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Global trends in the application of virtual reality for people with autism spectrum disorders: conceptual, intellectual and the social structure of scientific production

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Abstract

Research in recent years has shown an increase in scientific production on the application of virtual reality in people with autism spectrum disorder. However, there is no global picture about the research carried out in the field during the last years. Therefore, we propose to analyze conceptually, intellectually and socially the global trends in the use of virtual reality for learning by people with ASD through bibliometric techniques. A bibliometric analysis was carried out with a sample of 378 documents obtained from the main collection of the Web of Science during the period 1996–2020. Results show that Journal of Autism and Developmental Disorders is the Journal around which the field of publications is organized. In addition, those authors who receive the most citations are not the most producers, but they do take central positions in collaborative networks. Therefore, it produces teams of more authors. Finally, the use of cheaper and more portable VR devices has led to the spread of this tool to various areas of people with ASD that had not been worked on before. These are closely related to factors that influence social interactions. These findings may help to suggest the use of other bibliometric indicators that would broaden the field of knowledge of the study and the creation of a new software to analyse in more detail the application of VR in people with autism spectrum disorders.

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References

  • Aguinis, H., Pierce, C. A., Bosco, F. A., Dalton, D. R., & Dalton, C. M. (2011). Debunking myths and urban legends about meta-analysis. Organizational Research Methods, 14(2), 306–331. https://doi.org/10.1177/1094428110375720

    Article  Google Scholar 

  • Albert, R., Jeong, H., & Barabasi, A. (2000). Error and attack tolerance of complex networks. Nature, 406(6794), 378–382.

    Article  Google Scholar 

  • American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders. American Psychiatric Association.

    Book  Google Scholar 

  • Anderson, A., Stephenson, J., Carter, M., & Carlon, S. (2019). A systematic literature review of empirical research on postsecondary students with autism spectrum disorder. Journal of Autism and Developmental Disorders, 49(4), 1531–1558.

    Article  Google Scholar 

  • Aria, M., Alterisio, A., Scandurra, A., Pinelli, C., & D’Aniello, B. (2020b). The scholar’s best friend: Research trends in dog cognitive and behavioral studies. Animal Cognition. https://doi.org/10.1007/s10071-020-01448-2

    Article  Google Scholar 

  • Aria, M., & Cuccurullo, C. (2017). Bibliometrix: An R-tool for comprehensive science mapping analysis. Journal of Informetrics, 11(4), 959–975. https://doi.org/10.1016/j.joi.2017.08.007

    Article  Google Scholar 

  • Aria, M., Misuraca, M., & Spano, M. (2020a). Mapping the evolution of social research and data science on 30 years of social indicators research. Social Indicators Research, 149(1), 803–831.

    Article  Google Scholar 

  • Brandes, U., Borgatti, S., & Freeman, L. (2016). Maintaining the duality of closeness and betweenness centrality. Social Networks, 44(1), 153–159. https://doi.org/10.1016/j.socnet.2015.08.003

    Article  Google Scholar 

  • Bridgstock, M. (1991). The quality of multiple authored papers, an unresolved problem. Scientometrics, 21(1), 37–48.

    Article  Google Scholar 

  • Castelló-Cogollos, L., Sixto-Costolla, A., Lucas-Domínguez, R., Agulló-Calatayud, V., González de Dios, J., & Aleixandre-Benavent, R. (2017). Bibliometría e indicadores de actividad científica (VI). Indicadores de colaboración (2). Análisis de redes sociales aplicados a la pediatría. Acta Pediátrica Española, 75(11–12), 127–135.

    Google Scholar 

  • Chang, C. Y., Gau, M. L., Tang, K. Y., & Hwang, G. J. (2021). Directions of the 100 most cited nursing student education research: A bibliometric and co-citation network analysis. Nurse Education Today, 96, 10464.

    Article  Google Scholar 

  • Chawaraska, K., Klin, A., Paul, R., Macari, S., & Volkmar, F. (2009). A prospective study of toddlers with ASD: Short-term diagnostic and cognitive outcomes. Journal of Child, Psychology and Psychiatry, 50(10), 1235–1245.

    Article  Google Scholar 

  • Cobo, M., López-Herrera, A., Herrera-Viedma, E., & Herrera, F. (2011). An approach for detecting, quantifying and visualizing the evolution of a research field: A practical application to the Fuzzy sets theory field. Journal of Informetrics, 5(1), 146–166. https://doi.org/10.1016/j.joi.2010.10.002

    Article  Google Scholar 

  • Cromby, J., Standen, P., Newman, J. & Tasker, H. (1996). Successful transfer to the real world of skills practiced in a virtual environment by students with severe learning difficulties. In: P. M. Sharkey (Ed.). In: Proceedings of the 1st International Conference on Disability, Virtual Reality and Associated Technologies (pp. 305–313). University of Reading.

  • De Moya-Anegón, F., Vargas-Quesada, B., Chinchilla-Rodríguez, Z., Herrero-Solana, V., & Corera-Álvarez, E. (2006). Análisis de la cobertura de la base de datos Scopus. El Profesional De La Información, 15(2), 142–144.

    Google Scholar 

  • Dino, H., Yu, S., Wan, L., Wan, M., Zhang, K., Guo, H., & Hussain, H. (2020). Detecting leaders and key members of scientific teams in co-authorship networks. Computers & Electrical Engineering, 85(1), 1–16. https://doi.org/10.1016/j.compeleceng.2020.106703

    Article  Google Scholar 

  • Donthu, N., Kumar, S., Mukherjee, D., Pandey, N., & Lin, W. (2021). How to conduct a bibliometric analysis: An overview and guidelines. Journal of Business Research, 133(1), 285–296. https://doi.org/10.1016/j.jbusres.2021.04.070

    Article  Google Scholar 

  • Fortuna, G., Aria, M., Iorio, C., Mignogna, M. D., & Kalsser, G. D. (2020). Global research trends in complex oral sensitivity disorder: A systematic bibliometric analysis of the framework. Journal of Oral Pathology & Medicine. https://doi.org/10.1111/jop.13076

    Article  Google Scholar 

  • García-Hernández, A. (2013). A bibliometric analysis of scientific collaboration networks and their effect on productivity. Investigación Bibliotecológica, 27(59), 159–175.

    Google Scholar 

  • Garfield, E., Malin, M., & Small, H. (1978). Citation data as science indicators. In Y. Elkana, J. Lederberg, A. Thackray, R. Merton, & H. Zuckerman (Eds.), Toward a metric science: The advent of science indicators (pp. 580–608). New York: Wiley.

    Google Scholar 

  • Glänzel, W. (2002). Coauthorship patterns and trends in the sciences (1980–1998): A bibliometric study with implications for database indexing and search strategies. Library Trends, 50(3), 461–473.

    Google Scholar 

  • Glänzel, W., & Schubert, A. (2004). Analysing scientific networks through co-authorship. In H. F. Moed, W. Glänzel, & U. Schmoch (Eds.), Handbook of quantitative science and technology research (pp. 257–279). Springer.

    Google Scholar 

  • Gómez, L. E., Morán, M. L., Alcedo, M. Á., Arias, V. B., & Verdugo, M. Á. (2020). Addressing quality of life of children with autism spectrum disorder and intellectual disability. Intellectual and Developmental Disabilities, 58(5), 393–408.

    Article  Google Scholar 

  • Hedges, S., Odom, S., Hume, K., & Sam, A. (2018). Technology use as a support tool by secondary students with autism. Autism, 22(1), 70–79.

    Article  Google Scholar 

  • Hinojo-Lucena, F. J., Aznar-Díaz, I., Cáceres-Reche, M. P., & Romero-Rodríguez, J. M. (2019). Artificial intelligence in higher education: A bibliometric study on its impact in scientific literature. Education Sciences, 9(1), 1–9. https://doi.org/10.3390/educsci9010051

    Article  Google Scholar 

  • Hodge, D. R., & Lacasse, J. R. (2011). Ranking disciplinary journals with the google scholar h-index: A new tool for constructing cases for tenure, promotion, and other professional decisions. Journal of Social Work Education, 47, 579–596. https://doi.org/10.5175/JSWE.2011.201000024

    Article  Google Scholar 

  • Hodge, D. R., Lacasse, J. R., & Benson, O. (2012). Influential publications in social work discourse: The 100 most highly cited articles in disciplinary journals: 2000–09. British Journal of Social Work, 42, 765–782. https://doi.org/10.1093/bjsw/bcr093

    Article  Google Scholar 

  • Holden, G., Rosenberg, G., & Barker, K. (2005). Bibliometrics in social work. Haworth Press.

    Google Scholar 

  • Hou, H., Kretschmer, H., et al. (2006). The structure of scientific collaboration networks in Scientometrics. Scientometrics, 75(2), 189–202.

    Article  Google Scholar 

  • Hwang, G. J., & Tu, Y. F. (2021). Roles and research trends of artificial intelligence in mathematics education: A bibliometric mapping analysis and systematic review. Mathematics, 9(6), 584.

    Article  Google Scholar 

  • Irish, J. E. (2013). Can I sit here? A review of the literature supporting the use of single-user virtual environments to help adolescents with autism learn appropriate social communication skills. Computers in Human Behavior, 29(5), A17–A24.

    Article  Google Scholar 

  • Kamada, T., & Kawai, S. (1989). An algorithm for drawing general undirected graphs. Information Processing Letters, 31(1), 7–15. https://doi.org/10.1016/0020-0190(89)90102-6

    Article  Google Scholar 

  • Kandalaft, M., Didehbani, D., Krawczyk, D., Allen, T., & Chapman, S. (2013). Virtual reality social cognition training for young adults with high-functioning autism. Journal of Autism and Developmental Disorders, 43(1), 34–44. https://doi.org/10.1007/s10803-012-1544-6

    Article  Google Scholar 

  • Kavanagh, S., Luxton-Reilly, A., Wuensche, B., & Plimmer, B. (2017). A systematic review of Virtual Reality in education. Themes in Science and Technology Education, 10(2), 85–119.

    Google Scholar 

  • Ke, F., Moon, J., & Sokolij, Z. (2020). Virtual reality-based social skills training for children with autism spectrum disorder. Journal of Special Education Technology. https://doi.org/10.1177/0162643420945603

    Article  Google Scholar 

  • Leydersdoff, L. (2007). Betweenness centrality as an indicator of the interdisciplinarity of scientific journals. Journal, 58(9), 1303–1319.

    Google Scholar 

  • Liu, Y., Goncalvez, J., Ferreira, D., Xiao, B., Hosio, S. & Kostakos, V. (2014). CHI 1994–2013: Mapping two decades of intellectual progress through co-word analysis. In CHI '14: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (pp. 3553–3562). ACM Digital Library

  • Lorenzo, G., Lledó, A., Arráez-Vera, G., & Lorenzo-Lledó, A. (2019). The application of immersive virtual reality for students with ASD: A review between 1990–2017. Education and Information Technologies, 24(1), 127–151. https://doi.org/10.1007/s10639-018-9766-7

    Article  Google Scholar 

  • Lorenzo, G., Lledó, A., Pomares, J., & Roig, R. (2016). Design and application of an immersive virtual reality system to enhance emotional skills for children with autism spectrum disorders. Computers & Education, 98(1), 192–205.

    Article  Google Scholar 

  • Lorenzo, G., Lorenzo-Lledó, A., Lledó, A., & Pérez-Vázquez, E. (2020). Application of virtual reality in people with ASD from 1996 to 2019. Journal of Enabling Technologies, 14(2), 99–114. https://doi.org/10.1108/JET-01-2020-0005

    Article  Google Scholar 

  • Lorenzo, G., Pomares, J., & Lledó, A. (2013). Inclusion of immersive virtual environments and visual control systems to support the learning of students with Asperger syndrome”. Computers & Education, 62(1), 88–101.

    Article  Google Scholar 

  • Mak, G., & Zhao, L. (2020). A systematic review: the application of virtual reality on the skill-specific performance in people with ASD. Interactive Learning Environments. https://doi.org/10.1080/10494820.2020.1811733

    Article  Google Scholar 

  • Malihi, M., Nguyen, J., Cardy, R. E., Eldon, S., Petta, C., & Kushki, A. (2020). Data-driven discovery of predictors of virtual reality safety and sense of presence for children with autism spectrum disorder: A pilot study. Frontiers in Psychiatry, 11(1), 669. https://doi.org/10.3389/fpsyt.2020.00669

    Article  Google Scholar 

  • Martínez, M. A., Cobo, M., Herrera, M., & Herrera-Viedma, E. (2015). Analyzing the scientific evolution of social work using science mapping research on social work using science mapping. Research on Social Work Practice, 25(2), 257–277.

    Article  Google Scholar 

  • Martínez-Toro, G., Rico-Bautista, D., Romer-Riaño, E., Galeano-Barrera, J., Guerrera, C., & Parra-Valencia, J. (2019). Análisis de la estructura intelectual y la evolución de la investigación en la interacción humano -computador: Un análisis bibliométrico. Iberian Journal of Information Systems and Technologies, 17(1), 363–378.

    Google Scholar 

  • Mesibov, G., Shea, V., & Schopler, E. (2004). The TEACCH approach to autism spectrum disorders. Springer. https://doi.org/10.1007/978-0-306-48647-0

    Book  Google Scholar 

  • Mitchell, P., Parsons, S., & Leonard, A. (2007). Using virtual environments for teaching social understanding to 6 adolescents with autistic spectrum disorders. Journal of Autism and Developmental Disorders, 37(3), 589–600.

    Article  Google Scholar 

  • Montero-Díaz, J., Cobo, M., Gutiérrez-Salcedo, M., Segado-Boj, F., & Herrera-Viedma, E. (2018). Mapeo científico en la categoría “Comunicación” en WOS (1980–2013). Comunicar, 55(1), 81–91.

    Article  Google Scholar 

  • Moore, D., Cheng, Y., McGrath, P., & Powell, N. (2005). Collaborative virtual environment technology for people with autism. Focus on Autism and Other Developmental Disabilities, 20(4), 31–43.

    Article  Google Scholar 

  • Mulas, F., Ros-Cervera, G., Millá, M., Etchepareborda, M., Abad, L., & TéllezdeMeneses, M. (2010). Modelos de intervención en niños con autismo. Revista de Neurología, 50(3), 77–84. https://doi.org/10.33588/rn.50S03.2009767

    Article  Google Scholar 

  • Muñoz-Leiva, F., Viedma-del-Jesus, M., Sánchez-Fernández, J., & López-Herrera, A. (2012). An application of co-word analysis and bibliometric maps for detecting the most highlighting themes in the consumer behaviour research from a longitudinal perspective. Quality & Quantity, 46(4), 1077–1095. https://doi.org/10.1007/s11135-011-9565-3

    Article  Google Scholar 

  • Newbutt, N. (2013). Exploring communication and representation of the self in a virtual world by young people with autism. PhD thesis, University College Dublin, Ireland.

  • Newbutt, N. (2019). Assisting people with autism spectrum disorder through technology. In A. Tantall (Ed.), Encyclopedia of education and information technologies (pp. 1–35). Springer.

    Google Scholar 

  • Newbutt, N., Sung, C., Kuo, H., Leahy, M., Lin, C., & Tong, B. (2016). Brief report: A pilot study of a virtual reality headset in autism population. Journal of Autism of Developmental Disorder, 46(9), 3166–3176. https://doi.org/10.1007/s10803-016-2830-5

    Article  Google Scholar 

  • Noyons, E., Moed, H., & Luwel, M. (1999). Combining mapping and citation analysis for evaluative bibliometric purposes: A bibliometric study. Journal of the American Society for Information Science, 50, 115–131.

    Article  Google Scholar 

  • Özçinar, H. (2015). Mapping teacher education domain: A document co-citation analysis from 1992 to 2012. Teaching & Teacher Education, 47(1), 42–61. https://doi.org/10.1016/j.tate.2014.12.006

    Article  Google Scholar 

  • Parish-Morris, J., Solórzano, R., Ravindran, V., Sazawal, V., Turnacioglu, S., Zitter, A., Miller, J. S., & McCleery, J. P. (2018). Immersive virtual reality to improve police interaction skills in adolescents and adults with autism spectrum disorder: Preliminary results of a phase and feasibility and safety trial. Annual Review of CyberTherapy and Telemedicine, 16(1), 50–56.

    Google Scholar 

  • Parsons, D., Cordier, R., Leeh, H., Falkmer, T., & Vaz, S. (2019). A randomised controlled trial of an information communication technology delivered intervention for children with autism spectrum disorder living in regional Australia. Journal of Autism and Developmental Disorders, 49(2), 569–581.

    Article  Google Scholar 

  • Parsons, S. (2016). Authenticity in virtual reality for assessment and intervention in autism: A conceptual review. Educational Research Review, 19, 138–157.

    Article  Google Scholar 

  • Parsons, S., & Mitchell, P. (2002). The potential of virtual reality in social skills training for people with autistic spectrum disorders. Journal of Intellectual Disability Research, 46(5), 430–443. https://doi.org/10.1046/j.1365-2788.2002.00425.x

    Article  Google Scholar 

  • Parsons, T., Riva, G., Parsons, S., Montovani, F., Newbutt, N., Lin, L., Venturini, E., & Hall, T. (2017). Virtual reality in pediatric psychology. Official Journal of the American Academic in Pediatrics, 140(Supplement 2), S86–S91.

    Google Scholar 

  • Perilla, R., Parra, C., & González, M. (2019). Análisis bibliométrico sobre innovación organizacional: Antecedentes y una perspectiva desde el análisis de redes. Revista Espacios, 40(24), 1–7.

    Google Scholar 

  • Pons, P., & Latapi, M. (2006). Computing communities in large networks using random walks. Journal of Graph Algorithms and Applications, 10(2), 191–218. https://doi.org/10.7155/jgaa.00124

    Article  Google Scholar 

  • Pradhan, T., & Pal, S. (2020). A hybrid personalized scholarly venue recommender system integrating social network analysis and contextual similarity. Future Generation Computer Systems, 110(1), 1139–1166. https://doi.org/10.1016/j.future.2019.11.017

    Article  Google Scholar 

  • Raghuram, S., Tuertscher, P., & Garud, R. (2010). Mapping the field of virtual work: A co-citation analysis. Information Systems Research, 21(4), 983–999. https://doi.org/10.1287/isre.1080.0227

    Article  Google Scholar 

  • Repiso, R., & Torres-Salinas, D. (2016). Características e implicaciones de la base de datos emerging sources citation index (thomson reuters): las revistas en estado transitorio. Anuario Thinkepi, 10(1), 234–236. https://doi.org/10.3145/thinkepi.2016.46

    Article  Google Scholar 

  • Restrepo-Arango, C., & Urbizagástegui-Alvarado, R. (2017). Red de co-palabras en la bibliometría mexicana. Información Bibliotecológica, 31(73), 17–45. https://doi.org/10.22201/iibi.24488321xe.2017.73.57845

    Article  Google Scholar 

  • Rodríguez- Soler, R., Uribe-Toril, J., & De Pablo-Valenciano, J. (2020). Worldwide trends in the scientific production on rural depopulation, a bibliometric analysis using Bibliometrix R-tool. Land Use Policy, 97(1), 1–20. https://doi.org/10.1016/j.landusepol.2020.104787

    Article  Google Scholar 

  • Rogers, J. (2000). Interventions that facilitate socialization in children with autism. Journal of Autism and Developmental Disorders, 30(5), 399–409.

    Article  Google Scholar 

  • Russell, G., Rodgers, L. R., Ukoumunne, O. C., & Ford, T. (2014). Prevalence of parent reported ASD and ADHD in the UK: Findings from the Millennium Cohort Study. Journal of Autism and Developmental Disorders, 44(1), 31–40.

    Article  Google Scholar 

  • Slater, T., Scourfield, J., & Sloan, L. (2012). Who is citing whom in social work? A response to Hodge, Lacasse and Benson. British Journal of Social Work, 42(1), 1626–1633. https://doi.org/10.1093/bjsw/bcs190

    Article  Google Scholar 

  • Small, H. (2004). On the shoulders of Robert Merton: Towards a normative theory of citation. Scientometrics, 60(1), 71–79.

    Article  Google Scholar 

  • Small, H., Sweeney, E., & Greenlee, E. (1985). Clustering the science citation index using co-citations. II. Mapping science. Scientometrics, 8(5–6), 321–340. https://doi.org/10.1007/bf02018057

    Article  Google Scholar 

  • Smith, M., Ginger, E., Wright, K., Wright, M., Taylor, J., Humm, L., & Fleming, M. (2014). Virtual reality job interview training in adults with autism spectrum disorder. Journal of Autism and Developmental Disorders, 44(1), 2450–2463. https://doi.org/10.1007/s10803-014-2113-y

    Article  Google Scholar 

  • Stokes, T., & Hartley, A. (1989). Coauthorship, social structure and influence within specialties. Social Studies of Science, 19(1), 101–125. https://doi.org/10.1177/030631289019001003

    Article  Google Scholar 

  • Strickland, D., Marcus, L., Mesibov, B., & Hogan, K. (1996). Brief report: Two case studies using virtual reality as a learning tool for autistic children. Journal of Autism and Developmental Disorders, 26(6), 651–659.

    Article  Google Scholar 

  • Stuart, K., & Botella, A. (2009). Lingüística de corpus, análisis de redes y matrices de co-ocurrencias. In P. Cantos & A. Sánchez (Eds.), A survey of corpus-based research (pp. 612–630). Asociación Española de Lingüística del Corpus: Murcia.

    Google Scholar 

  • Tanaka, J., Wolg, J., Klaiman, C., Koening, K., Cockburn, J., Herlihy, L., Brown, C., Stahl, S., Kaise, M., & Schultz, R. (2010). Using computerized games to teach face recognition skills to children with autism spectrum disorder: The Let’s Face It! program. Journal Child Psychiatry, 51(8), 944–952.

    Article  Google Scholar 

  • Urbizagástegui, R., & Restrepo, C. (2018). Co-authorship network analysis of Mexican bibliometrics. Encontros Bibli: Revista Eletrônica De Biblioteconomia e Ciência Da Informação, 23(51), 74–94.

    Google Scholar 

  • Wagner, C., & Leydesdorff, L. (2005). Network’s structure, self-organization, and the growth of international collaboration in Science. Research Policy, 34(1), 1608–1618.

    Article  Google Scholar 

  • Wallace, S., Parsons, S., & Bailey, A. (2017). Self-reported sense of presence and responses to social stimuli by adolescents with autism spectrum disorder in a collaborative virtual reality environment. Journal of Intellectual and Developmental Disabilities, 42(2), 131–141.

    Article  Google Scholar 

  • Wallace, S., Parsons, S., Westbury, A., White, K., White, K., & Bailey, A. (2010). Sense of presence and atypical social judgments in immersive virtual environments: Responses of adolescents with autism spectrum disorders. Autism, 14(3), 199–213. https://doi.org/10.1177/1362361310363283

    Article  Google Scholar 

  • Waltman, L. (2016). A review of the literature on citation impact indicators. Journal of Informetrics, 10(2), 365–391. https://doi.org/10.1016/j.joi.2016.02.007

    Article  Google Scholar 

  • Watchy, S., Jones, B., & Uzzi, B. (2007). The increasing dominance of teams in production of Knowledge. Science, 316(5827), 1036–1039.

    Article  Google Scholar 

  • White, H. D., & McCain, K. W. (1998). Visualizing a discipline: An author co-citation analysis of information science, 1972–1995. Journal of the American Society for Information Science, 49(4), 327–355. https://doi.org/10.1002/(SICI)

    Article  Google Scholar 

  • Yeargin-Allsopp, M., Rice, C., Karapurkar, T., Doernberg, N., Boyle, C., & Murphy, C. (2003). Prevalence of autism in a US metropolitan area. Journal of the American Medical Association, 289, 49–55. https://doi.org/10.1001/jama.289.1.49

    Article  Google Scholar 

  • Zhang, L., Warren, Z., Swanson, A., Weitlauf, A., & Sarkar, N. (2018). Understanding performance and verbal-communication of children with ASD in a collaborative virtual Environment. Journal of Autism and Developmental Disorders, 48(8), 2779–2789. https://doi.org/10.1007/s10803-018-3544-7

    Article  Google Scholar 

  • Zupic, I., & Cater, T. (2015). Bibliometric methods in management and organization. Organizational Research Methods, 18(3), 429–472. https://doi.org/10.1177/1094428114562629

    Article  Google Scholar 

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Lorenzo, G., Newbutt, N. & Lorenzo-Lledó, A. Global trends in the application of virtual reality for people with autism spectrum disorders: conceptual, intellectual and the social structure of scientific production. J. Comput. Educ. 9, 225–260 (2022). https://doi.org/10.1007/s40692-021-00202-y

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