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Explore the application of foundation models in healthcare and medical research through this 39-minute conference talk from the Computational Genomics Summer Institute. Discover how large-scale AI models are being adapted and evaluated for clinical applications, with particular focus on structured electronic health records and multimodal medical data. Learn about recent advances in creating clinically meaningful evaluation frameworks for foundation models, including the FoMoH evaluation system that addresses real-world healthcare challenges. Examine the complexities of multimodal medical data integration, particularly how missing data affects model performance and the illusion of informativeness in incomplete datasets. Understand how long-context models can be leveraged for clinical prediction tasks using electronic health record data, and gain insights into the unique considerations required when deploying foundation models in healthcare settings where accuracy and reliability are paramount.
