Feature | Gini Importance | True progression | Pseudoprogression | p value | ||
---|---|---|---|---|---|---|
Median | Interquartile range | Median | Interquartile Range | |||
Feature1 | 3.73 | 0.998 | 0.995–0.999 | 0.996 | 0.993–0.999 |  < .001 |
Feature2 | 2.91 | 1.30 × 10–5 | 2.0 × 10–6–6.8 × 10–5 | 3.39 × 10–5 | 7.34 × 10–6–1.19 × 10–4 |  < .001 |
Feature3 | 2.08 | 3.0 × 10–13 | 1.04 × 10–14–4.2 × 10–12 | 5.59 × 10–13 | 1.26 × 10–13–7.91 × 10–12 | .079 |
Feature4 | 2.08 | − 0.20 | − 1.21–0.83 | − 0.58 | − 1.79–1.09 |  < .001 |
Feature5 | 1.98 | 1.14 × 104 | 1725.0–72,802.4 | 2.03 × 104 | 9098.51–56,899.20 | .015 |
Feature6 | 1.53 | 3.32 × 10–4 | 1.44 × 10–4–7.51 × 10–4 | 4.65 × 10–4 | 1.71 × 10–4–7.57 × 10–4 |  < .001 |
Feature7 | 1.45 | 16.22 | 1.20–241.05 | 37.06 | 11.14–254.88 | .137 |
Feature8 | 1.42 | 221.32 | 14.89–5051.62 | 349.15 | 89.95–5227.03 | .765 |
Feature9 | 1.39 | 5.25 × 10–6 | 2.45 × 10–7–2.04 × 10–5 | 6.44 × 10–7 | 2.43 × 10–7–8.2 × 10–6 | .828 |
Feature10 | 1.32 | 5.35 × 108 | 2.20 × 107–1.64 × 1011 | 2.34 × 109 | 1.85 × 108–9.06 × 1010 | .374 |
Feature11 | 1.25 | 4.84 × 10–5 | 1.3 × 10–5–1.96 × 10–4 | 7.3 × 10–5 | 5.74 × 10–6–1.75 × 10–4 | .008 |
Feature12 | 1.25 | 14.49 | 1.08–342.81 | 35.44 | 2.47–189.35 | .244 |
Feature13 | 1.24 | − 2393.65 | − 61,416.60–36,264.10 | − 1.26 × 104 | − 152 × 105–5.76 × 104 | .015 |
Feature14 | 1.09 | 1.5 × 10–13 | 5.05 × 10–15–8.51 × 10–9 | 2.72 × 10–13 | 8.2 × 10–14–1.83 × 10–11 | .445 |
Feature15 | 1.07 | 1.8 × 10–5 | 1.22 × 10–6–7.55 × 10–5 | 2.8 × 10–5 | 5.75 × 10–6–1.08 × 10–4 | .005 |
Feature16 | 1.01 | 0.998 | 0.994–0.999 | 0.996 | 0.993–0.999 |  < .001 |
Feature17 | 0.93 | 3.27 × 10–5 | − 3.14 × 10–4–7.18 × 10–4 | 1.47 × 10–4 | − 5.47 × 10–4–4.69 × 10–4 | .050 |
Feature18 | 0.93 | − 744.67 | − 1.68 × 104–1.03 × 104 | 748.24 | − 11,634.40–18,560.10 | .138 |
Feature19 | 0.89 | 0.12 | 1.91 × 10–4–8.93 | 0.14 | 5.95 × 10–4–5.43 | .197 |
Feature20 | 0.82 | 0.55 | 0.35–0.66 | 0.56 | 0.50–0.73 | .028 |
Feature21 | 0.81 | 1.3 × 10–13 | 1.20 × 10–14–2.97 × 10–12 | 2.52 × 10–13 | 5.05 × 10–14–2.07 × 10–9 | .161 |
Feature22 | 0.76 | 1.83 × 109 | 6.18 × 107–7.80 × 1010 | 6.48 × 109 | 7.02 × 108–9.28 × 1010 | .048 |
Feature23 | 0.75 | 0.998 | 0.994–0.999 | 0.997 | 0.994–0.998 | .256 |
Feature24 | 0.74 | 0.998 | 0.994–1.000 | 0.998 | 0.997–0.999 | .347 |
Feature25 | 0.73 | 5.1 × 10–12 | 1.53 × 1013–4.33 × 1010 | 1.44 × 10–11 | 1.17 × 10–12–3.16 × 10–8 | .141 |
Feature26 | 0.72 | 1.73 × 10–4 | − 2.99 × 10–4–7.68 × 10–4 | 1.69 × 10–4 | 3.13 × 10–6–7.69 × 10–4 | .060 |
Feature27 | 0.71 | 3.72 × 10–4 | 2.19 × 10–4–1.06 × 10–3 | 4.43 × 10–4 | 3.16 × 10–4–1.04 × 10–3 | .006 |
Feature28 | 0.70 | 7.47 × 103 | 999.18–41,102.90 | 1.16 × 104 | 1287.42–25,000.80 | .111 |
Feature29 | 0.69 | − 342.35 | − 4559.64–8392.05 | 672.42 | − 8078.63–28,881.70 | .208 |
Feature30 | 0.68 | − 1.02 × 103 | − 5065.29–1823.32 | − 600.96 | − 2031.27–3107.47 | .125 |
Feature31 | 0.66 | 6.80 × 108 | 2.59 × 107–1.87 × 1010 | 2.12 × 109 | 3.88 × 107–3.44 × 1011 | .103 |
Feature32 | 0.65 | 843.33 | 160.59–1046.56 | 753.13 | 258.74–1333.93 | .147 |
Feature33 | 0.62 | − 9.8 × 10–5 | − 5.9 × 10–4–3.22 × 10–4 | − 8.60 × 10–5 | − 3.36 × 10–4–1.4 × 10–4 | .799 |
Feature34 | 0.62 | 967.43 | 69.37–6660.59 | 2441.03 | 149.65–10,040.5 | .002 |
Feature35 | 0.60 | 5.83 × 10–6 | 1.51 × 10–6–1.89 × 10–5 | 8.91 × 10–6 | 2.43 × 10–6–2.95 × 10–5 | .015 |
Feature36 | 0.58 | 1.69 × 104 | 9790.15–26,645.1 | 18,893.30 | 13,895.80–32,379.50 | .008 |
Feature37 | 0.58 | 1.99 × 10–4 | − 3.4 × 10–4–8.7 × 10–4 | 2.87 × 10–4 | − 7.65 × 10–5–1.44 × 10–3 | .060 |
Feature38 | 0.53 | − 467.89 | − 3.00 × 104–1.79 × 104 | 799.64 | − 35,322.10–20,325.90 | .575 |
Feature39 | 0.53 | 4.95 × 10–9 | 1.34 × 10–9–1.60 × 10–8 | 5.83 × 10–9 | 5.38 × 10–10–3.45 × 10–8 | .037 |
Feature40 | 0.53 | 14.17 | − 5.15 × 103–1.25 × 104 | − 939.69 | − 27,364.50–5113.09 | .026 |
Feature41 | 0.52 | − 259.96 | − 16,902.50–9521.71 | 1264.01 | − 10,087.90–6781.62 | .121 |
Feature42 | 0.52 | − 1.20 | − 2.52–0.10 | − 0.81 | − 2.07–0.20 | .043 |
Feature43 | 0.52 | 2.22 | 0.30–12.95 | 2.76 | 1.54–5.43 | .536 |
Feature44 | 0.52 | 9.53 × 1010 | 1.10 × 1010–4.10 × 1012 | 2.30 × 1011 | 4.82 × 109–7.26 × 1012 | .023 |
Feature45 | 0.52 | 1.04 × 105 | 2.21 × 104–5.96 × 105 | 1.40 × 105 | 37,793.10–516,907.00 | .025 |
Feature46 | 0.52 | 3.30 × 105 | 1.23 × 105–2.56 × 106 | 4.29 × 105 | 1.27 × 105–1.39 × 106 | .505 |
Feature47 | 0.51 | 9.1 × 10–14 | 9.09 × 10–14–9.42 × 10–15 | 1.96 × 1013 | 4.65 × 10–14–8.41 × 10–13 | .110 |
Feature48 | 0.50 | 0.51 | 0.39–0.64 | 0.48 | 0.38–0.62 | .074 |
Feature49 | 0.49 | 6.27 × 10–7 | 5.39 × 10–8–4.22 × 10–6 | 1.37 × 10–6 | 1.71 × 10–7–4.76 × 10–6 | .005 |
Feature50 | 0.49 | − 4.9 × 10–3 | − 0.55–0.50 | 0.06 | − 0.68–0.63 | .414 |