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lderly females with ovarian cancer. Additionally, machine learning effectively predicted LOS. SUMMARY The current study sought to determine whether elements of nursing narratives could be used to predict postoperative LOS among elderly ovarian cancer patients. Results indicated that nursing narratives that used the words "urination," "food supply," "bowel mobility," and "pain" significantly predicted postoperative LOS in the study population. Additionally, it was found that machine learning could effectively predict LOS based on quantit