Low levels of QOD-NS score (preoperative), TOCS (preoperative) and tissue eosinophil count are independent risk factors for short-term unrecovered olfaction in CRS patients with OD postoperatively. The predictive model developed here is practical and convenient for the early identification of poor prognosis of OD, enabling early additional intervention.