基于电子护理记录,分析化疗期间急性淋巴细胞白血病儿童的症状集群
Yuxin Wang1, Hongxia Xie, Hao Jiang
1Author Affiliations: School of Nursing, Wenzhou Medical University (Ms Wang, Mr Jiang, Mss Chen and Ren, and Dr Dong); and School of Computer and Computing Science, Hangzhou City University (Ms Xie), China.
Cancer nursing
|October 10, 2023
概括
在化疗期间患有急性淋巴细胞白血病 (ALL) 的儿童的症状集群是动态的,但稳定的. 了解这些模式有助于改善儿童癌症患者的症状管理.
科学领域:
- 儿科瘤学 儿科瘤学
- 护理信息学 护理信息学
- 症状科学 症状科学
背景情况:
- 接受急性淋巴细胞白血病 (ALL) 化疗的儿童会出现许多身体和心理症状.
- 以前使用固定库存的研究在捕捉复杂的症状动态方面存在局限性.
研究的目的:
- 为了研究不同化疗阶段在儿科ALL患者中不断演变的症状集群.
- 利用电子护理记录对症状呈现进行全面分析.
主要方法:
- 分析了来自儿科血液学科的14490份电子护理记录.
- 自然语言处理在诱导,巩固和维持化疗阶段确定了46种症状.
- 主要组件和集群分析应用于>15%发病率的症状.
主要成果:
- 常见的症状包括出血,咳和吐.
- 症状集群因阶段而异:诱导期7个,巩固期6个,维持期4个.
- 观察到持续的集群 (胃肠道,呼吸道,皮肤),神经系统和其他不适会在巩固中出现.
结论:
- 儿科ALL化疗中的症状集群表现出稳定性和动态变化.
- 研究结果支持医疗保健提供者开发持续的,特定阶段的症状管理策略.
- 基于集群特征的有针对性的干预措施可以提高症状管理效率并减少患者负担.
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