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Development of an Interactive Virtual Reality for Medical Skills Training Supervised by Artificial Neural Network

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Intelligent Systems and Applications (IntelliSys 2019)

Abstract

The simulation of medical procedures through virtual reality (VR) system offers an opportunity to train medical students, paramedics and doctors across a range of specialists in a safe (risk-free), realistic and repeatable environment. It eliminates harmful consequences to patients and offers infinitely repeatable procedures. In this study, we developed an application of a “single Interrupted Suturing skill” that is used daily for various fields of surgery which is supervised by artificial intelligence (AI) algorithm. The automated graphical feedback and assessment procedures were simulated within the VR environment. The VR technologies for medical/clinical training has the potential to reduce service delivery costs significantly. The evaluation of the effectiveness and validity of the proposed system will be the focus of future research.

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Notes

  1. 1.

    https://www.vrheads.com/exposing-magic-behind-htc-vive-controller.

  2. 2.

    https://partner.steamgames.com/vrlicensin.

References

  1. Aïm, F., Lonjon, G., Hannouche, D., Nizard, R.: Effectiveness of virtual reality training in orthopaedic surgery. Arthrosc.: J. Arthrosc. Relat. Surg. 32(1), 224–232 (2016)

    Article  Google Scholar 

  2. Al-Khlaifah, A., Roberts, D.: A survey of modeling approaches for medical simulators. Int. J. Disabil. Hum. Dev. 4(3), 153–160 (2005)

    Article  Google Scholar 

  3. Amato, F., López, A., Peña-Méndez, E.M., Hampl, A., Havel, J.: Artificial neural networks in medical diagnosis, Petr Vaňhara (2013)

    Google Scholar 

  4. Bartlett, J.D., Lawrence, J.E., Stewart, M.E., Nakano, N., Khanduja, V.: Does virtual reality simulation have a role in training trauma and orthopaedic surgeons? Bone Joint J. 100(5), 559–565 (2018)

    Article  Google Scholar 

  5. Bates, J.: Virtual reality, art, and entertainment. Presence: Teleoperators Virtual Environ. 1(1), 133–138 (1992)

    Article  Google Scholar 

  6. Hagan, M., Beale, M., Demuth, H.: Neural network toolbox for use with MATLAB (2018)

    Google Scholar 

  7. Bellotti, F., Kapralos, B., Lee, K., Moreno-Ger, P., Berta, R.: Assessment in and of serious games: an overview. Adv. Hum.-Comput. Interact. 2013, 1 (2013)

    Google Scholar 

  8. Bernardo, A.: Virtual reality and simulation in neurosurgical training. World Neurosurg. 106, 1015–1029 (2017)

    Article  Google Scholar 

  9. Cipresso, P., Riva, G.: Virtual reality for artificial intelligence: human-centered simulation for social science. In: Annual Review of Cybertherapy and Telemedicine 2015: Virtual Reality in Healthcare: Medical Simulation and Experiential Interface. IOS Press (2015)

    Google Scholar 

  10. Dalgarno, B., Lee, M.J.W.: What are the learning affordances of 3-D virtual environments? Br. J. Educ. Technol. 41(1), 10–32 (2010)

    Article  Google Scholar 

  11. Fertleman, C., Aubugeau-Williams, P., Sher, C., Lim, A.-N., Lumley, S., Delacroix, S., Pan, X.: A discussion of virtual reality as a new tool for training healthcare professionals. Front. Public Health 6, 44 (2018)

    Article  Google Scholar 

  12. Haykin, S.S.: Neural Networks and Learning Machines, vol. 3. Pearson, Upper Saddle River (2009)

    Google Scholar 

  13. Jerald, J.: The VR Book: Human-centered Design for Virtual Reality. Morgan & Claypool, San Rafael (2015)

    Book  Google Scholar 

  14. Kordzadeh, A., Esfahlani, S.S.: The role of artificial intelligence in the prediction of functional maturation of arteriovenous fistula. Ann. Vasc. Dis. 12(1), 44 (2019)

    Article  Google Scholar 

  15. Mazur, T., Mansour, T.R., Mugge, L., Medhkour, A.: Virtual reality–based simulators for cranial tumor surgery: a systematic review. World Neurosurg. 110, 414–422 (2017)

    Article  Google Scholar 

  16. McGaghie, W.C., Issenberg, S.B., Petrusa, E.R., Scalese, R.J.: A critical review of simulation-based medical education research: 2003–2009. Med. Educ. 44(1), 50–63 (2010)

    Article  Google Scholar 

  17. Menin, A., Torchelsen, R., Nedel, L.: An analysis of VR technology used in immersive simulations with a serious game perspective. IEEE Comput. Graph. Appl. 38(2), 57–73 (2018)

    Article  Google Scholar 

  18. Patel, H.R., Patel, B.P.: Virtual reality surgical simulation in training. Expert Rev. Anticancer Ther. 12(4), 417–420 (2012)

    Article  Google Scholar 

  19. Pletcher, T., Bier, K., von Lubitz, D.: An immersive virtual reality platform for medical education: Introduction to the medical readiness trainer. In: HICSS, p. 5025. IEEE (2000)

    Google Scholar 

  20. Psotka, J.: Immersive training systems: virtual reality and education and training. Instr. Sci. 23(5–6), 405–431 (1995)

    Article  Google Scholar 

  21. Seymour, N.E., Gallagher, A.G., Roman, S.A., O’brien, M.K., Bansal, V.K., Andersen, D.K., Satava, R.M.: Virtual reality training improves operating room performance: results of a randomized, double-blinded study. Ann. Surg. 236(4), 458 (2002)

    Article  Google Scholar 

  22. Vapnik, V.N.: An overview of statistical learning theory. IEEE Trans. Neural Netw. 10(5), 988–999 (1999)

    Article  Google Scholar 

  23. Walsh, C.M., Sherlock, M.E., Ling, S.C., Carnahan, H.: Virtual reality simulation training for health professions trainees in gastrointestinal endoscopy. The Cochrane Library (2012)

    Google Scholar 

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Correspondence to Shabnam Sadeghi Esfahlani .

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Sadeghi Esfahlani, S., Izsof, V., Minter, S., Kordzadeh, A., Shirvani, H., Esfahlani, K.S. (2020). Development of an Interactive Virtual Reality for Medical Skills Training Supervised by Artificial Neural Network. In: Bi, Y., Bhatia, R., Kapoor, S. (eds) Intelligent Systems and Applications. IntelliSys 2019. Advances in Intelligent Systems and Computing, vol 1038. Springer, Cham. https://doi.org/10.1007/978-3-030-29513-4_34

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