fig6

Figure 6. EARLYDRAIN Clinical Decision Support web application workflow (https://earlydrain.streamlit.app). The tool enables users to input patient-level characteristics and calculate individualized treatment effects (ITEs) for prophylactic lumbar drainage across multiple outcomes. Outputs include the estimated effect (expressed as absolute risk reduction or increase), ranked feature importances, and interactive visualizations of treatment effect stratified by key physiological parameters.