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. 2024 Mar 14;14:6177. doi: 10.1038/s41598-024-56448-w

Table 6.

Prediction performance under different combinations of driving forces.

Roos2 Multiple Linear Regression (1) LASSO (2) GBR (3) RFR (4) LightgGBM (5) XGBoost (6)
Benchmark 0.0095 0.0008 0.0583 0.0578 0.6457 0.6229
Benchmark + Technical 0.2062 0.1857 0.3339 0.3760 0.7073 0.6883
Benchmark + Organizational 0.1030 0.0479 0.2748 0.3396 0.7111 0.6946
Benchmark + Environmental 0.1160 0.0857 0.1886 0.2009 0.6583 0.6275
Benchmark + Technical + Organizational 0.2363 0.1956 0.4071 0.4677 0.7317 0.7093
Benchmark + Technical + Environmental 0.2532 0.2173 0.3498 0.3994 0.7067 0.6977
Benchmark + Organizational + Environmental 0.1666 0.1079 0.3344 0.4011 0.7192 0.7014
Benchmark + Technical + Organizational + Environmental 0.2719 0.2264 0.4291 0.4871 0.7351 0.7265