Agbar (Spain)

Workflow management systems and reproducible pipelines for Plasmodium falciparum genomic surveillance: tools, design principles and infrastructure challenges

Genomic data are increasingly leveraged to enable malaria genomic surveillance, with many teams now generating Plasmodium falciparum sequence data for routine analysis. However, downstream analysis remains dependent on ad-hoc scripts and local infrastructure. This reliance limits...

Fairness Evaluation Paradox: How Biased Test Data Masks True Group Fairness Assessment

The EU AI Act makes fairness metrics for high-risk AI systems’ compliance evidence, turning their trustworthiness into a safety and accountability concern. Fairness audits assume that test data reflects the properties of real-world conditions, whereas standard evaluation protocol...