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Hongying Pan on Muck Rack

Hongying Pan

As seen in: Frontiers, Frontiers in Medicine, MDPI, Canadian Journal of Infectious Diseases & Medical Microbiology, Asian Nursing Research
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Articles

Performance comparison of different machine learning models to predict the risk of postcraniotomy nausea and vomiting: a retrospective study

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By Lingyi Wu, Hongying Pan, Yihong Xu, Yushu Sun
| Frontiers in Medicine
Abstract Background: Machine learning (ML) models were constructed and validated to predict the risk of postoperative nausea and vomiting (PONV) after craniotomy. We compared different algorithms to provide a reliable tool for clinical decision-making. Methods: Data from patients who underwent craniotomy at a tertiary hospital in Zhejiang Province between January 1, 2021 and December 31, 2022 were retrospectively collected as the training set.
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Effectiveness of the entire blood transfusion process with and without a clinical decision support system: a retrospective before-and-after study

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By Hongmei Yu, Chen Huang, Hongying Pan, Mizhi Wu
| Frontiers
Abstract Purpose: To evaluate the effectiveness of a clinical decision support system in improving management of the entire blood transfusion process using a retrospective before-and-after comparative study. Methods: A closed-loop transfusion decision support system was developed and implemented hospital-wide in 2020 following a 1-month pilot.
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Psychological, social, and behavioral barriers and facilitators to prehabilitation before cancer surgery: a qualitative systematic review

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By Hongxia Xu, Yihong Xu, Gongjie Shi, Xiao Liang, Hongying Pan, Qiulei Ding
| Frontiers
Abstract Background: Prehabilitation before cancer surgery improves postoperative outcomes, yet patient participation remains suboptimal. This qualitative systematic review aimed to synthesize psychological, social, and behavioral barriers and facilitators to preoperative prehabilitation among adult cancer patients.
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