Pre-event base flow as a useful indicator for flood forecasting

•Introduces pre-event baseflow as an indicator for catchment condition assessment.•Novel equation enhances event-based rainfall-runoff modelling accuracy.•Outperforms conventional models in predicting direct flow across case studies.•A promising tool for improved flood forecasting, water resource management, and planning.