Nutritional risk, inflammation, and hospitalization after hemodialysis initiation

= 0.003), without significant multiplicative interaction. Lower GNRI and higher CRP at hemodialysis initiation were independently and jointly associated with prolonged post-initiation stay. These findings describe associations rather than validated predictions, and prospective evaluation is required before these markers are applied to individual-level risk assessment.