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. 2021 Jul 27;9(7):e27110. doi: 10.2196/27110

Table 3.

Panel of prediction factors selected in the training data set.

Features Importance Remain in model after correlation-based feature selection Regression coefficients in final model to predict AL P values in final model to predict AL Odds ratio for AL (95% CI)
Preoperative factors

Aortic calcification 29.8 Yes 1.0203 0.0069 2.77(1.32-5.81)

Celiac trunk calcification 32.4 Yes 1.0275 0.0167 2.79(1.20, 6.48)

Forced vital capacity ratio (FEV1%) 48.5 Yes -0.6653 0.0177 0.51(0.30-0.89)

Transfer factor for carbon monoxide (TLCO) by single-breath (SB) method (%) 51.8 Yes -0.5820 0.0111 0.56(0.27-1.18)

Peripheral vascular disease 17.6 Yes 1.6026 0.0109 4.97(1.44-17.07)
Intra-operative and postoperative factors

Laparoscope 40.3 Yes 1.3665 0.0209 3.92(1.23-12.51)

Postoperative hospital stay 219.6 Yes 0.1571 0.0000 1.17(1.13-1.21)

Tumor vascular permeability (laboratory test) 20.1 Yes -0.7663 0.0507 0.46(0.14-1.48)

Incision fat liquefaction and infection 23.5 Yes 1.4718 0.0007 4.36(1.86-10.21)