From EHR chaos to clinical clarity: enhancing foundational encoders with task-specific attention for domain-oriented representation learning in downstream clinical applications
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Electronic health records (EHRs) contain rich clinical information; however, they pose challenges for representation learning due to long free-text notes, domain shift, irregular structure, incomplete, and sparse fields. To address these challenges, we propose... ...
