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. 2026 Feb 20;16:9216. doi: 10.1038/s41598-026-40129-x

Table 8.

Summary of best-performing models and ensemble results across all material datasets.

Material BestModel Best_RMSE Best_ R2 Ensemble_Info Ensemble_RMSE Ensemble_R2
material1.xlsx BayesianRidge 0.66 0.92 BayesianRidge+RandomForest 0.87 0.86
material2.xlsx BayesianRidge 0.42 0.97 BayesianRidge+RandomForest 0.83 0.89
material3.xlsx BayesianRidge 0.48 0.96 BayesianRidge+RandomForest 0.71 0.91
material4.xlsx BayesianRidge 0.55 0.95 BayesianRidge+RandomForest 0.75 0.91
material5.xlsx BayesianRidge 0.48 0.96 BayesianRidge+RandomForest 0.76 0.90
material6.xlsx BayesianRidge 0.35 0.98 BayesianRidge+RandomForest 0.85 0.89
material7.xlsx BayesianRidge 0.64 0.88 BayesianRidge+RandomForest 0.50 0.93