Mixed reality and children's motor skills Bibliometric analysis of Scopus database one decade (2015-2025)
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The advancement of science and technology continues to develop and has a significant impact on human life, especially on motor skills. In this context, Mixed Reality provides understanding and improvement of skills. This study presents a bibliometric analysis of articles related to Mixed Reality and motor skills published from 2015-2025. A total of 259 articles match the keywords in the Scopus database. This study examines the growth rate of research year by year, with the use of commonly used keywords, articles that are widely cited, countries that have collaborations with other countries, and countries with the most documents and new research keywords. The results of this study convey that the number of publications in one decade (2015-2025) is the most in 2024 as many as 48 publications, and the most keywords are Mixed Reality, Argument Reality, and Virtual Reality, while (S. Gallagher and R. Lindgren), and (H. F. Al Janabi et al) are the most cited documents, the countries with the most documents are the United States, Germany and Japan, for the novelty of keywords seen from the yellow image, such as motor tasks, arthroplasty, haptic feedback, and virtual environments. Germany, United States, United Kingdom are countries that have high collaboration. With the presence of this research, it is expected to provide a meaningful contribution to researchers in the future related to Mixed Reality, especially in the field of motor skills.
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Al Janabi, Hasaneen Fathy, Abdullatif Aydin, Sharanya Palaneer, Nicola Macchione, Ahmed Al-Jabir, Muhammad Shamim Khan, Prokar Dasgupta, and Kamran Ahmed. 2020. Effectiveness of the HoloLens Mixed-Reality Headset in Minimally Invasive Surgery: A Simulation-Based Feasibility Study. Surgical Endoscopy 34(3):1143-49. https://doi.org/10.1007/s00464-019-06862-3
Aruanno, Beatrice, and Franca Garzotto. 2019. MemHolo: Mixed Reality Experiences for Subjects with Alzheimer's Disease. Multimedia Tools and Applications 78(10):13517-37. https://doi.org/10.1007/s11042-018-7089-8
Barteit, Sandra, Lucia Lanfermann, Till Bärnighausen, Florian Neuhann, and Claudia Beiersmann. 2021. Augmented, Mixed, and Virtual Reality-Based Head-Mounted Devices for Medical Education: Systematic Review. JMIR Serious Games 9(3):e29080. https://doi.org/10.2196/29080
Colomer, Carolina, Roberto Llorens, Enrique Noé, and Mariano Alcañiz. 2016. Effect of a Mixed Reality-Based Intervention on Arm, Hand, and Finger Function on Chronic Stroke. Journal of NeuroEngineering and Rehabilitation 13(1):1-11. https://doi.org/10.1186/s12984-016-0153-6
Dewi, Pramita Sylvia, Ari Widodo, Diana Rochintaniawati, and Eka Cahya Prima. 2021. Web-Based Inquiry in Science Learning: Bibliometric Analysis. Indonesian Journal of Science and Mathematics Education 4(2):191-203. https://doi.org/10.24042/ijsme.v4i2.9576
Ersozlu, Zara, and Mehmet Karakus. 2019. Mathematics Anxiety: Mapping the Literature by Bibliometric Analysis. Eurasia Journal of Mathematics, Science and Technology Education 15(2):em1673. https://doi.org/10.29333/ejmste/102441
Flavián, Carlos, Sergio Ibáñez-Sánchez, and Carlos Orús. 2019. The Impact of Virtual, Augmented and Mixed Reality Technologies on the Customer Experience. Journal of Business Research 100:547-60. https://doi.org/10.1016/j.jbusres.2018.10.050
Frank, Jared A., and Vikram Kapila. 2017. Mixed-Reality Learning Environments: Integrating Mobile Interfaces with Laboratory Test-Beds. Computers & Education 110:88-104. https://doi.org/10.1016/j.compedu.2017.02.009
Gallagher, Shaun, and Robb Lindgren. 2015. Enactive Metaphors: Learning through Full-Body Engagement. Educational Psychology Review 27(3):391-404. https://doi.org/10.1007/s10648-015-9327-1
Garfield, Eugene. 2009. From the Science of Science to Scientometrics Visualizing the History of Science with HistCite Software. Journal of Informetrics 3(3):173-79. https://doi.org/10.1016/j.joi.2009.03.009
Georgiev, Danko D., Iva Georgieva, Zhengya Gong, Vijayakumar Nanjappan, and Georgi V. Georgiev. 2021. Virtual Reality for Neurorehabilitation and Cognitive Enhancement. Brain Sciences 2021, Vol. 11, Page 221 11(2):221. https://doi.org/10.3390/brainsci11020221
Guleria, Deepa, and Gurvinder Kaur. 2021. Bibliometric Analysis of Ecopreneurship Using VOSviewer and RStudio Bibliometrix, 1989-2019. Library Hi Tech 39(4):1001-24. https://doi.org/10.1108/LHT-09-2020-0218
Heyn, Patricia, Chad Baumgardner, Leslie McLachlan, and Cathy Bodine. 2014. Mixed-Reality Exercise Effects on Participation of Individuals with Spinal Cord Injuries and Developmental Disabilities: A Pilot Study. Topics in Spinal Cord Injury Rehabilitation 20(4):338. https://doi.org/10.1310/sci2004-338
Huang, Tianji, Weiyang Zhong, Chao Lu, Chunyang Zhang, Zhongqi Deng, Runtao Zhou, Zenghui Zhao, and Xiaoji Luo. 2022. Visualized Analysis of Global Studies on Cervical Spondylosis Surgery: A Bibliometric Study Based on Web of Science Database and VOSviewer. Indian Journal of Orthopaedics 56(6):996-1010. https://doi.org/10.1007/s43465-021-00581-5
Jansen, Pascal, Fabian Fischbach, Jan Gugenheimer, Evgeny Stemasov, Julian Frommel, and Enrico Rukzio. 2020. ShARe: Enabling Co-Located Asymmetric Multi-User Interaction for Augmented Reality Head-Mounted Displays. UIST 2020 - Proceedings of the 33rd Annual ACM Symposium on User Interface Software and Technology 459-71. https://doi.org/10.1145/3379337.3415843
Lee, Colin I. S. G., Will Felps, and Yehuda Baruch. 2014. Toward a Taxonomy of Career Studies through Bibliometric Visualization. Journal of Vocational Behavior 85(3):339-51. https://doi.org/10.1016/j.jvb.2014.08.008
Leung, Regina, and Ge Shi. 2023. Building Your Future Holographic Mentor: Can We Use Mixed Reality Holograms for Visual Spatial Motor Skills Acquisition in Surgical Education? Surgical Innovation 31(1):82. https://doi.org/10.1177/15533506231211844
Mandolini, Marco, Alida Mazzoli, Agnese Brunzini, Arman Farsi, Giacinto Luigi Cerone, Deborah Falla, and Marco Gazzoni. 2025. Emerging Applications of Augmented and Mixed Reality Technologies in Motor Rehabilitation: A Scoping Review. Sensors 2025, Vol. 25, Page 2042 25(7):2042. https://doi.org/10.3390/s25072042
Orduña-Malea, Enrique, and Rodrigo Costas. 2021. Link-Based Approach to Study Scientific Software Usage: The Case of VOSviewer. Scientometrics 126(9):8153-86. https://doi.org/10.1007/s11192-021-04082-y
Oyewola, David Opeoluwa, and Emmanuel Gbenga Dada. 2022. Exploring Machine Learning: A Scientometrics Approach Using Bibliometrix and VOSviewer. SN Applied Sciences 4(5). https://doi.org/10.1007/s42452-022-05027-7
Pellencin, Elisa, Maria Paola Paladino, Bruno Herbelin, and Andrea Serino. 2018. Social Perception of Others Shapes One's Own Multisensory Peripersonal Space. Cortex 104:163-79. https://doi.org/10.1016/j.cortex.2017.08.033
Riegler, Andreas, Andreas Riener, and Clemens Holzmann. 2020. A Research Agenda for Mixed Reality in Automated Vehicles. ACM International Conference Proceeding Series 119-31. https://doi.org/10.1145/3428361.3428390
Rokhsaritalemi, Somaiieh, Abolghasem Sadeghi-Niaraki, and Soo Mi Choi. 2020. A Review on Mixed Reality: Current Trends, Challenges and Prospects. Applied Sciences 2020, Vol. 10, Page 636 10(2):636. https://doi.org/10.3390/app10020636
Ryan, Grace V., Shauna Callaghan, Anthony Rafferty, Mary F. Higgins, Eleni Mangina, and Fionnuala McAuliffe. 2022. Learning Outcomes of Immersive Technologies in Health Care Student Education: Systematic Review of the Literature. Journal of Medical Internet Research 24(2). https://doi.org/10.2196/30082
Sagheb, Shahabedin, Frank Wencheng Liu, Alireza Bahremand, Assegid Kidane, and Robert LiKamWa. 2019. SWISH: A Shifting-Weight Interface of Simulated Hydrodynamics for Haptic Perception of Virtual Fluid Vessels. UIST 2019 - Proceedings of the 32nd Annual ACM Symposium on User Interface Software and Technology 751-61. https://doi.org/10.1145/3332165.3347870
Shah, Syed Hamad Hassan, Shen Lei, Muhammad Ali, Dmitrii Doronin, and Syed Talib Hussain. 2020. Prosumption: Bibliometric Analysis Using HistCite and VOSviewer. Kybernetes 49(3):1020-45. https://doi.org/10.1108/K-12-2018-0696
Sovacool, Benjamin K., Chux Daniels, and Abbas AbdulRafiu. 2022. Science for Whom? Examining the Data Quality, Themes, and Trends in 30 Years of Public Funding for Global Climate Change and Energy Research. Energy Research & Social Science 89:102645. https://doi.org/10.1016/j.erss.2022.102645
Suryodiningrat, Satrio Pradono, Arief Ramadhan, Harjanto Prabowo, Harry Budi Santoso, and Tsukasa Hirashima. 2024. Mixed Reality Systems in Education: A Systematic Literature Review. Journal of Computers in Education 11(3):855-78. https://doi.org/10.1007/s40692-023-00281-z
Tang, Yuk Ming, Ka Yin Chau, Alex Pak Ki Kwok, Tongcun Zhu, and Xiangdong Ma. 2022. A Systematic Review of Immersive Technology Applications for Medical Practice and Education - Trends, Application Areas, Recipients, Teaching Contents, Evaluation Methods, and Performance. Educational Research Review 35:100429. https://doi.org/10.1016/j.edurev.2021.100429
van Eck, Nees Jan, and Ludo Waltman. 2010. Software Survey: VOSviewer, a Computer Program for Bibliometric Mapping. Scientometrics 84(2):523-38. https://doi.org/10.1007/s11192-009-0146-3
van Eck, Nees Jan, and Ludo Waltman. 2017. Citation-Based Clustering of Publications Using CitNetExplorer and VOSviewer. Scientometrics 111(2):1053-70. https://doi.org/10.1007/s11192-017-2300-7