A Two-Stream Deep Model is proposed for Automated ICD-9 Code Prediction in an Intensive Care Unit. • Multi-Stream Network Boost: Employing multi-stream network enhances ICD code prediction performance. • Tailored Stream Differentiation: Customizing streams for each ICD code optimizes predictio...