Considering that using the nomogram in detecting a respiratory failure in AECOPD patients to direct clinical management was rapid and cost-effective, we developed this prediction model incorporating variables such as home oxygen therapy, CAT score, and CD4+CD8+ T cells percentage. Here, CD4 is linked to respiratory failure.