Table 3

Permutation feature importance for prediction of in-hospital death following surgical treatment of vertebral fractures in patients with AS and DISH.

Outcome and FeaturesAverage Permutation Feature ImportanceMean ± SD or % (n) P
Survived to DischargeIn-Hospital Death
Days from admission to surgery0.08512.36 ± 2.722.14 ± 1.580.828
Thoracic fracture0.084355.2% (1635)2.0% (60)<0.001
Hypertension with end-organ complications0.054122.5% (665)2.5% (75)<0.001
Spinal cord injury0.054111.5% (340)1.9% (55)<0.001
Cervical fracture0.040229.4% (870)2.5% (75)<0.001
Age0.033872.89 ± 10.1777.34 ± 7.69<0.001
Primary payer - Medicare0.022167.1% (1985)4.7% (140)<0.001
Thoracic fusion0.021242.3% (1250)2.4% (70)0.825
Median household income: 76th–100th percentile0.016122.3% (660)0.5% (15)<0.001
Cervical fusion0.015619.8% (585)1.69% (50)0.002