在Reddit上对非侵入性产前检测的公众意见和态度:内容和情绪分析
Bowen Xiao1, Joyce Yan2, Robin Z Hayeems2,3
1Child Health Evaluative Sciences, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, Toronto, Ontario, Canada, penny.xiao@sickkids.ca.
Public health genomics
|February 21, 2024
概括
关于非侵入性产前检测 (NIPT) 的公众意见在很大程度上是积极的,社交媒体用户认为这是值得的. 对Reddit讨论的情绪分析显示,对NIPT的积极情绪多于负面情绪,这表明人们越来越接受NIPT.
科学领域:
- 遗传学和基因组学 遗传学和基因组学
- 生殖健康 生殖健康
- 社会科学研究 社会科学研究
背景情况:
- 非侵入性产前检测 (NIPT) 对于早期检测胎儿染色体异常至关重要.
- 扩大NIPT资格和选需要了解公众的看法.
- 社交媒体平台为衡量关于NIPT的公共话语提供了宝贵的资源.
研究的目的:
- 调查公众对非侵入性产前检测 (NIPT) 的看法和态度.
- 用Reddit的社交媒体数据分析NIPT的公共话语.
主要方法:
- 应用了内容和自然语言处理技术,包括情绪分析.
- 分析了来自4个Reddit社区的367条帖子和7822条评论的文本数据 (2012年9月-2022年).
主要成果:
- 内容分析显示,社交媒体用户普遍认为NIPT是值得的.
- 担忧包括潜在的焦虑和结果不会改变怀孕管理的情况.
- 情绪分析显示,情绪基调主要是积极的,平均情绪分数从0.48到1.22不等,识别了信任和恐惧等情绪.
结论:
- 社交媒体情绪分析是评估NIPT公众接受度的可行方法.
- 这些发现与传统研究一致,支持改善产前护理,研究和政策.
- 这种方法特别重要,因为关于NIPT的公众对话继续增长.
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