This delay, driven by cumulative exposure to TNF-α/IL-6 and implemented via a Hill function with a transcriptional lag, mirrors reported kinetics in stroke patients and experimental models, where IL-10 peaks between 36–60 hours post-insult. Here, IL6 is linked to Stroke.