Real-Time Intelligent Coaching Versus Human Expert Instruction in Surgical Skills Training: A Systematic Review and Meta-Analysis

Syed Taqi Askari Shah, Yashar Mashayekhi, Nidhi Reji, Fatima Nawaz, Abdul Rehman, Mandeep Kumar, Ayodele Odedara, Ali Saif Khalfan Alkaabi, Seungyoung Kang, Basel Bashar Abdulrahem Mousa, Syed Muhammad Ali, Maheen Qazi

Open source

DOI
10.7759/cureus.115874
Published
2026-09-06
Container
Cureus
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.7759/cureus.115874,
  title = {Real-Time Intelligent Coaching Versus Human Expert Instruction in Surgical Skills Training: A Systematic Review and Meta-Analysis},
  author = {Syed Taqi Askari Shah and Yashar Mashayekhi and Nidhi Reji and Fatima Nawaz and Abdul Rehman and Mandeep Kumar and Ayodele Odedara and Ali Saif Khalfan Alkaabi and Seungyoung Kang and Basel Bashar Abdulrahem Mousa and Syed Muhammad Ali and Maheen Qazi},
  year = {2026},
  journal = {Cureus},
  doi = {10.7759/cureus.115874},
  url = {https://doi.org/10.7759/cureus.115874}
}

RIS

TY  - JOUR
TI  - Real-Time Intelligent Coaching Versus Human Expert Instruction in Surgical Skills Training: A Systematic Review and Meta-Analysis
AU  - Syed Taqi Askari Shah
AU  - Yashar Mashayekhi
AU  - Nidhi Reji
AU  - Fatima Nawaz
AU  - Abdul Rehman
AU  - Mandeep Kumar
AU  - Ayodele Odedara
AU  - Ali Saif Khalfan Alkaabi
AU  - Seungyoung Kang
AU  - Basel Bashar Abdulrahem Mousa
AU  - Syed Muhammad Ali
AU  - Maheen Qazi
PY  - 2026
JO  - Cureus
DO  - 10.7759/cureus.115874
UR  - https://doi.org/10.7759/cureus.115874
ER  - 

APA

Shah, S. T. A., Mashayekhi, Y., Reji, N., Nawaz, F., Rehman, A., Kumar, M., Odedara, A., Alkaabi, A. S. K., Kang, S., Mousa, B. B. A., Ali, S. M., & Qazi, M. (2026). Real-Time Intelligent Coaching Versus Human Expert Instruction in Surgical Skills Training: A Systematic Review and Meta-Analysis. Cureus. https://doi.org/10.7759/cureus.115874

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