Mathematics (submitted)
A Context-Adaptive Gated Embedding Framework for Advanced Clinical Decision-Making
This study proposes a hierarchical clinical decision support framework that estimates diagnostic context via partial-label automated ICD coding and reinjects it into irregular ICU time-series forecasting through context-adaptive gating for mechanical ventilation transition prediction.