医生的性别是否会改变患者的看法?
Sonam S Gupta1, Kayden N Jordan1
1Data Science Area, Harrisburg University of Science & Technology.
Health communication
|April 26, 2024
概括
这项研究使用自然语言处理 (NLP) 分析了在线医生评论. 研究结果表明,患者认为女性医生更温暖,更有个性,突出了医疗保健审查中的潜在性别刻板印象.
科学领域:
- 计算语言学 计算语言学
- 社会语言学 社会语言学
- 医疗保健信息学 医疗保健信息学
背景情况:
- 患者越来越多地使用在线医生评论来选择医疗保健提供者.
- 之前的研究探讨了各种文本来源的基于性别的语言差异.
- 医疗保健评论提供了一个独特的数据集,用于分析患者对医生的看法.
研究的目的:
- 在线医生评论中调查基于性别的语言差异.
- 将自然语言处理 (NLP) 技术应用于患者生成的文本.
- 根据评论内容确定患者对男性与女性医生的看法.
主要方法:
- 利用半监督和无监督的主题建模方法.
- 分析了来自在线医生评论网站的文本数据.
- 专注于识别评论中的语言模式和主题差异.
主要成果:
- 女医生收到更多的评论与人性技能和温暖有关.
- 评论表明,患者对女性医生对床边态度和整体体验的看法更为积极.
- 确定了一些受欢迎的话题,包括床边礼貌和患者满意度.
结论:
- 患者评论表明,人们倾向于将女性医生与温暖和更好的人际交往技巧联系在一起,与刻板印象内容模型保持一致.
- 虽然没有发现显著的语言差异,但该研究强调了患者感知中性别刻板印象的普遍性.
- 强调需要提高患者和医生对医疗保健反中这些潜在偏差的认识.
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