For the patient who develops AKI (Patient A), the time window ranges from ICU admission to 24 hours before that patient’s earliest AKI detection time. In contrast, for non-AKI patients (Patient B), the time window is from ICU admission to 24 hours before the average AKI development time for AKI patients.</p