The final cohort included 51,419 patients (mean age 78.04; 41.9% female). Delirium incidence was 2.7% overall. The risk of delirium increased progressively with boarding duration, with an absolute increase of 0.023 percentage points per additional hour of boarding (p < 0.05). Compared to those boarding <4 hours, patients boarding 4–8 hours had an aOR of 1.10 (95% CI: 1.08-1.11), and those boarding >8 hours had an aOR of 1.20 (95% CI: 1.17-1.24) of experiencing delirium. These associations remained statistically significant across clinically relevant subgroups defined by age, sex, race, pre-existing dementia status, baseline comorbidity burden (Charlson score), polypharmacy status, prior psychiatric medication use, and overnight boarding status.