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. 2026 Jun 12;16:26906. doi: 10.1038/s41598-026-55574-x

Table 1.

Comparison of Inline graphic score of the different machine learning models.

Model Inline graphic
Train Test
Linear Regression 0.662 0.663
Polynomial Regression 0.626 0.712
SGD Regression 0.644 0.714
ANN (Adam) 0.893 0.901
Random Forest – 0.806
Gaussian Process Regression – 0.793
XGBoost 0.970 0.953