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CAREER: An Integrated Machine Learning Framework for Longitudinal Healthcare Intelligence: Representation, Alignment, and Robustness

US NSF grant open #nsf-2544634

Summary

In modern healthcare, analyzing vast amounts of longitudinal patient data, such as diagnoses, prescriptions, and medical procedures, can help healthcare providers understand complex health conditions and make treatment decisions. Artificial intelligence (AI) has great potential to assist in this process by discovering hidden patterns in a patient's medical history to provide personalized care recommendations. However, current AI systems often struggle to capture the complex structure of medical records, may produce recommendations that conflict with established medical knowledge, and can becom

CAREER: An Integrated Machine Learning Fra…
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