Models incorporating paired IgG and IgM data as well as those incorporating IgG, IgM, and HAI data consistently have higher accuracy when using PCR confirmed infections as a gold standard (87–90% F1 scores, a combined metric of sensitivity and specificity) than currently implemented cut-point approaches (82–84% F1 scores). Here, CD40LG is linked to infection.