Best Practices

The best Surfacia results usually come from pairing clean inputs with realistic interpretation.

Recommendations

• keep input structures and target tables well organized

• prefer chemically meaningful subsets over overly broad feature dumping

• treat very small test sets cautiously

• use SHAP as a guide to chemistry, not as a substitute for chemical judgment

• compare compact models before trusting the largest model by default