谁决定鼻癌患者的医疗费用? 使用随机森林模型进行重要因素排名
Pinghua Zhu1, Yu Zhang2, Lilian Huang3
1School of Humanities and Social Science, Guangxi Medical University, Nanning, Guangxi, China.
Frontiers in public health
|September 5, 2025
概括
这项研究分析了中国鼻癌患者的医疗费用. 影响费用的关键因素包括住院时间和支付方式,并建议减少患者的财务负担.
科学领域:
- 癌症学
- 健康经济学
- 公共卫生
背景情况:
- 鼻癌 (NPC) 在中国是一个严重的健康负担,发病率和死亡率很高.
- 了解NPC的经济影响对于制定有效的医疗保健战略至关重要.
研究的目的:
- 分析鼻癌诊断的住院患者的医疗支出,并确定关键影响因素.
- 提供基于证据的建议,以减少与NPC治疗相关的财务负担.
主要方法:
- 使用来自中国西部医院的数据分析住院医疗费用.
- 使用随机森林模型来确定影响总医疗支出,自费费用及其比例的重要因素.
主要成果:
- 医疗费用总额,自付费用和自付费率有所下降.
- 确定住院时间,医疗支付方式和再接收状态是医疗总支出和自付费用的主要驱动因素.
- 确定医疗支付方式,职业和年龄作为影响自费费用的关键因素.
结论:
- 住院时间对NPC患者的整体医疗费用和自费费用产生重大影响.
- 医疗支付方式是自付费用的关键决定因素.
- 建议包括改善医疗技术以减少逗留时间,加强政府支持和医疗安全,实施禁烟和有针对性的查等公共卫生举措.
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