marginal significanceP > 0.05
Subsequently, multivariate logistic regression was performed to refine the model: Variables with collinearity (variance inflation factor, VIF > 5) were excluded to avoid multicollinearity bias.Variables with marginal significance ( P > 0.05) were also removed.