Virtual reality;
Topic modeling;
Research interests and trends;
Machine learning;
FEATURE-SELECTION;
STUDENTS PERFORMANCE;
EARLY PREDICTION;
HYBRID APPROACH;
ALGORITHM;
D O I:
10.1007/s10639-023-12130-8
中图分类号:
G40 [教育学];
学科分类号:
040101 ;
120403 ;
摘要:
The aim of this study is to identify the main research interests and trends in the literature related to the integration of virtual reality into educational and training environments and to provide a potential guideline for future applications of virtual reality. For this purpose, a topic modeling analysis was conducted with a total of 16413 journal articles published in the thirty-year period between 1993-2022 indexed in the Scopus database. The findings of the topic modeling analysis based on machine learning revealed the existence of twelve topics in the field. The most voluminous -the most studied- topics are "EduVR: Advancing education through VR", "Training for safety and emergency", and "Surgical training: Enhancing skill and performance". On the other hand, topics that have shown positive acceleration in recent years and are trending compared to other topics are: "Therapeutic solutions: Addressing pain, anxiety and disorders", "Training for safety and emergency", "Motor rehabilitation solutions: Enhancing stroke recovery and functional training", and "Virtual surgical anatomy: advancing techniques and simulations". The results of the study reveal current trends in the field of virtual reality and emphasize potential future research areas. This may be useful in guiding researchers in the field.
机构:
Lund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, SwedenLund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, Sweden
Blom, Mathias Carl
Ashfaq, Awais
论文数: 0引用数: 0
h-index: 0
机构:
Halmstad Univ, CAISR, Halmstad, Sweden
Halland Hosp, Halmstad, Region Halland, SwedenLund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, Sweden
Ashfaq, Awais
Sant'Anna, Anita
论文数: 0引用数: 0
h-index: 0
机构:
Halmstad Univ, CAISR, Halmstad, SwedenLund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, Sweden
Sant'Anna, Anita
Anderson, Philip D.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Dept Emergency Med, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USALund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, Sweden
Anderson, Philip D.
Lingman, Markus
论文数: 0引用数: 0
h-index: 0
机构:
Halland Hosp, Halmstad, Region Halland, Sweden
Univ Gothenburg, Sahlgrenska Acad, Dept Mol & Clin Med Cardiol, Gothenburg, SwedenLund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, Sweden
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Univ Sao Paulo, Dept Neurosci & Behav, Inst Psychol, BR-05360160 Sao Paulo, Brazil
Padre Anchieta Univ, Fac Phys Therapy, Jundiai, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
dos Santos Mendes, Felipe Augusto
Pompeua, Jose Eduardo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Univ Sao Paulo, Dept Neurosci & Behav, Inst Psychol, BR-05360160 Sao Paulo, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Pompeua, Jose Eduardo
Lobo, Alexandra Modenesi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Univ Sao Paulo, Dept Neurosci & Behav, Inst Psychol, BR-05360160 Sao Paulo, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Lobo, Alexandra Modenesi
da Silva, Keyte Guedes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Univ Sao Paulo, Dept Neurosci & Behav, Inst Psychol, BR-05360160 Sao Paulo, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
da Silva, Keyte Guedes
Oliveira, Tatiana de Paula
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Oliveira, Tatiana de Paula
Zomignani, Andrea Peterson
论文数: 0引用数: 0
h-index: 0
机构:
Padre Anchieta Univ, Fac Phys Therapy, Jundiai, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Zomignani, Andrea Peterson
Pimentel Piemonte, Maria Elisa
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Univ Sao Paulo, Dept Neurosci & Behav, Inst Psychol, BR-05360160 Sao Paulo, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
机构:
Virginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
Mann, Jessie
Polys, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Comp Sci Dept, Blacksburg, VA USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
Polys, Nicholas
Diana, Rachel
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Psychol Dept, Blacksburg, VA USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
Diana, Rachel
Ananth, Manasa
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Blacksburg, VA USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
Ananth, Manasa
Herald, Brad
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Blacksburg, VA USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
Herald, Brad
Platel, Sweetuben
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Blacksburg, VA USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
机构:
Lund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, SwedenLund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, Sweden
Blom, Mathias Carl
Ashfaq, Awais
论文数: 0引用数: 0
h-index: 0
机构:
Halmstad Univ, CAISR, Halmstad, Sweden
Halland Hosp, Halmstad, Region Halland, SwedenLund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, Sweden
Ashfaq, Awais
Sant'Anna, Anita
论文数: 0引用数: 0
h-index: 0
机构:
Halmstad Univ, CAISR, Halmstad, SwedenLund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, Sweden
Sant'Anna, Anita
Anderson, Philip D.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Dept Emergency Med, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USALund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, Sweden
Anderson, Philip D.
Lingman, Markus
论文数: 0引用数: 0
h-index: 0
机构:
Halland Hosp, Halmstad, Region Halland, Sweden
Univ Gothenburg, Sahlgrenska Acad, Dept Mol & Clin Med Cardiol, Gothenburg, SwedenLund Univ, Med Fac, Dept Clin Sci Lund, Med, Lund, Sweden
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Univ Sao Paulo, Dept Neurosci & Behav, Inst Psychol, BR-05360160 Sao Paulo, Brazil
Padre Anchieta Univ, Fac Phys Therapy, Jundiai, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
dos Santos Mendes, Felipe Augusto
Pompeua, Jose Eduardo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Univ Sao Paulo, Dept Neurosci & Behav, Inst Psychol, BR-05360160 Sao Paulo, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Pompeua, Jose Eduardo
Lobo, Alexandra Modenesi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Univ Sao Paulo, Dept Neurosci & Behav, Inst Psychol, BR-05360160 Sao Paulo, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Lobo, Alexandra Modenesi
da Silva, Keyte Guedes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Univ Sao Paulo, Dept Neurosci & Behav, Inst Psychol, BR-05360160 Sao Paulo, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
da Silva, Keyte Guedes
Oliveira, Tatiana de Paula
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Oliveira, Tatiana de Paula
Zomignani, Andrea Peterson
论文数: 0引用数: 0
h-index: 0
机构:
Padre Anchieta Univ, Fac Phys Therapy, Jundiai, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Zomignani, Andrea Peterson
Pimentel Piemonte, Maria Elisa
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
Univ Sao Paulo, Dept Neurosci & Behav, Inst Psychol, BR-05360160 Sao Paulo, BrazilUniv Sao Paulo, Dept Phys Therapy, Fac Med Sci, BR-05360160 Sao Paulo, Brazil
机构:
Virginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
Mann, Jessie
Polys, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Comp Sci Dept, Blacksburg, VA USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
Polys, Nicholas
Diana, Rachel
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Psychol Dept, Blacksburg, VA USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
Diana, Rachel
Ananth, Manasa
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Blacksburg, VA USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
Ananth, Manasa
Herald, Brad
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Blacksburg, VA USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA
Herald, Brad
Platel, Sweetuben
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Blacksburg, VA USAVirginia Tech, Grad Program Translat Biol Med & Hlth, Blacksburg, VA 24061 USA