Background: Mortality risk assessment is crucial for predicting patient outcomes, assessing patient care delivery, and improving healthcare quality. Although high-quality medical documentation is critical for mortality risk assessment tools, provider documentation may be inconsistent, relies on coding teams for support, and may not directly reflect provider orders. Complete and precise documentation and coding can improve [...]

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 [...]