PMC · DOI:10.3389/frai.2025.1636444·June 13, 2025
Editorial: Outbreak oracles: how AI's journey through COVID-19 shapes future epidemic strategy
Dmytro Chumachenko, Jasleen Kaur, Jake Y. Chen

Abstract
Linked entities
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Diseases1
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Taxonomy
TopicsData-Driven Disease Surveillance · COVID-19 epidemiological studies · Anomaly Detection Techniques and Applications
