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. 2022 Aug 22;12:974678. doi: 10.3389/fonc.2022.974678

Table 2.

Importance of various variables in each machine learning model.

EST CSF
Variable (in order of importance) Feature Importance Feature Importance
1 Cancer directed surgery 13.88 Cancer directed surgery 11.53
2 HPV 11.11 Tumor size 8.80
3 Radiation therapy 9.06 HPV 8.74
4 T stage 8.41 Radiation therapy 7.82
5 M stage 8.35 Age 7.08

EST, Extremely randomized survival tree; CSF, Conditional survival forest.