从临床笔记中检测护理人员的态度
Gaetano Manzo1, Leo Anthony Celi2, Yasmeen Shabazz2
1Computational Health Research Branch, National Library of Medicine, Bethesda, Maryland, USA.
这项研究表明,RoBERTa可以在临床笔记中检测护理人员的态度,改善患者护理并识别提供者的压力. 这有助于预防倦怠,提高医疗保健质量.
科学领域:
- 自然语言处理自然语言处理.
- 医疗保健信息学 医疗保健信息学
- 临床心理学 临床心理学
背景情况:
- 护理人员的态度显著影响医疗保健质量和差异.
- 临床笔记包含专门的,含糊不清的语言,需要领域专业知识.
- 笔记中的负面语言并不总是表明负面态度.
研究的目的:
- 为了应对从临床笔记中检测护理人员态度的挑战.
- 利用先进的语言模型来分析临床文本.
- 提高患者满意度和识别护理提供者的福祉问题.
主要方法:
- MIMIC临床注释的注释.
- 培训 Hugging Face 的最先进的语言模型.
- 在新生儿重症监护室内对零射击,少数射击和完全训练的场景进行评估.
主要成果:
- 在识别护理人员态度方面,RoBERTa模型获得了0.75的F1得分.
- 语言模型在理解微妙的临床语言方面表现出的有效性.
- 成功应用于新生儿重症监护室的设置.
结论:
- 从临床笔记中自动检测护理人员的态度是可行的.
- 这种方法可以提高患者的满意度,并支持护理人员的福祉.
- 早期检测和预防诸如倦怠等照顾者综合征的潜力.
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