CRP and gout: We aimed to (1) investigate the independent association between NLR and inpatient gout recurrence, (2) identify an optimal NLR threshold for risk stratification, and (3) evaluate the incremental predictive value of NLR over conventional markers such as UA and CRP using both statistical and machine learning approaches.