定义痛苦中的痛苦:使用自然语言处理对与疼痛相关的痛苦进行系统审查
Niklas Noe-Steinmüller1, Dmitry Scherbakov2, Alexandra Zhuravlyova2
1Department of General Internal Medicine and Psychosomatics, University Hospital Heidelberg, Heidelberg, Germany.
Pain
|March 7, 2024
概括
与疼痛相关的痛苦是一种复杂的,多维的经历,与疼痛本身不同. 这项研究定义了痛苦,并提供了一个指导未来疼痛研究和临床护理的框架.
科学领域:
- 疼痛研究 疼痛研究
- 心理学 心理学 心理学
- 医学人文学科 医学人文学科
背景情况:
- 与疼痛相关的痛苦是临床护理和研究中的一个关键挑战.
- 在疼痛相关痛苦的定义和操作上缺乏共识,这阻碍了经验研究.
研究的目的:
- 系统地审查与疼痛相关的痛苦现有的概念化.
- 开发一个全面的定义和疼痛相关的痛苦的概念框架.
- 使用机器学习进行交叉验证发现.
主要方法:
- 在多个数据库 (Web of Science,PubMed,PsychINFO,PhilPapers) 进行系统的文献搜索.
- 分析了111篇同行评审的文章.
- 结合定性分析与人工智能 (大型语言模型,主题建模) 的新型合成程序.
主要成果:
- 定义与疼痛相关的痛苦是一种负面的,复杂的,动态的经历,与对自我和身份的感知威胁有关.
- 一个概念框架,确定8个维度:社会,身体,个人,精神,存在,文化,认知和情感.
- 经验证据区分与疼痛相关的痛苦与疼痛本身,突出其多维性质.
结论:
- 与疼痛相关的痛苦是一种独特的多维现象,需要精确的定义和测量.
- 拟议的定义和框架为推进理论和实证疼痛研究提供了路线图.
- 这项工作有助于在临床环境中更好地理解和管理与疼痛相关的痛苦.
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