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Table 5 Importance ranking of 19 factors in SVM-RFE

From: Application of machine learning in prediction of bone cement leakage during single-level thoracolumbar percutaneous vertebroplasty

Type

AvgRank

Type

AvgRank

Lumbar vertebra bone density examination

2.6

Age

12.0

Combined with thoracolumbar kyphosis

3.1

Preoperative MRI showed signal changes in the injured vertebrae

12.4

Degree of vertebral compression

3.6

Upper and lower penetration of bone cement

12.6

Sex

5.9

Time of spinal fracture

12.8

Puncture path

6.0

Heart or lung disease

13.0

Pre and post penetration of bone cement

9.1

Surgical vertebral segment

14.5

History of trauma

9.2

Bone cement injection volume

15.2

Associated with old vertebral fractures

9.6

classification. of fracture

16.2

VAS score at discharge

10.3

VAS score

16.2

Previous PVP operation history

10.8

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