Author

R. Capangpangan

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Open access Sep 2026

Feature-Driven Nano-QSTR Modeling for Nanoparticle Cytotoxicity Prediction using Ensemble Machine Learning

The rapid growth of engineered nanoparticles in medicine, electronics, and industry has increased the need for reliable toxicity assessment. In response, this study develops nano-QSTR regression models using Extreme Gradient Boosting (XGBoost) and Random Forest (RF), with Ridge regression included as a baseline model,...

Aries P. Valeriano, Charla S. Paredes, F. Bondaug et al. · Letters in Applied NanoBioSc... · 0 citations

Aug 2026

Microplastic ingestion and distribution in demersal fishes reveals wetland sink dynamics in the Agusan Marsh Wildlife Sanctuary, Philippines.

Distribution of microplastic (MP) across Philippine freshwater wetlands remains poorly documented despite their potential role as MP sinks. Current study assessed MP ingestion in two invasive demersal species, Pterygoplichthys spp. and Channa striata, in surface water and sediments from selected areas inside Agusan Mar...

R. C. B. Burdeos, J. Jumawan, Giovanni Felicitas et al. · Science of the Total Environ... · 0 citations