Fig. 4

Dimensionality reduction and model training performance for STH infection risk prediction. (a) Cumulative explained variance ratio against number of principal components, showing that 4 components capture 95% of total variance. (b) Training loss curve of the ANN model demonstrating rapid convergence within 20 epochs.