Shiva Aryal

The paper predicts cyanobacterial diazotrophy using protein-family content and prioritizes candidate protein families for experimental validation.

This study uses environmental predictors to predict antibiotic resistance gene occurrence in urban wastewater, achieving 78% of the predictive performance of metagenomic sequencing.

This paper introduces a digital twin framework using Q-net to forecast microbial abundance in urban wastewater, achieving high accuracy in temporal dynamics and enabling scenario simulations.