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Asadi Z, Asadi M, Kazemipour N, Léger É, Kersten-Oertel M. A decade of progress: bringing mixed reality image-guided surgery systems in the operating room. Comput Assist Surg (Abingdon) 2024; 29:2355897. [PMID: 38794834 DOI: 10.1080/24699322.2024.2355897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/26/2024] Open
Abstract
Advancements in mixed reality (MR) have led to innovative approaches in image-guided surgery (IGS). In this paper, we provide a comprehensive analysis of the current state of MR in image-guided procedures across various surgical domains. Using the Data Visualization View (DVV) Taxonomy, we analyze the progress made since a 2013 literature review paper on MR IGS systems. In addition to examining the current surgical domains using MR systems, we explore trends in types of MR hardware used, type of data visualized, visualizations of virtual elements, and interaction methods in use. Our analysis also covers the metrics used to evaluate these systems in the operating room (OR), both qualitative and quantitative assessments, and clinical studies that have demonstrated the potential of MR technologies to enhance surgical workflows and outcomes. We also address current challenges and future directions that would further establish the use of MR in IGS.
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Affiliation(s)
- Zahra Asadi
- Department of Computer Science and Software Engineering, Concordia University, Montréal, Canada
| | - Mehrdad Asadi
- Department of Computer Science and Software Engineering, Concordia University, Montréal, Canada
| | - Negar Kazemipour
- Department of Computer Science and Software Engineering, Concordia University, Montréal, Canada
| | - Étienne Léger
- Montréal Neurological Institute & Hospital (MNI/H), Montréal, Canada
- McGill University, Montréal, Canada
| | - Marta Kersten-Oertel
- Department of Computer Science and Software Engineering, Concordia University, Montréal, Canada
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Yan QF, Yang W, Ma JM, Zhaxiyundan, Chen YZ, Tang R. Mixed reality technology improves liver surgery in lower-volume medical center. Hepatobiliary Pancreat Dis Int 2024:S1499-3872(24)00071-7. [PMID: 38824094 DOI: 10.1016/j.hbpd.2024.05.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/26/2023] [Accepted: 05/14/2024] [Indexed: 06/03/2024]
Affiliation(s)
- Qi-Fu Yan
- General Surgery Department, Lhasa People's Hospital, Tibet Autonomous Region, Lhasa 850000, China
| | - Wei Yang
- Hepatopancreatobiliary Center, Beijing Tsinghua Changgung Hospital, Key Laboratory of Digital Intelligence Hepatology (Chinese Ministry of Education), School of Clinical Medicine, Tsinghua University, Beijing 102218, China
| | - Jian-Ming Ma
- General Surgery Department, Lhasa People's Hospital, Tibet Autonomous Region, Lhasa 850000, China
| | - Zhaxiyundan
- General Surgery Department, Lhasa People's Hospital, Tibet Autonomous Region, Lhasa 850000, China
| | - Yong-Zhi Chen
- General Surgery Department, Lhasa People's Hospital, Tibet Autonomous Region, Lhasa 850000, China
| | - Rui Tang
- General Surgery Department, Lhasa People's Hospital, Tibet Autonomous Region, Lhasa 850000, China; Hepatopancreatobiliary Center, Beijing Tsinghua Changgung Hospital, Key Laboratory of Digital Intelligence Hepatology (Chinese Ministry of Education), School of Clinical Medicine, Tsinghua University, Beijing 102218, China.
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Weyhe D, Tabriz N, Uslar V, Salzmann D. Szenarien und Perspektiven durch neue XR-Technologien im klinischen Kontext. Zentralbl Chir 2024; 149:149-151. [PMID: 38565162 DOI: 10.1055/a-2247-2850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Affiliation(s)
- Dirk Weyhe
- Klinik für Allgemein- und Viszeralchirurgie, Universitätsklinik für Viszeralchirurgie, Pius Hospital Oldenburg, Oldenburg, Deutschland
| | - Navid Tabriz
- Klinik für Allgemein- und Viszeralchirurgie, Universitätsklinik für Viszeralchirurgie, Pius Hospital Oldenburg, Oldenburg, Deutschland
| | - Verena Uslar
- Klinik für Allgemein- und Viszeralchirurgie, Universitätsklinik für Viszeralchirurgie, Pius Hospital Oldenburg, Oldenburg, Deutschland
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Goldaracena N, Vargas PA, McCormack L. Pre-operative assessment of living liver donors' liver anatomy and volumes. Updates Surg 2024:10.1007/s13304-024-01806-6. [PMID: 38526699 DOI: 10.1007/s13304-024-01806-6] [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: 11/07/2023] [Accepted: 02/24/2024] [Indexed: 03/27/2024]
Abstract
Decades of experience supports LDLT as a favorable strategy to reduce waitlist mortality. The multiple regenerative pathways of hepatocytes and other hepatic cells justify the rationale behind it. Nonetheless, living liver donation is still underused and its broader implementation is challenging, mostly due to variability in practices leading to concerns related to donor safety. A non-systematic literature search was conducted for peer-reviewed original articles related to pre-operative evaluation of living liver donor candidates. Eligible studies were synthesized upon consensus for discussion in this up-to-date review. Review of the literature demonstrate that the importance of preoperative assessment of vascular, biliary and liver volume to ensure donor safety and adequate surgical planning for graft procurement is widely recognized. Moreover, data indicates that anatomic variants in vascular and biliary systems in healthy donors are common, present in up to 50% of the population. Therefore, comprehensive mapping and visualizations of each component is needed. Different imaging modalities are reported across practices and are discussed in detail. Lastly, assessment of liver volume must take into account several technical and donor factors that increase the chances of errors in volume estimation, which occurs in up to 10% of the cases. Experience suggests that maximizing donor safety and lessening their risks is a result of integrated experience between hepatobiliary and transplant surgery, along with multidisciplinary efforts in performing a comprehensive pre-operative donor assessment. Although technical advances have increased the accuracy of volume estimation, over- or under-estimation remains a challenge that needs further attention.
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Affiliation(s)
- Nicolas Goldaracena
- Department of Surgery, Division of Transplantation, University of Virginia Health System, 1215 Lee Street, PO Box 800709, Charlottesville, VA, 22908-0709, USA.
| | - Paola A Vargas
- Department of Surgery, Division of Transplantation, University of Virginia Health System, 1215 Lee Street, PO Box 800709, Charlottesville, VA, 22908-0709, USA
| | - Lucas McCormack
- Transplant Unit, Hospital Aleman de Buenos Aires, Buenos Aires, Argentina
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Teng J, Sun H, Liu P, Jiang S. An Improved TransMVSNet Algorithm for Three-Dimensional Reconstruction in the Unmanned Aerial Vehicle Remote Sensing Domain. SENSORS (BASEL, SWITZERLAND) 2024; 24:2064. [PMID: 38610276 PMCID: PMC11014098 DOI: 10.3390/s24072064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Revised: 03/15/2024] [Accepted: 03/20/2024] [Indexed: 04/14/2024]
Abstract
It is important to achieve the 3D reconstruction of UAV remote sensing images in deep learning-based multi-view stereo (MVS) vision. The lack of obvious texture features and detailed edges in UAV remote sensing images leads to inaccurate feature point matching or depth estimation. To address this problem, this study improves the TransMVSNet algorithm in the field of 3D reconstruction by optimizing its feature extraction network and costumed body depth prediction network. The improvement is mainly achieved by extracting features with the Asymptotic Pyramidal Network (AFPN) and assigning weights to different levels of features through the ASFF module to increase the importance of key levels and also using the UNet structured network combined with an attention mechanism to predict the depth information, which also extracts the key area information. It aims to improve the performance and accuracy of the TransMVSNet algorithm's 3D reconstruction of UAV remote sensing images. In this work, we have performed comparative experiments and quantitative evaluation with other algorithms on the DTU dataset as well as on a large UAV remote sensing image dataset. After a large number of experimental studies, it is shown that our improved TransMVSNet algorithm has better performance and robustness, providing a valuable reference for research and application in the field of 3D reconstruction of UAV remote sensing images.
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Affiliation(s)
| | - Haijiang Sun
- Changchun Institute of Optics, Fine Mechanics and Physics (CIOMP), Chinese Academy of Sciences, Changchun 130033, China; (J.T.); (S.J.)
| | - Peixun Liu
- Changchun Institute of Optics, Fine Mechanics and Physics (CIOMP), Chinese Academy of Sciences, Changchun 130033, China; (J.T.); (S.J.)
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Scalia G, Priola SM, Ranganathan S, Venkataram T, Orestano V, Marrone S, Chaurasia B, Maugeri R, Iacopino DG, Strigari L, Salvati M, Umana GE. Assessing the impact of mixed reality-assisted informed consent: A study protocol. Surg Neurol Int 2024; 15:88. [PMID: 38628537 PMCID: PMC11021117 DOI: 10.25259/sni_1021_2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2023] [Accepted: 02/20/2024] [Indexed: 04/19/2024] Open
Abstract
Background Informed consent is a crucial aspect of modern medicine, but it can be challenging due to the complexity of the information involved. Mixed reality (MR) has emerged as a promising technology to improve communication. However, there is a lack of comprehensive research on the impact of MR on medical informed consent. The proposed research protocol provides a solid foundation for conducting future investigations and developing MR-based protocols that can enhance patients' understanding and engagement in the decision-making process. Methods This study will employ a randomized controlled trial design. Two arms will be defined: MR-assisted informed consent (MRaIC) as the experimental arm and conventional informed consent (CIC) as the control arm consent, with 52 patients in each group. The protocol includes the use of questionnaires to analyze the anxiety levels and the awareness of the procedure that the patient is going to perform to study the impact of MRaIC versus CIC before medical procedures. Results The study will evaluate the impact of MR on patients' information comprehension, engagement during the process of obtaining informed consent, emotional reactions, and consent decisions. Ethical concerns will be addressed. Conclusion This study protocol provides a comprehensive approach to investigate the impact of MR on medical informed consent. The findings may contribute to a better understanding of the effects of MR on information comprehension, engagement during the process of obtaining informed consent, psychological experience, consent decisions, and ethical considerations. The integration of MR technology has the potential to enhance surgical communication practices and improve the informed consent process.
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Affiliation(s)
- Gianluca Scalia
- Neurosurgery Unit, Department of Head and Neck Sugery, Garibaldi Hospital, Catania, Italy
| | - Stefano Maria Priola
- Department of Neurosurgery, Health Sciences North, Northern Ontario School of Medicine, Sudbury, Ontario, Canada
| | - Sruthi Ranganathan
- Department of Medicine, University of Cambridge, Cambridge CB2 OQQ, United Kingdom
| | - Tejas Venkataram
- Department of Neurosurgery, Trauma Center, Gamma Knife Center, Cannizzaro Hospital, Catania, Italy
| | - Valeria Orestano
- Psychology Center Orestano-Pittera, “l’Intreccio” Association, San Giovanni la Punta (CT), Italy
| | - Salvatore Marrone
- Neurosurgical Clinic, AOUP “Paolo Giaccone”, Post Graduate Residency Program in Neurologic Surgery, Department of Biomedicine Neurosciences and Advanced Diagnostics, School of Medicine, University of Palermo, Palermo, Italy
| | - Bipin Chaurasia
- Department of Neurosurgery, Neurosurgery Clinic, Birgunj, Nepal
| | - Rosario Maugeri
- Neurosurgical Clinic, AOUP “Paolo Giaccone”, Post Graduate Residency Program in Neurologic Surgery, Department of Biomedicine Neurosciences and Advanced Diagnostics, School of Medicine, University of Palermo, Palermo, Italy
| | - Domenico Gerardo Iacopino
- Neurosurgical Clinic, AOUP “Paolo Giaccone”, Post Graduate Residency Program in Neurologic Surgery, Department of Biomedicine Neurosciences and Advanced Diagnostics, School of Medicine, University of Palermo, Palermo, Italy
| | - Lidia Strigari
- Department of Medical Physics, University Hospital of Bologna, Bologna, Italy
| | - Maurizio Salvati
- Department of Neurosurgery, Policlinico “Tor Vergata”, University of Rome “Tor Vergata”, Rome, Italy
| | - Giuseppe Emmanuele Umana
- Department of Neurosurgery, Trauma Center, Gamma Knife Center, Cannizzaro Hospital, Catania, Italy
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Balci D. Minimally invasive right lobe living donor hepatectomy: When benefits do not outweigh risks. Am J Transplant 2024; 24:162-163. [PMID: 38081417 DOI: 10.1016/j.ajt.2023.12.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Revised: 12/05/2023] [Accepted: 12/05/2023] [Indexed: 12/31/2023]
Affiliation(s)
- Deniz Balci
- Department of General Surgery and Organ Transplantation, Bahcesehir University School of Medicine, Istanbul, Turkey.
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Kow AWC, Liu J, Patel MS, De Martin E, Reddy MS, Soejima Y, Syn N, Watt K, Xia Q, Saraf N, Kamel R, Nasralla D, McKenna G, Srinvasan P, Elsabbagh AM, Pamecha V, Palaniappan K, Mas V, Tokat Y, Asthana S, Cherukuru R, Egawa H, Lerut J, Broering D, Berenguer M, Cattral M, Clavien PA, Chen CL, Shah S, Zhu ZJ, Emond J, Ascher N, Rammohan A, Bhangui P, Rela M, Kim DS, Ikegami T. Post Living Donor Liver Transplantation Small-for-size Syndrome: Definitions, Timelines, Biochemical, and Clinical Factors for Diagnosis: Guidelines From the ILTS-iLDLT-LTSI Consensus Conference. Transplantation 2023; 107:2226-2237. [PMID: 37749812 DOI: 10.1097/tp.0000000000004770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/27/2023]
Abstract
BACKGROUND When a partial liver graft is unable to meet the demands of the recipient, a clinical phenomenon, small-for-size syndrome (SFSS), may ensue. Clear definition, diagnosis, and management are needed to optimize transplant outcomes. METHODS A Consensus Scientific committee (106 members from 21 countries) performed an extensive literature review on specific aspects of SFSS, recommendations underwent blinded review by an independent panel, and discussion/voting on the recommendations occurred at the Consensus Conference. RESULTS The ideal graft-to-recipient weight ratio of ≥0.8% (or graft volume standard liver volume ratio of ≥40%) is recommended. It is also recommended to measure portal pressure or portal blood flow during living donor liver transplantation and maintain a postreperfusion portal pressure of <15 mm Hg and/or portal blood flow of <250 mL/min/100 g graft weight to optimize outcomes. The typical time point to diagnose SFSS is the postoperative day 7 to facilitate treatment and intervention. An objective 3-grade stratification of severity for protocolized management of SFSS is proposed. CONCLUSIONS The proposed grading system based on clinical and biochemical factors will help clinicians in the early identification of patients at risk of developing SFSS and institute timely therapeutic measures. The validity of this newly created grading system should be evaluated in future prospective studies.
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Affiliation(s)
- Alfred Wei Chieh Kow
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, National University of Singapore, Singapore
- Liver Transplantation, National University Center for Organ Transplantation (NUCOT), National University Health System Singapore, Singapore
| | - Jiang Liu
- Department of Surgery, Hepato-pancreato-biliary Center, Beijing Tsinghua Changgung Hospital, Tsinghua University, Beijing, China
- Department of Surgery, LKS Faculty of Medicine, HKU-Shenzhen Hospital, University of Hong Kong, Hong Kong/Special Administrative Region (SAR), China
| | - Madhukar S Patel
- Division of Surgical Transplantation, University of Texas Southwestern Medical Center, Dallas, TX
| | - Eleonora De Martin
- Department of Hepatology, APHP, Hospital Paul Brousse, Centre Hépato-Biliaire, INSERM Unit 1193, FHU Hepatinov, Villejuif, France
| | - Mettu Srinivas Reddy
- Institute of Liver Disease and Transplantation, Gleneagles Global Health City, Chennai, India
| | - Yuji Soejima
- Department of Surgery, Shinshu University, Japan
| | - Nicholas Syn
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, National University of Singapore, Singapore
- Liver Transplantation, National University Center for Organ Transplantation (NUCOT), National University Health System Singapore, Singapore
| | - Kymberly Watt
- Division of Gastroenterology/Hepatology, Mayo Clinic, Rochester, MN
| | - Qiang Xia
- Department of Surgery, Division of Liver Transplantation, Renji Hospital, Renji Hospital affiliated to Shanghai Jiao Tong University School of Medicine, China
| | - Neeraj Saraf
- Institute of Liver Transplantation and Regenerative Medicine, Medanta-the Medicity, New Delhi, India
| | - Refaat Kamel
- Department of Surgery, Ain Shams University, Cairo, Egypt
| | - David Nasralla
- Department of HPB Surgery and Liver Transplantation, Royal Free London, Royal Free London NHS Foundation Trust, London, United Kingdom
| | - Greg McKenna
- Department of Surgery, Simmons Transplant Institute, Baylor University Medical Center, Dallas, TX
| | - Parthi Srinvasan
- Institute of Liver Studies, King's College Hospital NHS Foundation Trust, London, United Kingdom
| | - Ahmed M Elsabbagh
- Gastroenterology Surgical Center, Department of Surgery, Mansoura University, Mansoura, Egypt
| | - Vinayendra Pamecha
- Department of Liver Transplant and Hepato-Pancreato-Biliary Surgery, Institute of Liver and Biliary Sciences, Vasant Kunj, New Delhi, India
| | - Kumar Palaniappan
- The Institute of Liver Disease and Transplantation, Dr Rela Institute, and Medical Centre, Bharath Institute of Higher Education and Research, Chennai, Tamil Nadu, India
| | - Valeria Mas
- Department of Surgery, School of Medicine, University of Maryland, Baltimore, MD
| | - Yaman Tokat
- International Liver Center, Acibadem Healthcare Hospitals, Turkey
| | - Sonal Asthana
- Department of Surgery, Integrated Liver Care Aster CMI Hospital, Bangalore, India
| | - Ramkiran Cherukuru
- The Institute of Liver Disease and Transplantation, Dr Rela Institute, and Medical Centre, Chennai, Tamil Nadu, India
| | - Hiroto Egawa
- Hamamatsu Rosai Hospital, Hamamatsu, Shizuoka, Japan
| | - Jan Lerut
- Pôle de chirurgie expérimentale et transplantation, Université Catholique De Louvain, Louvain, Belgium
| | - Dieter Broering
- King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
| | - Marina Berenguer
- Hepatology and Liver Transplant Unit, Fundación Para La Investigación Del Hospital Universitario La Fe De La CCVV, IIS La Fe, Ciberehd, University of Valencia, Valencia, Spain
| | - Mark Cattral
- Department of Surgery, University Health Network, Toronto General Hospital, Toronto, ON, Canada
| | | | - Chao-Long Chen
- Department of Surgery, Chang Gung Memorial Hospital Kaoshiung, Taiwan
| | - Samir Shah
- Institute of Liver Disease, HPB Surgery and Rransplant, Global Hospitals, Mumbai, India
| | - Zhi-Jun Zhu
- Department of HPB Surgery and Liver Transplantation, Beijing Friendship Hospital, Beijing, China
| | - Jean Emond
- Department of Surgery, Columbia University Medical Center, New York, NY
| | - Nancy Ascher
- Division of Transplant Surgery, University of California San Francisco, San Francisco, CA
| | - Ashwin Rammohan
- The Institute of Liver Disease and Transplantation, Dr Rela Institute, and Medical Centre, Chennai, Tamil Nadu, India
| | - Prashant Bhangui
- Institute of Liver Transplantation and Regenerative Medicine, Medanta-the Medicity, New Delhi, India
| | - Mohamed Rela
- The Institute of Liver Disease and Transplantation, Dr Rela Institute, and Medical Centre, Chennai, Tamil Nadu, India
| | - Dong-Sik Kim
- Department of Surgery, Korea University Medical Center, Anam Hospital, Seoul, South Korea
| | - Toru Ikegami
- Department of Surgery, Centennial Hall Kyushu University School of Medicine, Kyushu, Japan
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Liu YS, Qi DF, Zhang J, Li HS, Jiang XC, Cui L. Total three-dimensional laparoscopic radical resection for Bismuth type IV hilar cholangiocarcinoma. Hepatobiliary Pancreat Dis Int 2023; 22:541-546. [PMID: 36463067 DOI: 10.1016/j.hbpd.2022.11.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 11/18/2022] [Indexed: 11/23/2022]
Affiliation(s)
- Yang-Sui Liu
- Department of Hepatobiliary Surgery, Xuzhou Central Hospital, Xuzhou 221009, China
| | - Dun-Feng Qi
- Department of Hepatobiliary Surgery, Xuzhou Central Hospital, Xuzhou 221009, China
| | - Jun Zhang
- Department of Hepatobiliary Surgery, Xuzhou Central Hospital, Xuzhou 221009, China
| | - Huan-Song Li
- Department of Hepatobiliary Surgery, Xuzhou Central Hospital, Xuzhou 221009, China
| | - Xin-Cun Jiang
- Department of Hepatobiliary Surgery, Xuzhou Central Hospital, Xuzhou 221009, China
| | - Long Cui
- Department of Hepatobiliary Surgery, Xuzhou Central Hospital, Xuzhou 221009, China.
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Affiliation(s)
- Edward Ted Mah
- Flinders University of South Australia
- Director, Fuller Health Consultancy & MAITS, North Adelaide, SA, Australia
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Feng X, Wang X, Su Y. An analysis of the current status of metaverse research based on bibliometrics. LIBRARY HI TECH 2022. [DOI: 10.1108/lht-10-2022-0467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
PurposeThe rise of the metaverse has brought profound changes to the economic and social operation models and injected new vitality into academic research. Although a large number of studies have emerged, there are few quantitative analyses of development frontiers and trends.Design/methodology/approachFrom a bibliometric perspective, this paper selects 183 pieces of metaverse-related literature in the WoS core database since 2000 as the object of analysis. This paper sums up the characteristics of the literature using the methods of descriptive statistical analysis, keywords analysis, thematic evolution analysis and summarizes the core themes and the laws of metaverse development in each stage.FindingsThe digital economy vision brought by the metaverse has led to an increasing number of researchers and achievements in this field. But the depth and breadth of research are still insufficient and unevenly distributed in the region, and the cross-fertilization fields need to be expanded. From the industry's point of view, VR games represented by Second Life and My World have contributed to the popularity of the metaverse. As technology progresses, the research hotspots in the field of metaverse gradually develop from conceptual research to artificial intelligence, blockchain, NFT and other technical applications. However, academic research has not yet caught up with the industry's pace and stays more in the concept discussion and preliminary application stage.Originality/valueA systematic overview of the current status, knowledge structure and hot issues of metaverse research is shown, which provides a thematic axis for this field, enriches and improves the quantitative analysis of its literature and provides a clear picture for researchers to continuously promote the development of this field. At the same time, it is necessary to warn that technological development is a double-edged sword. The process of metaverse development should return to rationality, respect the laws of its development and guarantee the healthy development of the metaverse by strengthening legal regulation and the ethical review of science and technology.
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