Jing-Min Liu

From detection to prediction: rethinking foodborne pathogen intelligence in the age of AI

Artificial intelligence is reshaping foodborne pathogen surveillance from a retrospective, laboratory-bound model into a predictive, real-time intelligence layer embedded in food supply chains. While much enthusiasm focuses on AI accelerating detection, this perspective argues that the more consequential shift is...