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Author

Yu Xi

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Review Open access Oct 2026

Machine Learning and Deep Learning for the Diagnosis of Cervical Degenerative Diseases: Systematic Review and Meta-Analysis

Abstract Background Cervical degenerative diseases are a global public health issue, and their incidence is rising worldwide. Although an increasing number of studies on traditional machine learning (TML) and deep learning (DL) have been conducted in the detection and segmentation of cervical degenerative diseases and...

Hong-Wei Duan, Rui-Yuan Chen, Ming-Hui Liang et al. · 0 citations
Open access Aug 2026

Development of a predictive model for adverse outcomes after unilateral biportal endoscopic spine surgery in the treatment of lumbar disc herniation using six interpretable machine learning models

An interpretable machine learning model incorporating clinical and radiological features to predict the risk of adverse outcomes in patients with lumbar disc herniation (LDH) following unilateral biportal endoscopic (UBE) surgery was developed and validated.

Yue-Long Tan, Yu Xi, Nai-Yan Hu et al. · 0 citations
Aug 2026

Comparison of the predictive roles of CT- and MRI-based endplate regional osteoporosis status measurements for cage subsidence after posterior lumbar interbody fusion.

Endplate HU values indicated a relatively higher predictive performance for CS compared with EBQ scores and served as the most discriminative BMD indicator in patients who underwent PLIF.

Peng Du, Ming-Hui Liang, Rui-Yuan Chen et al. · 0 citations

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