Adding hemoglobin alone improved the model's discriminatory ability by 7%, while further adding myeloperoxidase had marginal contribution (1%), and lipocalin-2 (0%) and calprotectin none (0%).<h4>Conclusion</h4>Fecal hemoglobin substantially improved prediction scores for watery shigellosis. This evidence concerns the gene MPO and shigellosis.