IGHE and conjunctivitis: When tear IgE was combined with conjunctival papillae and total conjunctivitis scores to construct a multivariable diagnostic model, the AUC further increased to 0.912 (95% CI: 0.863–0.961), demonstrating superior discriminative performance.