Fig. 5

Clustering of low-Q₁₀ soils based on SHAP-derived t-SNE embeddings. (a) K-means clustering achieved the highest Silhouette score. (b) Visualization of six identified clusters. (c) Predicted probabilities of transitioning to high Q₁₀ across clusters, with Clusters 4, 6, and 2 showing the highest risk.