Integrating multimodal intelligence in heart failure: AI-driven risk prediction, precision diagnosis, phenotyping, personalized treatment, and prognosis.

Abstract excerpt

ABSTRACT: Heart failure (HF) is a chronic condition characterized by high morbidity and mortality worldwide, imposing a substantial burden on healthcare systems. In recent years, artificial intelligence (AI) technologies, including machine learning, deep learning, and large language models, have demonstrated great potential in HF management. By integrating multimodal data, such as electronic health records and...

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