Can I read Neurosurgical Skills Analysis by Machine Learning Models: Systematic Review on EtoBox?

Neurosurgical Skills Analysis by Machine Learning Models: Systematic Review by Oleg Titov; Andrey Bykanov; David Pitskhelauri is a Medicine article available to read on EtoBox.

What is Neurosurgical Skills Analysis by Machine Learning Models: Systematic Review about?

Machine learning (ML) models are being actively used in modern medicine, including neurosurgery. This study aimed to summarize the current applications of ML in the analysis and assessment of neurosurgical skills. We conducted this systematic review in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. We searched the PubMed and Google Scholar databases for eligible studies published until November 15, 2022, and used the Medical Education Research Study Quality Instrument (MERSQI) to assess the quality of the included articles. Of the 261 studies identified, we included 17 in the final analysis. Studies were most commonly related to oncological, spinal, and vascular neurosurgery using microsurgical and endoscopic techniques. Machine learning-evaluated tasks included subpial brain tumor resection, anterior cervical discectomy and fusion, hemostasis of the lacerated internal carotid artery, brain vessel dissection and suturing, glove microsuturing, lumbar hemilaminectomy, and bone drilling. The data sources included files extracted from VR simulators and microscopic and endoscopic videos. The ML application was aimed at classif

Who reads Neurosurgical Skills Analysis by Machine Learning Models: Systematic Review?

Author

Oleg Titov; Andrey Bykanov; David Pitskhelauri

Publisher

Springer Science and Business Media LLC

Published

2023

Language

EN

Field

Medicine (Health Sciences)