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David Medina-Ortiz

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Review Open access Aug 2026

SilkRoute: A Descriptor-Driven Framework for Reproducible Multi-Source Biomolecular Data Acquisition

Background Biomolecular dataset construction often requires coordinated retrieval from heterogeneous repositories, identifier mapping, cross-reference enrichment, source-specific parsing, and provenance recording. These operations are frequently implemented through project-specific scripts, making acquisition procedure...

Diego Fernández, Julián García-Vinuesa, Diego Alvarez-Saravia et al. · 0 citations
Open access Aug 2026

BAND: A Probabilistic Framework for Modeling Non-Stationary Heart Rate Variability in Rest–Stress–Rest Dynamics

Heart rate variability (HRV) forms the basis of non-invasive autonomic nervous system assessment. However, its analysis is constrained by the non-stationary nature of physiological signals. Standard analytical methods, which assume stationarity within fixed time windows, fail to capture dynamical effects of interest, s...

Matías Castillo-Aguilar, David Medina-Ortiz, Ruby Méndez Muñoz et al. · 0 citations
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. · 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...

Ana Luisa Islas-Avila, Julián García-Vinuesa, Nicole Soto-García et al. · 0 citations
Review Open access Aug 2026

Diffusion-Based Protein Structure Design: Geometric Modelling, Validation Strategies, and Thermodynamic Challenges

This review focuses on coordinate- and residue-frame-based diffusion approaches for generating protein structures, paying particular attention to geometric equivariance, conditioning strategies, all-atom modelling and interaction-aware design.

Wen-Ran Li, Xavier F. Cadet, David Medina-Ortiz et al. · 0 citations

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