Publication: Comparison of Deep Learning and Classical Machine Learning Algorithms to Predict Postoperative Outcomes for Anterior Cervical Discectomy and Fusion Procedures With State-of-the-art Performance
Comparison of Deep Learning and Classical Machine Learning Algorithms to Predict Postoperative Outcomes for Anterior Cervical Discectomy and Fusion Procedures With State-of-the-art Performance
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Citations
Rodrigues, A. J., Schonfeld, E., Varshneya, K., Stienen, M. N., Staartjes, V. E., Jin, M. C., & Veeravagu, A. (2022). Comparison of Deep Learning and Classical Machine Learning Algorithms to Predict Postoperative Outcomes for Anterior Cervical Discectomy and Fusion Procedures With State-of-the-art Performance. Spine, 47(23), 1637–1644. https://doi.org/10.1097/BRS.0000000000004481
Abstract
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Abstract
STUDY DESIGN
Retrospective cohort.
OBJECTIVE
Due to anterior cervical discectomy and fusion (ACDF) popularity, it is important to predict postoperative complications, unfavorable 90-day readmissions, and two-year reoperations to improve surgical decision-making, prognostication, and planning.
SUMMARY OF BACKGROUND DATA
Machine learning has been applied to predict postoperative complications for ACDF; however, studies were limited by sample size and model type. These studies achieved ≤0.70 area under the curve (AUC). Further appro
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Creators (Authors)
- Rodrigues, Adrian J
- Schonfeld, Ethan
- Varshneya, Kunal
- Stienen, Martin N
- Staartjes, Victor E
- Jin, Michael C
- Veeravagu, Anand
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Citations
Rodrigues, A. J., Schonfeld, E., Varshneya, K., Stienen, M. N., Staartjes, V. E., Jin, M. C., & Veeravagu, A. (2022). Comparison of Deep Learning and Classical Machine Learning Algorithms to Predict Postoperative Outcomes for Anterior Cervical Discectomy and Fusion Procedures With State-of-the-art Performance. Spine, 47(23), 1637–1644. https://doi.org/10.1097/BRS.0000000000004481
