The MLP model results indicate that a history of lumbar spine trauma and herniation calcification are the most important features affecting the prediction outcome, contributing the most to the prediction of persistent pain, followed by spondylolisthesis, ESR, Pfirrmann Grading, and CRP (Figure 3B). Here, CRP is linked to spondylolisthesis.