementoring: Scoping Review. JMIR Mhealth Uhealth 2023; 11:e45464. [PMID: 37071458 PMCID: PMC10155085 DOI: 10.2196/45464] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 03/01/2023] [Accepted: 03/15/2023] [Indexed: 04/19/2023] Open
Abstract
BACKGROUND Over the last decade, augmented reality (AR) has emerged in health care as a tool for visualizing data and enhancing simulation learning. AR, which has largely been explored for communication and collaboration in nonhealth contexts, could play a role in shaping future remote medical services and training. This review summarized existing studies implementing AR in real-time telemedicine and telementoring to create a foundation for health care providers and technology developers to understand future opportunities in remote care and education. OBJECTIVE This review described devices and platforms that use AR for real-time telemedicine and telementoring, the tasks for which AR was implemented, and the ways in which these implementations were evaluated to identify gaps in research that provide opportunities for further study. METHODS We searched PubMed, Scopus, Embase, and MEDLINE to identify English-language studies published between January 1, 2012, and October 18, 2022, implementing AR technology in a real-time interaction related to telemedicine or telementoring. The search terms were "augmented reality" OR "AR" AND "remote" OR "telemedicine" OR "telehealth" OR "telementoring." Systematic reviews, meta-analyses, and discussion-based articles were excluded from analysis. RESULTS A total of 39 articles met the inclusion criteria and were categorized into themes of patient evaluation, medical intervention, and education. In total, 20 devices and platforms using AR were identified, with common features being the ability for remote users to annotate, display graphics, and display their hands or tools in the local user's view. Common themes across the studies included consultation and procedural education, with surgery, emergency, and hospital medicine being the most represented specialties. Outcomes were most often measured using feedback surveys and interviews. The most common objective measures were time to task completion and performance. Long-term outcome and resource cost measurements were rare. Across the studies, user feedback was consistently positive for perceived efficacy, feasibility, and acceptability. Comparative trials demonstrated that AR-assisted conditions had noninferior reliability and performance and did not consistently extend procedure times compared with in-person controls. CONCLUSIONS Studies implementing AR in telemedicine and telementoring demonstrated the technology's ability to enhance access to information and facilitate guidance in multiple health care settings. However, AR's role as an alternative to current telecommunication platforms or even in-person interactions remains to be validated, with many disciplines and provider-to-nonprovider uses still lacking robust investigation. Additional studies comparing existing methods may offer more insight into this intersection, but the early stage of technical development and the lack of standardized tools and adoption have hindered the conduct of larger longitudinal and randomized controlled trials. Overall, AR has the potential to complement and advance the capabilities of remote medical care and learning, creating unique opportunities for innovator, provider, and patient involvement.
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Affiliation(s)
- Alana Dinh
- Medical College, Weill Cornell Medicine, New York, NY, United States
| | - Andrew Lukas Yin
- Department of Internal Medicine, Weill Cornell Medicine, New York, NY, United States
| | - Deborah Estrin
- Department of Computer Science, Cornell Tech, New York, NY, United States
| | - Peter Greenwald
- Emergency Medicine, NewYork-Presyterian Hospital, New York, NY, United States
| | - Alexander Fortenko
- Emergency Medicine, NewYork-Presyterian Hospital, New York, NY, United States
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Adnan S, Xiao J. A scoping review on the trends of digital anatomy education. Clin Anat 2023; 36:471-491. [PMID: 36583721 DOI: 10.1002/ca.23995] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Revised: 12/11/2022] [Accepted: 12/12/2022] [Indexed: 12/31/2022]
Abstract
Digital technologies are changing the landscape of anatomy education. To reveal the trend of digital anatomy education across medical science disciplines, searches were performed using PubMed, EMBASE, and MEDLINE bibliographic databases for research articles published from January 2010 to June 2021 (inclusive). The search was restricted to publications written in English language and to articles describing teaching tools in undergraduate and postgraduate anatomy and pre-vocational clinical anatomy training courses. Among 156 included studies across six health disciplines, 35% used three-dimensional (3D) digital printing tools, 24.2% augmented reality (AR), 22.3% virtual reality (VR), 11.5% web-based programs, and 4.5% tablet-based apps. There was a clear discipline-dependent preference in the choice and employment of digital anatomy education. AR and VR were the more commonly adopted digital tools for medical and surgical anatomy education, while 3D printing is more broadly used for nursing, allied health and dental health education compared to other digital resources. Digital modalities were predominantly adopted for applied interactive anatomy education and primarily in advanced anatomy curricula such as regional anatomy and neuroanatomy. Moreover, there was a steep increase in VR anatomy combining digital simulation for surgical anatomy training. There is a consistent increase in the adoption of digital modalities in anatomy education across all included health disciplines. AR and VR anatomy incorporating digital simulation will play a more prominent role in medical education of the future. Combining multimodal digital resources that supports blended and interactive learning will further modernize anatomy education, moving medical education further away from its didactic history.
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Affiliation(s)
- Sharmeen Adnan
- Department of Health Sciences and Biostatistics, School of Health Sciences, Swinburne University of Technology, Hawthorn, Australia
| | - Junhua Xiao
- Department of Health Sciences and Biostatistics, School of Health Sciences, Swinburne University of Technology, Hawthorn, Australia
- School of Allied Health, La Trobe University, Bundoora, Australia
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George O, Foster J, Xia Z, Jacobs C. Augmented Reality in Medical Education: A Mixed Methods Feasibility Study. Cureus 2023; 15:e36927. [PMID: 37128541 PMCID: PMC10148745 DOI: 10.7759/cureus.36927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/22/2023] [Indexed: 04/03/2023] Open
Abstract
BACKGROUND Augmented reality (AR) is a novel technology with many applications in medical education. Perhaps one of the most beneficial potential applications is to enable better clinical access for students; however, there is limited research into this use. The purpose of this mixed-methods feasibility study was to evaluate the applicability and acceptability of AR in undergraduate and early postgraduate medical education. METHODS Single-group quasi-experimental study design was developed for critical care-themed simulation teaching delivered using Microsoft HoloLens (Microsoft Corporation, Redmond, Washington, United States). Post-test questionnaires were completed including a validated adapted immersive experience questionnaire (AIEQ) and an abridged intrinsic motivation inventory (AIMI). The AIMI focused on the domains of 'interest and enjoyment', and 'value and usefulness'. Following the teaching, focus group interviews with thematic analysis were conducted to evaluate participants' experiences with AR. RESULTS All 15 participants (100%) completed the AIEQ and AIMI. Co-located airway teaching (i.e., the demonstrator and participants were placed in the same AR environment) was reported as having a moderate level of user immersion (median 72) and a high level of user enjoyment and value (median 52). Thematic analysis revealed four key themes: visual conceptualization for learning, accessibility, varied immersion, and future application. Conclusions: Remote simulation for the management of airways in critical care was found to be acceptable and afforded a high level of enjoyment and value. Similarly, this was reflected in the thematic analysis. However, immersion was rated variably in both AIEQ and thematic analysis. The challenges identified with the application of AR included technical infrastructure and patient consent. AR-enabled education benefits are relevant to a number of clinical teaching areas.
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Sugahara K, Koyachi M, Tachizawa K, Iwasaki A, Matsunaga S, Odaka K, Sugimoto M, Abe S, Nishii Y, Katakura A. Using mixed reality and CAD/CAM technology for treatment of maxillary non-union after Le Fort I osteotomy: a case description. Quant Imaging Med Surg 2023; 13:1190-1199. [PMID: 36819286 PMCID: PMC9929389 DOI: 10.21037/qims-22-414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Accepted: 11/11/2022] [Indexed: 01/05/2023]
Affiliation(s)
- Keisuke Sugahara
- Department of Oral Pathobiological Science and Surgery, Tokyo Dental College, Tokyo, Japan
- Oral Health Science Center, Tokyo Dental College, Tokyo, Japan
| | - Masahide Koyachi
- Department of Oral Pathobiological Science and Surgery, Tokyo Dental College, Tokyo, Japan
| | - Kotaro Tachizawa
- Department of Oral Pathobiological Science and Surgery, Tokyo Dental College, Tokyo, Japan
| | - Akira Iwasaki
- Department of Oral Pathobiological Science and Surgery, Tokyo Dental College, Tokyo, Japan
| | - Satoru Matsunaga
- Oral Health Science Center, Tokyo Dental College, Tokyo, Japan
- Department of Anatomy, Tokyo Dental College, Tokyo, Japan
| | - Kento Odaka
- Department of Oral and Maxillofacial Radiology, Tokyo Dental College, Tokyo, Japan
| | - Maki Sugimoto
- Department of Oral Pathobiological Science and Surgery, Tokyo Dental College, Tokyo, Japan
- Innovation Lab, Teikyo University Okinaga Research Institute, Tokyo, Japan
| | - Shinichi Abe
- Department of Anatomy, Tokyo Dental College, Tokyo, Japan
| | - Yasushi Nishii
- Department of Orthodontics, Tokyo Dental College, Tokyo, Japan
| | - Akira Katakura
- Department of Oral Pathobiological Science and Surgery, Tokyo Dental College, Tokyo, Japan
- Oral Health Science Center, Tokyo Dental College, Tokyo, Japan
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Curran VR, Xu X, Aydin MY, Meruvia-Pastor O. Use of Extended Reality in Medical Education: An Integrative Review. MEDICAL SCIENCE EDUCATOR 2023; 33:275-286. [PMID: 36569366 PMCID: PMC9761044 DOI: 10.1007/s40670-022-01698-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 11/28/2022] [Indexed: 06/17/2023]
Abstract
Extended reality (XR) has emerged as an innovative simulation-based learning modality. An integrative review was undertaken to explore the nature of evidence, usage, and effectiveness of XR modalities in medical education. One hundred and thirty-three (N = 133) studies and articles were reviewed. XR technologies are commonly reported in surgical and anatomical education, and the evidence suggests XR may be as effective as traditional medical education teaching methods and, potentially, a more cost-effective means of curriculum delivery. Further research to compare different variations of XR technologies and best applications in medical education and training are required to advance the field. Supplementary Information The online version contains supplementary material available at 10.1007/s40670-022-01698-4.
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Affiliation(s)
- Vernon R. Curran
- Office of Professional and Educational Development, Faculty of Medicine, Health Sciences Centre, Memorial University of Newfoundland, Room H2982, St. John’s, NL A1B 3V6 Canada
| | - Xiaolin Xu
- Faculty of Health Sciences, Queen’s University, Kingston, ON Canada
| | - Mustafa Yalin Aydin
- Department of Computer Sciences, Memorial University of Newfoundland, St. John’s, NL Canada
| | - Oscar Meruvia-Pastor
- Department of Computer Sciences, Memorial University of Newfoundland, St. John’s, NL Canada
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Greenway K, Frisone C, Placidi A, Kumar S, Guest W, Winter SC, Shah K, Henshall C. Using immersive technology and architectural design to assist head and neck cancer patients' recovery from treatment: A focus group and technology acceptance study. Eur J Oncol Nurs 2023; 62:102261. [PMID: 36716531 DOI: 10.1016/j.ejon.2022.102261] [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: 08/30/2022] [Revised: 11/09/2022] [Accepted: 12/14/2022] [Indexed: 12/24/2022]
Abstract
PURPOSE Head and neck cancer patients can face debilitating treatment related side-effects, resulting in requirement for support and negatively impacting on care outcomes. This study aimed to develop a digital recovery support package and assess its acceptability with head and neck cancer patients to support their information needs and assist with their self-management. It provided additional support through development of a WebXR platform 'recovery' package, which allowed patients to live a 'virtual reality' experience, entering and moving inside a 'virtual room', accessing targeted resources and specific learning materials related to their cancer. METHOD A qualitative intervention development study consisting of three phases. This study followed the COREQ checklist for qualitative research. Phase 1- Focus groups with seven head and neck cancer patients and six healthcare professionals. Phase 2- Development of 'recovery' package based on the focus group data which informed the content and design of the WebXR recovery platform. Phase 3- Technology acceptance study. Once developed, the platform's acceptability of the experience lived inside the virtual room was assessed via qualitative interviews with six different patient participants. RESULTS Most participants felt comfortable using the virtual reality platform, finding it a realistic and useful support for identifying resources and signposting to relevant materials. Participants agreed the WebXR platform was a feasible tool for the head and neck cancer setting and helped reduce anxiety. CONCLUSIONS Head and neck cancer patients welcome specific targeted, information and advice to support their ability to self-manage their rehabilitation and thus focus their nursing care. The platform was implemented during the Covid-19 pandemic, demonstrating its versatility and accessibility in providing complementary support to head and neck cancer patients, to empower them to adjust to their 'new' normal as part of their ongoing cancer journeys.
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Affiliation(s)
- Kathleen Greenway
- Oxford Institute of Nursing Midwifery and Allied Health, Faculty of Health and Life Sciences, Oxford School of Nursing and Midwifery, Oxford Brookes University, Jack Straws Lane, Marston, Oxford, OX3 OFL, UK.
| | - Caterina Frisone
- Faculty of Technology, Design and Environment, School of Architecture, Oxford Brookes University, Gipsy Lane, Oxford, OX3 0BP, UK.
| | - Andrea Placidi
- Faculty of Technology, Design and Environment, School of Architecture, Oxford Brookes University, Gipsy Lane, Oxford, OX3 0BP, UK.
| | - Sanjay Kumar
- Faculty of Health and Life Sciences, Department of Psychology, Oxford Brookes University, Gipsy Lane, Oxford, OX3 0BP, UK.
| | - Will Guest
- Faculty of Technology, Design and Environment, School of Computing and Communication Technologies, Oxford Brookes University, Gipsy Lane, Oxford, OX3 0BP, UK.
| | - Stuart C Winter
- University of Oxford, Consultant Head and Neck Surgeon, Oxford Cancer Centre, Churchill Hospital, Oxford, OX3 7LE, UK.
| | - Ketan Shah
- Oxford Cancer Centre, Churchill Hospital, Oxford, OX3 7LE, UK.
| | - Catherine Henshall
- Oxford Institute of Nursing Midwifery and Allied Health, Faculty of Health and Life Sciences, Oxford School of Nursing and Midwifery, Oxford Brookes University, Jack Straws Lane, Marston, Oxford, OX3 OFL, UK.
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Olexa J, Cohen J, Alexander T, Brown C, Schwartzbauer G, Woodworth GF. Expanding Educational Frontiers in Neurosurgery: Current and Future Uses of Augmented Reality. Neurosurgery 2023; 92:241-250. [PMID: 36637263 DOI: 10.1227/neu.0000000000002199] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Accepted: 08/22/2022] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND Augmented reality (AR) technology is a new and promising option to advance and expand neurosurgical training because of recent advances in computer vision technology, improved AR software and hardware, and growing acceptance of this technology in clinical practice. OBJECTIVE To analyze the current status of AR use cases with the goal of envisioning future uses of AR in neurosurgical education. METHODS Articles applying to AR technology use in neurosurgical education were identified using PubMed, Google Scholar, and Web of Science databases following the Preferred Reporting Items of Systematic Reviews and Meta-Analyses guidelines. Articles were included for review based on applicable content related to neurosurgical or neuroanatomy training. Assessment of literature quality was completed using standardized MERSQI scoring. RESULTS The systematic search identified 2648 unique articles. Of these, 12 studies met inclusion criteria after extensive review. The average MERSQI score was 10.2 (SD: 1.7). The most common AR platform identified in this study was the Microsoft Hololens. The primary goals of the studies were to improve technical skills and approaches to surgical planning or improve understanding of neuroanatomy. CONCLUSION Augmented reality has emerged as a promising training tool in neurosurgery. This is demonstrated in the wide range of cases in technical training and anatomic education. It remains unclear how AR-based training compares directly with traditional training methods; however, AR shows great promise in the ability to further enhance and innovate neurosurgical education and training.
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Affiliation(s)
- Joshua Olexa
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | | | | | - Cole Brown
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Gary Schwartzbauer
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Graeme F Woodworth
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, Maryland, USA
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Use of Mixed Reality in Neuro-Oncology: A Single Centre Experience. Life (Basel) 2023; 13:life13020398. [PMID: 36836755 PMCID: PMC9965132 DOI: 10.3390/life13020398] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 01/25/2023] [Accepted: 01/29/2023] [Indexed: 02/04/2023] Open
Abstract
(1) Background: Intra-operative neuronavigation is currently an essential component to most neurosurgical operations. Recent progress in mixed reality (MR) technology has attempted to overcome the disadvantages of the neuronavigation systems. We present our experience using the HoloLens 2 in neuro-oncology for both intra- and extra-axial tumours. (2) Results: We describe our experience with three patients who underwent tumour resection. We evaluated surgeon experience, accuracy of superimposed 3D image in tumour localisation with standard neuronavigation both pre- and intra-operatively. Surgeon training and usage for HoloLens 2 was short and easy. The process of image overlay was relatively straightforward for the three cases. Registration in prone position with a conventional neuronavigation system is often difficult, which was easily overcome during use of HoloLens 2. (3) Conclusion: Although certain limitations were identified, the authors feel that this system is a feasible alternative device for intra-operative visualization of neurosurgical pathology. Further studies are being planned to assess its accuracy and suitability across various surgical disciplines.
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Aasen J, Galaaen K, Nilsson F, Sørensen T, Lien L, Leonhardt M. Promoting Social Participation and Recovery with Virtual Reality Based Interventions among people with Mental Health and Substance Use disorders: A Qualitative study (Preprint). JMIR Form Res 2023; 7:e46136. [PMID: 37104000 PMCID: PMC10176145 DOI: 10.2196/46136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 03/02/2023] [Accepted: 03/02/2023] [Indexed: 03/06/2023] Open
Abstract
BACKGROUND People with mental health disorders (MHDs) and substance use disorders (SUDs) are a highly vulnerable group, particularly affected by social exclusion, marginalization, and disconnectedness. Virtual reality technology holds a potential for simulating social environments and interactions to mitigate the social barriers and marginalization faced by people recovering from MHDs and SUDs. However, it is still unclear how we can harness the greater ecological validity of virtual reality-based interventions targeting social and functional impairments in individuals with MHDs and SUDs. OBJECTIVE The aim of this paper was to explore how service providers in community-based MHD and SUD health care services perceive the barriers to social participation among adults recovering from MHDs and SUDs to provide a broader understanding of how learning experiences can be modeled to promote social participation in virtual reality environments. METHODS Two semistructured, open-ended, and dual-moderator focus group interviews were conducted with participants representing different community-based MHD and SUD health care services. Service providers were recruited from their MHD and SUD services in our collaborating municipality in Eastern Norway. We recruited the first participant group at a municipal MHD and SUD assisted living facility for service users with ongoing excessive substance use and severe social dysfunctionality. We recruited the second participant group at a community-based follow-up care service aimed at clients with a broad range of MHDs and SUDs and various levels of social functioning. The qualitative data extracted in the interviews were analyzed, using reflexive thematic analysis. RESULTS The analysis of the service providers' perceptions of the barriers to social participation among clients with MHDs and SUDs revealed the following five main themes: challenging or lacking social connections, impaired cognitive functions, negative self-perception, impaired personal functioning, and insufficient social security. The barriers identified are interrelated in a cluster of cognitive, socioemotional, and functional impairments, leading to a severe and diverse complex of barriers to social participation. CONCLUSIONS Social participation relies on people's capability to use their present social opportunities. Promoting basic human functioning is key to promoting social participation among people with MHDs and SUDs. The findings in this study indicate a need to address cognitive functioning, socioemotional learning, instrumental skills, and complex social functions to meet the complexity and diversity of the identified barriers to social functioning in our target group. Virtual reality-based interventions for promoting social participation should be sequenced into distinct scenarios dedicated to specific learning goals to build complex learning in a step-by-step process based on successively more complex levels of human and social functioning.
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Affiliation(s)
- Jan Aasen
- Norwegian National Advisory Unit on Concurrent Substance Use and Mental Health Disorders, Innlandet Hospital Trust, Brummundal, Norway
- VID Specialized University, Oslo, Norway
| | | | - Fredrik Nilsson
- RIO- a Norwegian users' association in the field of alcohol and drugs, Oslo, Norway
| | | | - Lars Lien
- Norwegian National Advisory Unit on Concurrent Substance Use and Mental Health Disorders, Innlandet Hospital Trust, Brummundal, Norway
- Department of Health and Social Science, Inland Norway University of Applied Science, Elverum, Norway
| | - Marja Leonhardt
- Norwegian National Advisory Unit on Concurrent Substance Use and Mental Health Disorders, Innlandet Hospital Trust, Brummundal, Norway
- VID Specialized University, Oslo, Norway
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Minty I, Lawson J, Guha P, Luo X, Malik R, Cerneviciute R, Kinross J, Martin G. The use of mixed reality technology for the objective assessment of clinical skills: a validation study. BMC MEDICAL EDUCATION 2022; 22:639. [PMID: 35999532 PMCID: PMC9395785 DOI: 10.1186/s12909-022-03701-3] [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: 06/17/2022] [Accepted: 08/16/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Mixed Reality technology may provide many advantages over traditional teaching methods. Despite its potential, the technology has yet to be used for the formal assessment of clinical competency. This study sought to collect validity evidence and assess the feasibility of using the HoloLens 2 mixed reality headset for the conduct and augmentation of Objective Structured Clinical Examinations (OSCEs). METHODS A prospective cohort study was conducted to compare the assessment of undergraduate medical students undertaking OSCEs via HoloLens 2 live (HLL) and recorded (HLR), and gold-standard in-person (IP) methods. An augmented mixed reality scenario was also assessed. RESULTS Thirteen undergraduate participants completed a total of 65 OSCE stations. Overall inter-modality correlation was 0.81 (p = 0.01), 0.98 (p = 0.01) and 0.82 (p = 0.01) for IP vs. HLL, HLL vs. HLR and IP vs. HLR respectively. Skill based correlations for IP vs. HLR were assessed for history taking (0.82, p = 0.01), clinical examination (0.81, p = 0.01), procedural (0.88, p = 0.01) and clinical skills (0.92, p = 0.01), and assessment of a virtual mixed reality patient (0.74, p = 0.01). The HoloLens device was deemed to be usable and practical (Standard Usability Scale (SUS) score = 51.5), and the technology was thought to deliver greater flexibility and convenience, and have the potential to expand and enhance assessment opportunities. CONCLUSIONS HoloLens 2 is comparable to traditional in-person examination of undergraduate medical students for both live and recorded assessments, and therefore is a valid and robust method for objectively assessing performance. The technology is in its infancy, and users need to develop confidence in its usability and reliability as an assessment tool. However, the potential to integrate additional functionality including holographic content, automated tracking and data analysis, and to facilitate remote assessment may allow the technology to enhance, expand and standardise examinations across a range of educational contexts.
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Affiliation(s)
- Iona Minty
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital, 10th Floor QEQM Building, London, W2 1NY, UK
| | - Jason Lawson
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital, 10th Floor QEQM Building, London, W2 1NY, UK
| | - Payal Guha
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital, 10th Floor QEQM Building, London, W2 1NY, UK
| | - Xun Luo
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital, 10th Floor QEQM Building, London, W2 1NY, UK
| | - Rukhnoor Malik
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital, 10th Floor QEQM Building, London, W2 1NY, UK
| | - Raminta Cerneviciute
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital, 10th Floor QEQM Building, London, W2 1NY, UK
| | - James Kinross
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital, 10th Floor QEQM Building, London, W2 1NY, UK
| | - Guy Martin
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital, 10th Floor QEQM Building, London, W2 1NY, UK.
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Arif SMU, Brizzi M, Carli M, Battisti F. Human reaction time in a mixed reality environment. Front Neurosci 2022; 16:897240. [PMID: 36061612 PMCID: PMC9437458 DOI: 10.3389/fnins.2022.897240] [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: 03/15/2022] [Accepted: 08/01/2022] [Indexed: 11/15/2022] Open
Abstract
Over the last few years applications based on the use of immersive environments, where physical and digital objects coexist and interact, have gained widespread attention. Thanks to the development of new visualization devices, even at low cost, and increasingly effective rendering and processing techniques, these applications are reaching a growing number of users. While the adoption of digital information makes it possible to provide immersive experiences in a number of different applications, there are still many unexplored aspects. In this work, a preliminary step to understand the impact of the scene content on human perception of the virtual 3D elements in a mixed reality has been performed. To this aim, a subjective test was designed and implemented to collect the reaction time of a set of users in a mixed reality application. In this test each user was asked to wear an augmented reality headset and to catch a virtual objects randomly appearing in the subject's field of view. We first estimated the detection accuracy through omitted, anticipated, and completed responses; then we related stimulus location, scene content and estimated accuracy. For this purpose, the area of stimulus presentation was divided into upper, lower, right, left, inner, and outer, to understand in which area responses were omitted and anticipated with respect to the central point of view. Experimental results show that, in addition to the saliency of the real scene, natural body gesture technology and limited field of view influenced human reaction time.
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Affiliation(s)
- Syed Muhammad Umair Arif
- Department of Industrial, Electronic and Mechanical Engineering, Roma Tre University, Rome, Italy
| | - Michele Brizzi
- Department of Industrial, Electronic and Mechanical Engineering, Roma Tre University, Rome, Italy
- *Correspondence: Michele Brizzi
| | - Marco Carli
- Department of Industrial, Electronic and Mechanical Engineering, Roma Tre University, Rome, Italy
| | - Federica Battisti
- Department of Information Engineering, University of Padova, Padova, Italy
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Abstract
Augmented reality (AR) was first described in the literature in the 1990s. It has been shown as a futuristic concept in television, film and media, and now in the twenty-first century has become a reality. AR is defined as an interactive experience of a real-world environment where the object that resides in the real world is enhanced by computer-generated perceptual information.Microsoft HoloLens is a mixed reality device which has the capability to provide a real-time, three-dimensional platform using multiple sensors and holographic processing to display information and even simulate a virtual world. With rapidly evolving technology and virtual learning on the increase, the HoloLens technology can be used as a vital tool for dental education and surgical planning. However, within dentistry at present, there is limited research regarding its benefits and potential.The authors would like to demonstrate the use of HoloLens in three common oral surgery procedures and how it can be used to distinguish anatomy and benefit surgical planning, aid in patient communication and play a role in dental education.
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Al-kahtani MS, Khan F, Taekeun W. Application of Internet of Things and Sensors in Healthcare. SENSORS (BASEL, SWITZERLAND) 2022; 22:s22155738. [PMID: 35957294 PMCID: PMC9371210 DOI: 10.3390/s22155738] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 07/18/2022] [Accepted: 07/27/2022] [Indexed: 05/08/2023]
Abstract
The Internet of Things (IoT) is an innovative technology with billions of sensors in various IoT applications. Important elements used in the IoT are sensors that collect data for desired analyses. The IoT and sensors are very important in smart cities, smart agriculture, smart education, healthcare systems, and other applications. The healthcare system uses the IoT to meet global health challenges, and the newest example is COVID-19. Demand has increased during COVID-19 for healthcare to reach patients remotely and digitally at their homes. The IoT properly monitors patients using an interconnected network to overcome the issues of healthcare services. The aim of this paper is to discuss different applications, technologies, and challenges related to the healthcare system. Different databases were searched using keywords in Google Scholar, Elsevier, PubMed, ACM, ResearchGate, Scopus, Springer, etc. This paper discusses, highlights, and identifies the applications of IoT healthcare systems to provide research directions to healthcare, academia, and researchers to overcome healthcare system challenges. Hence, the IoT can be beneficial by providing better treatments using the healthcare system efficiently. In this paper, the integration of the IoT with smart technologies not only improves computation, but will also allow the IoT to be pervasive, profitable, and available anytime and anywhere. Finally, some future directions and challenges are discussed, along with useful suggestions that can assist the IoT healthcare system during COVID-19 and in a severe pandemic.
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Affiliation(s)
- Mohammad S. Al-kahtani
- Department of Computer Engineering, Prince Sattam Bin Abdul Aziz University, Al-Kharj 16273, Saudi Arabia;
| | - Faheem Khan
- Department of Computer Engineering, Gachon University, Seongnam 13120, Korea
- Correspondence: (F.K.); (W.T.)
| | - Whangbo Taekeun
- Department of Computer Engineering, Gachon University, Seongnam 13120, Korea
- Correspondence: (F.K.); (W.T.)
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Digital Experiential Learning for Sustainable Horticulture and Landscape Management Education. SUSTAINABILITY 2022. [DOI: 10.3390/su14159116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
During the COVID-19 pandemic, horticulture and landscape management programmes in higher education experienced a huge drawback because of the impossibility of organising field studies and conducting site research. To pursue a more sustainable method of teaching, immersive technology such as augmented reality (AR) and virtual reality (VR) has been increasingly adopted as an effective approach for multimodal experiential learning. This study examines student perceptions on the use of digital technology in team-based hybrid learning to achieve sustainability in tree management using data collected from students of horticulture and landscape management in a higher education institute in Hong Kong. Key theoretical principles on Kolb’s experiential learning cycle as an interactive process are discussed, followed by an empirical analysis of student survey results. This research deepens the understanding of how immersive technology enhances both environmental sustainability and learning innovation. The results demonstrate that innovative ideas in instructional methods such as ARVR simulation can enhance the environmental sustainability of how tree management can be conducted, promoting a more environmentally conscious, experiential, collaborative and digital learning experience in higher education.
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Jeffers JM, Schreurs BA, Dean JL, Scott B, Canares T, Tackett S, Smith B, Billings E, Billioux V, Sampathkumar HD, Kleinman K. Paediatric chest compression performance improves via novel augmented-reality cardiopulmonary resuscitation feedback system: A mixed-methods pilot study in a simulation-based setting. Resusc Plus 2022; 11:100273. [PMID: 35844631 PMCID: PMC9283661 DOI: 10.1016/j.resplu.2022.100273] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 06/17/2022] [Accepted: 06/27/2022] [Indexed: 12/21/2022] Open
Abstract
Aim More than 20,000 children experience a cardiac arrest event each year in the United States. Most children do not survive. High-quality cardiopulmonary resuscitation (CPR) has been associated with improved outcomes yet adherence to guidelines is poor. We developed and tested an augmented reality head mounted display chest compression (CC) feedback system (AR-CPR) designed to provide real-time CC feedback and guidance. Methods We conducted an unblinded randomized crossover simulation-based study to determine whether AR-CPR changes a user's CC performance. A convenience sample of healthcare providers who perform CC on children were included. Subjects performed three two-minute cycles of CC during a simulated 18-minute paediatric cardiac arrest. Subjects were randomized to utilize AR-CPR in the second or third CC cycle. After, subjects participated in a qualitative portion to inquire about their experience with AR-CPR and offer criticisms and suggestions for future development. Results There were 34 subjects recruited. Sixteen subjects were randomly assigned to have AR-CPR in cycle two (Group A) and 18 subjects were randomized to have AR-CPR in cycle three (Group B). There were no differences between groups CC performance in cycle one (baseline). In cycle two, subjects in Group A had 73% (SD 18%) perfect CC epochs compared to 17% (SD 26%) in Group B (p < 0.001). Overall, subjects enjoyed using AR-CPR and felt it improved their CC performance. Conclusion This novel AR-CPR feedback system showed significant CC performance change closer to CC guidelines. Numerous hardware, software, and user interface improvements were made during this pilot study.
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Affiliation(s)
- Justin M. Jeffers
- Department of Paediatrics, The Johns Hopkins University, Bloomberg Children’s Center, 1800 Orleans St., Baltimore, MD 21287, United States,Corresponding author at: Bloomberg Children’s Center, 1800 Orleans St, Suite G-1509, United States.
| | - Blake A. Schreurs
- The Johns Hopkins University Applied Physics Laboratory, LLC, The Johns Hopkins University, 11100 Johns Hopkins Rd, Laurel, MD 20723, United States
| | - James L. Dean
- The Johns Hopkins University Applied Physics Laboratory, LLC, The Johns Hopkins University, 11100 Johns Hopkins Rd, Laurel, MD 20723, United States
| | - Brandon Scott
- The Johns Hopkins University Applied Physics Laboratory, LLC, The Johns Hopkins University, 11100 Johns Hopkins Rd, Laurel, MD 20723, United States
| | - Therese Canares
- Department of Paediatrics, The Johns Hopkins University, Bloomberg Children’s Center, 1800 Orleans St., Baltimore, MD 21287, United States
| | - Sean Tackett
- Biostatistics, Epidemiology, and Data Management Core, Johns Hopkins Bayview Medical Center, Baltimore, MD 21224, United States
| | - Brittany Smith
- Department of Paediatrics, The Johns Hopkins University, Bloomberg Children’s Center, 1800 Orleans St., Baltimore, MD 21287, United States
| | - Emma Billings
- Department of Paediatrics, The Johns Hopkins University, Bloomberg Children’s Center, 1800 Orleans St., Baltimore, MD 21287, United States
| | - Veena Billioux
- Department of Paediatrics, The Johns Hopkins University, Bloomberg Children’s Center, 1800 Orleans St., Baltimore, MD 21287, United States
| | - Harshini D. Sampathkumar
- Department of International Health, Johns Hopkins University School of Public Health, 615 N Wolfe St, Baltimore, MD 21205, United States
| | - Keith Kleinman
- Department of Paediatrics, The Johns Hopkins University, Bloomberg Children’s Center, 1800 Orleans St., Baltimore, MD 21287, United States
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Sorg H, Ehlers JP, Sorg CGG. Digitalization in Medicine: Are German Medical Students Well Prepared for the Future? INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:8308. [PMID: 35886156 PMCID: PMC9317432 DOI: 10.3390/ijerph19148308] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/05/2022] [Revised: 07/05/2022] [Accepted: 07/06/2022] [Indexed: 11/18/2022]
Abstract
The German healthcare system is facing a major transformation towards digitalized medicine. The aim was to find out the attitude and the degree of preparation of upcoming medical professionals for digital medicine. By means of an online survey, medical students from 38 German faculties were asked about different topics concerning digitalization. Most students (70.0%) indicated that they had not had any university courses on digital topics. Thus, only 22.2% feel prepared for the technical reality of digitalized medicine. Most fear losing patient contact because of digitalized medicine and assume that the medical profession will not be endangered by digitalization. Security systems, data protection, infrastructure and inadequate training are cited as the top problems of digitalization in medicine. Medical students have major concerns about incorrect decisions and the consecutive medicolegal aspects of using digital support as part their treatment plans. Digitalization in medicine is progressing faster than it can currently be implemented in the practical work. The generations involved have different understandings of technology, and there is a lack of curricular training in medical schools. There must be a significant improvement in training in digital medical skills so that the current and future healthcare professionals are better prepared for digitalized medicine.
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Affiliation(s)
- Heiko Sorg
- Didactics and Education Research in the Health Sector, Faculty of Health, University of Witten/Herdecke, 58455 Witten, Germany;
- Department of Plastic and Reconstructive Surgery, Marien Hospital Witten, 58452 Witten, Germany
| | - Jan P. Ehlers
- Didactics and Education Research in the Health Sector, Faculty of Health, University of Witten/Herdecke, 58455 Witten, Germany;
| | - Christian G. G. Sorg
- Department of Management and Entrepreneurship, Faculty of Management, Economics and Society, University of Witten/Herdecke, 58455 Witten, Germany;
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McBain KA, Habib R, Laggis G, Quaiattini A, M Ventura N, Noel GPJC. Scoping review: The use of augmented reality in clinical anatomical education and its assessment tools. ANATOMICAL SCIENCES EDUCATION 2022; 15:765-796. [PMID: 34800073 DOI: 10.1002/ase.2155] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Revised: 11/15/2021] [Accepted: 11/17/2021] [Indexed: 06/13/2023]
Abstract
The purpose of this review was to identify the different augmented reality (AR) modalities used to teach anatomy to students, health professional trainees, and surgeons, and to examine the assessment tools used to evaluate the performance of various AR modalities. A scoping review of four databases was performed using variations of: (1) AR, (2) medical or anatomical teaching/education/training, and (3) anatomy or radiology or cadaver. Scientific articles were identified and screened for the inclusion and exclusion criteria as per Preferred Reporting Items for Systematic Reviews and Meta-Analyses with extension for scoping reviews guidelines. Virtual reality was an exclusion criterion. From this scoping review, data were extracted from a total of 54 articles and the following four AR modalities were identified: head-mounted display, projection, instrument and screen, and mobile device. The usability, feasibility, and acceptability of these AR modalities were evaluated using a variety of quantitative and qualitative assessment tools. Within more recent years of AR integration into anatomy education, the assessment of visuospatial ability, cognitive load, time on task, and increasing academic achievement outcomes are variables of interest, which continue to warrant more exploration. Sufficiently powered studies using validated assessment tools must be conducted to better understand the role of AR in anatomical education.
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Affiliation(s)
- Kimberly A McBain
- School of Physical and Occupational Therapy, McGill University, Montreal, Quebec, Canada
| | - Rami Habib
- School of Medicine and Health Sciences, McGill University, Montreal, Quebec, Canada
| | - George Laggis
- School of Physical and Occupational Therapy, McGill University, Montreal, Quebec, Canada
| | - Andrea Quaiattini
- Schulich Library of Physical Sciences, Life Sciences, and Engineering, McGill University, Montreal, Quebec, Canada
- Institute of Health Sciences Education, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
| | - Nicole M Ventura
- Institute of Health Sciences Education, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
- Division of Anatomical Sciences, Department of Anatomy and Cell Biology, McGill University, Montreal, Quebec, Canada
| | - Geoffroy P J C Noel
- Institute of Health Sciences Education, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
- Division of Anatomical Sciences, Department of Anatomy and Cell Biology, McGill University, Montreal, Quebec, Canada
- Division of Anatomy, Department of Surgery, University of California San Diego, San Diego, California, USA
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Pose-Díez-de-la-Lastra A, Moreta-Martinez R, García-Sevilla M, García-Mato D, Calvo-Haro JA, Mediavilla-Santos L, Pérez-Mañanes R, von Haxthausen F, Pascau J. HoloLens 1 vs. HoloLens 2: Improvements in the New Model for Orthopedic Oncological Interventions. SENSORS 2022; 22:s22134915. [PMID: 35808407 PMCID: PMC9269857 DOI: 10.3390/s22134915] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 06/20/2022] [Accepted: 06/27/2022] [Indexed: 11/16/2022]
Abstract
This work analyzed the use of Microsoft HoloLens 2 in orthopedic oncological surgeries and compares it to its predecessor (Microsoft HoloLens 1). Specifically, we developed two equivalent applications, one for each device, and evaluated the augmented reality (AR) projection accuracy in an experimental scenario using phantoms based on two patients. We achieved automatic registration between virtual and real worlds using patient-specific surgical guides on each phantom. They contained a small adaptor for a 3D-printed AR marker, the characteristic patterns of which were easily recognized using both Microsoft HoloLens devices. The newest model improved the AR projection accuracy by almost 25%, and both of them yielded an RMSE below 3 mm. After ascertaining the enhancement of the second model in this aspect, we went a step further with Microsoft HoloLens 2 and tested it during the surgical intervention of one of the patients. During this experience, we collected the surgeons’ feedback in terms of comfortability, usability, and ergonomics. Our goal was to estimate whether the improved technical features of the newest model facilitate its implementation in actual surgical scenarios. All of the results point to Microsoft HoloLens 2 being better in all the aspects affecting surgical interventions and support its use in future experiences.
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Affiliation(s)
- Alicia Pose-Díez-de-la-Lastra
- Departamento de Bioingeniería e Ingeniería Aeroespacial, Universidad Carlos III de Madrid, 28911 Leganés, Spain; (A.P.-D.-d.-l.-L.); (R.M.-M.); (M.G.-S.); (D.G.-M.)
- Instituto de Investigación Sanitaria Gregorio Marañón, 28007 Madrid, Spain; (J.A.C.-H.); (L.M.-S.); (R.P.-M.)
| | - Rafael Moreta-Martinez
- Departamento de Bioingeniería e Ingeniería Aeroespacial, Universidad Carlos III de Madrid, 28911 Leganés, Spain; (A.P.-D.-d.-l.-L.); (R.M.-M.); (M.G.-S.); (D.G.-M.)
- Instituto de Investigación Sanitaria Gregorio Marañón, 28007 Madrid, Spain; (J.A.C.-H.); (L.M.-S.); (R.P.-M.)
| | - Mónica García-Sevilla
- Departamento de Bioingeniería e Ingeniería Aeroespacial, Universidad Carlos III de Madrid, 28911 Leganés, Spain; (A.P.-D.-d.-l.-L.); (R.M.-M.); (M.G.-S.); (D.G.-M.)
- Instituto de Investigación Sanitaria Gregorio Marañón, 28007 Madrid, Spain; (J.A.C.-H.); (L.M.-S.); (R.P.-M.)
| | - David García-Mato
- Departamento de Bioingeniería e Ingeniería Aeroespacial, Universidad Carlos III de Madrid, 28911 Leganés, Spain; (A.P.-D.-d.-l.-L.); (R.M.-M.); (M.G.-S.); (D.G.-M.)
- Instituto de Investigación Sanitaria Gregorio Marañón, 28007 Madrid, Spain; (J.A.C.-H.); (L.M.-S.); (R.P.-M.)
| | - José Antonio Calvo-Haro
- Instituto de Investigación Sanitaria Gregorio Marañón, 28007 Madrid, Spain; (J.A.C.-H.); (L.M.-S.); (R.P.-M.)
- Servicio de Cirugía Ortopédica y Traumatología, Hospital General Universitario Gregorio Marañón, 28007 Madrid, Spain
- Departamento de Cirugía, Facultad de Medicina, Universidad Complutense de Madrid, 28040 Madrid, Spain
| | - Lydia Mediavilla-Santos
- Instituto de Investigación Sanitaria Gregorio Marañón, 28007 Madrid, Spain; (J.A.C.-H.); (L.M.-S.); (R.P.-M.)
- Servicio de Cirugía Ortopédica y Traumatología, Hospital General Universitario Gregorio Marañón, 28007 Madrid, Spain
- Departamento de Cirugía, Facultad de Medicina, Universidad Complutense de Madrid, 28040 Madrid, Spain
| | - Rubén Pérez-Mañanes
- Instituto de Investigación Sanitaria Gregorio Marañón, 28007 Madrid, Spain; (J.A.C.-H.); (L.M.-S.); (R.P.-M.)
- Servicio de Cirugía Ortopédica y Traumatología, Hospital General Universitario Gregorio Marañón, 28007 Madrid, Spain
- Departamento de Cirugía, Facultad de Medicina, Universidad Complutense de Madrid, 28040 Madrid, Spain
| | - Felix von Haxthausen
- Institute for Robotics and Cognitive Systems, University of Lübeck, 23562 Lübeck, Germany;
| | - Javier Pascau
- Departamento de Bioingeniería e Ingeniería Aeroespacial, Universidad Carlos III de Madrid, 28911 Leganés, Spain; (A.P.-D.-d.-l.-L.); (R.M.-M.); (M.G.-S.); (D.G.-M.)
- Instituto de Investigación Sanitaria Gregorio Marañón, 28007 Madrid, Spain; (J.A.C.-H.); (L.M.-S.); (R.P.-M.)
- Correspondence: ; Tel.: +34-91-624-8196
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Nikolaidis A. What is Significant in Modern Augmented Reality: A Systematic Analysis of Existing Reviews. J Imaging 2022; 8:jimaging8050145. [PMID: 35621909 PMCID: PMC9144923 DOI: 10.3390/jimaging8050145] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 05/17/2022] [Accepted: 05/19/2022] [Indexed: 11/16/2022] Open
Abstract
Augmented reality (AR) is a field of technology that has evolved drastically during the last decades, due to its vast range of applications in everyday life. The aim of this paper is to provide researchers with an overview of what has been surveyed since 2010 in terms of AR application areas as well as in terms of its technical aspects, and to discuss the extent to which both application areas and technical aspects have been covered, as well as to examine whether one can extract useful evidence of what aspects have not been covered adequately and whether it is possible to define common taxonomy criteria for performing AR reviews in the future. To this end, a search with inclusion and exclusion criteria has been performed in the Scopus database, producing a representative set of 47 reviews, covering the years from 2010 onwards. A proper taxonomy of the results is introduced, and the findings reveal, among others, the lack of AR application reviews covering all suggested criteria.
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Affiliation(s)
- Athanasios Nikolaidis
- Department of Informatics, Computer and Telecommunications Engineering, International Hellenic University, 62124 Serres, Greece
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Wickramasinghe N, Thompson BR, Xiao J. The Opportunities and Challenges of Digital Anatomy for Medical Sciences: Narrative Review. JMIR MEDICAL EDUCATION 2022; 8:e34687. [PMID: 35594064 PMCID: PMC9166657 DOI: 10.2196/34687] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Revised: 01/23/2022] [Accepted: 03/25/2022] [Indexed: 05/09/2023]
Abstract
BACKGROUND Anatomy has been the cornerstone of medical education for centuries. However, given the advances in the Internet of Things, this landscape has been augmented in the past decade, shifting toward a greater focus on adopting digital technologies. Digital anatomy is emerging as a new discipline that represents an opportunity to embrace advances in digital health technologies and apply them to the domain of modern medical sciences. Notably, the use of augmented or mixed and virtual reality as well as mobile and platforms and 3D printing in modern anatomy has dramatically increased in the last 5 years. OBJECTIVE This review aims to outline the emerging area of digital anatomy and summarize opportunities and challenges for incorporating digital anatomy in medical science education and practices. METHODS Literature searches were performed using the PubMed, Embase, and MEDLINE bibliographic databases for research articles published between January 2005 and June 2021 (inclusive). Out of the 4650 articles, 651 (14%) were advanced to full-text screening and 77 (1.7%) were eligible for inclusion in the narrative review. We performed a Strength, Weakness, Opportunity, and Threat (SWOT) analysis to evaluate the role that digital anatomy plays in both the learning and teaching of medicine and health sciences as well as its practice. RESULTS Digital anatomy has not only revolutionized undergraduate anatomy education via 3D reconstruction of the human body but is shifting the paradigm of pre- and vocational training for medical professionals via digital simulation, advancing health care. Importantly, it was noted that digital anatomy not only benefits in situ real time clinical practice but also has many advantages for learning and teaching clinicians at multiple levels. Using the SWOT analysis, we described strengths and opportunities that together serve to underscore the benefits of embracing digital anatomy, in particular the areas for collaboration and medical advances. The SWOT analysis also identified a few weaknesses associated with digital anatomy, which are primarily related to the fact that the current reach and range of applications for digital anatomy are very limited owing to its nascent nature. Furthermore, threats are limited to technical aspects such as hardware and software issues. CONCLUSIONS This review highlights the advances in digital health and Health 4.0 in key areas of digital anatomy analytics. The continuous evolution of digital technologies will increase their ability to reinforce anatomy knowledge and advance clinical practice. However, digital anatomy education should not be viewed as a simple technical conversion and needs an explicit pedagogical framework. This review will be a valuable asset for educators and researchers to incorporate digital anatomy into the learning and teaching of medical sciences and their practice.
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Affiliation(s)
- Nilmini Wickramasinghe
- School of Health Sciences, Swinburne University of Technology, Victoria, Australia
- Epworth Healthcare, Melbourne, Australia
| | - Bruce R Thompson
- School of Health Sciences, Swinburne University of Technology, Victoria, Australia
- Alfred Health, Melbourne, Australia
- School of Health Sciences, University of Melbourne, Parkville, Australia
| | - Junhua Xiao
- School of Health Sciences, Swinburne University of Technology, Victoria, Australia
- School of Allied Health, La Trobe University, Bundoora, Australia
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