A Physics-First, Physics-Gated AI Framework for Verifiable Biofilm Sensing. - Caine K. Shagla; Manoj Tripathi; Bichar Dip Shrestha Gurung; Etienne Gnimpieba Zohim; Venkataramana Gadhamshetty (BIBM, 2025)