质量与健康相关的生活质量和自然语言处理:特征,影响和挑战
Esther Lázaro1, Vanessa Moscardó1
1Faculty of Health Sciences, Valencian International University, Calle Pintor Sorolla 21, 46002 Valencia, Spain.
Healthcare (Basel, Switzerland)
|October 16, 2024
概括
自然语言处理 (NLP) 可以分析患者的反来评估生活质量. 这种由人工智能驱动的方法克服了手动定性分析中的资源限制,有效地提供了有价值的见解.
科学领域:
- 医疗信息学 医疗信息学
- 计算语言学 计算语言学
- 人工智能的人工智能
背景情况:
- 对患者评论的定性分析提供了有价值的生活质量见解.
- 对非结构化患者文本数据的手动分析对于医疗机构来说是耗时和资源密集的.
研究的目的:
- 描述自然语言处理 (NLP) 在对生活质量的定性评估中的应用.
- 探索使用NLP用于患者反分析的含义和挑战.
主要方法:
- 分析非结构化的患者评论的定性方法.
- 机器学习和人工智能的应用,特别是NLP,用于处理大型数据集.
主要成果:
- 在人工定性分析中,NLP提供了一种解决方法来克服资源限制.
- 人工智能驱动的NLP可以有效地从大量患者反中提取有价值的信息.
结论:
- NLP是一种可行的和有效的工具,用于对生活质量的定性评估.
- 在医疗保健中实施NLP可以提高对患者报告结果的分析,尽管存在挑战.
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