探索乳腺癌治疗选择的社交媒体讨论:定量自然语言处理研究
Daphna Y Spiegel1, Isabel D Friesner2,3,4, William Zhang2,3,4
1Department of Radiation Oncology, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Ave, Boston, MA, 02215, United States, 1 6176672345.
随着时间的推移,关于乳房切除术的社交媒体讨论变得越来越积极,与保持乳房的手术 (BCS) 不一样,它保持中立. 了解患者的情绪是敏感乳腺癌治疗建议的关键.
科学领域:
- 在瘤学瘤学.
- 自然语言处理自然语言处理.
- 社交媒体分析
背景情况:
- 乳腺癌早期阶段提供了诸如乳房保护手术 (BCS) 或乳房切除术等治疗选择.
- 社交媒体作为患者的信息来源和决策工具,需要意识到在线讨论.
研究的目的:
- 用自然语言处理 (NLP) 来比较社交媒体中关于BCS与乳腺切除的对话中的情绪和情绪.
主要方法:
- 收集和分析了105,231个Reddit段落 (2011-2021) 讨论BCS或乳腺切除术.
- 使用Apache临床文本分析知识提取系统用于概念识别和VADER/GoEmotions用于情感和情感分析.
主要成果:
- 乳腺切除术讨论显示,随着时间的推移,积极情绪越来越高,而BCS讨论保持中立.
- 乳腺切除谈话通常比BCS有更积极的情绪.
- 常见的情绪包括中立,感激,关心,认可和乐观,随着时间的推移,BCS讨论中出现了愤怒,烦和失望的增加.
结论:
- 在线患者社区对于乳腺癌治疗讨论至关重要.
- 乳腺切除讨论的积极性与中立的BCS讨论形成鲜明对比,反映了国家趋势.
- 认识患者的情绪和情绪可以指导以患者为中心和情绪敏感的治疗建议.
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