Background: Accurate clinical documentation is essential for capturing patient severity of illness (SOI) and risk of mortality (ROM). These metrics directly influence hospital quality reporting, including rankings like Vizient and metrics such as Observed-to-Expected Mortality (O:E) ratios. Traditional documentation methods rely heavily on manual input, which in busy clinical practices, results in underrepresented patient risk [...]