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谁决定了鼻咽癌住院患者的医疗费用?使用随机森林模型进行重要因素排名。

Who determines nasopharyngeal carcinoma inpatients' medical expenditure? Importance factor ranking using the random forest model.

作者信息

Zhu Pinghua, Zhang Yu, Huang Lilian, Wei Bo, Zhu Xiaoqiang, Zeng Pingping, Nong Jingya

机构信息

School of Humanities and Social Science, Guangxi Medical University, Nanning, Guangxi, China.

Affiliated Cancer Hospital of Guangxi Medical University, Nanning, Guangxi, China.

出版信息

Front Public Health. 2025 Aug 20;13:1639687. doi: 10.3389/fpubh.2025.1639687. eCollection 2025.

Abstract

BACKGROUND

Nasopharyngeal carcinoma (NPC) is a malignant epithelial tumor most commonly in China. In 2013, NPC incidence and mortality in China were also at high levels worldwide, which poses a great health burden in China. This study analyzes the medical expenditure and influencing factors of inpatients with NPC and aims to provide reference suggestions for reducing medical expenditure for NPC.

METHODS

Based on the data from one of the western China hospitals, we use the random forest model to identify the important factors in total medical expenditure, out-of-pocket costs, and the rates of out-of-pocket costs.

RESULTS

Total medical expenditure, out-of-pocket costs, and the rates of out-of-pocket costs were decreased. According to the indicators of InNodePurti and %IncMSE, the top three influencing factors of total medical expenditure and out-of-pocket costs are Length of stay, Medical payment method, and Readmission status; the top three influencing factors of the rates of out-of-pocket costs are Medical payment method, Occupation, and Age.

CONCLUSION

Length of stay was an important factor in total medical expenditure and out-of-pocket costs, and the medical payment method was an important factor in the rates of out-of-pocket costs. To reduce the burden of NPC patients' medical expenditure, (1) we can reduce the length of stay by improving the level of medical technology; (2) increasing government medical expenditures and improving the level of medical security; (3)promoting smoking bans, and strengthening screening in high-risk areas.

摘要

背景

鼻咽癌(NPC)是中国最常见的恶性上皮性肿瘤。2013年,中国鼻咽癌的发病率和死亡率在全球也处于较高水平,给中国带来了巨大的健康负担。本研究分析了鼻咽癌住院患者的医疗费用及其影响因素,旨在为降低鼻咽癌医疗费用提供参考建议。

方法

基于中国西部一家医院的数据,我们使用随机森林模型来确定总医疗费用、自付费用和自付费用率的重要影响因素。

结果

总医疗费用、自付费用和自付费用率均有所下降。根据节点不纯度指标(InNodePurti)和平均标准误差增加百分比(%IncMSE),总医疗费用和自付费用的前三大影响因素是住院时间、医疗支付方式和再入院状态;自付费用率的前三大影响因素是医疗支付方式、职业和年龄。

结论

住院时间是总医疗费用和自付费用的重要影响因素,医疗支付方式是自付费用率的重要影响因素。为减轻鼻咽癌患者的医疗费用负担,(1)我们可以通过提高医疗技术水平来缩短住院时间;(2)增加政府医疗支出,提高医疗保障水平;(3)推行禁烟,并加强高危地区的筛查。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8af3/12406487/badb7cc11c63/fpubh-13-1639687-g001.jpg

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