Author

Nicole Soto-García

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Open access Aug 2026

Data-Centric Evaluation of Protein Function Prediction Pipelines

Findings show that performance estimates in protein function prediction should be interpreted as outcomes of complete data-centric workflows rather than isolated properties of predictive models.

Nicole Soto-García, Norma Murillo-Acevedo, Julián García-Vinuesa et al. · bioRxiv · 0 citations

Open access Jul 2026

Toward explainable and adaptive artificial intelligence systems for antimicrobial peptide discovery under resistance pressure

A methodological framework for resistance-aware antimicrobial peptide discovery is proposed built upon three complementary principles: explainable and uncertainty-aware prediction, biologically constrained and rule-guided generative design, and iterative design–test–learn workflows capable of continuously incorporating new evidence.

Ana Luisa Islas-Avila, Julián García-Vinuesa, Nicole Soto-García et al. · Frontiers in Drug Discovery · 0 citations