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Study on Differences between Patients with Physiological and Psychological Diseases in Online Health Communities: Topic Analysis and Sentiment Analysis

机译:在线健康社区中生理和心理疾病患者之间差异的研究:主题分析和情感分析

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摘要

The development of online social platforms has promoted the improvement of online health communities (OHCs). However, OHCs often ignore differences in user discussions caused by the characteristics of diseases. The purpose of this research was to study differences in the topics and emotions of patients with physiological and psychological diseases by mining the text that they posted in OHCs as well as to discuss how to satisfy these differences. The data came from Baidu Post Bar, the world’s biggest Chinese forum. We collected 50,230 posts from heart disease, hypertension, depression and obsessive-compulsive bars. Then, we used topic modeling and sentiment analysis techniques on these posts. The results indicate that there are significant differences in the preferences of discussion and emotion between patients with physiological and psychological diseases. First, people with physiological diseases are more likely to discuss treatment of their illness, while people with psychological diseases are more likely to discuss feelings and living conditions. Second, psychological disease patients’ posts included more extreme and negative emotions than those of physiological disease patients. These results are helpful for society to provide accurate medical assistance based on disease type to different patients, perfecting the national medical service system.
机译:在线社交平台的发展促进了在线健康社区(OHC)的改善。但是,OHC通常会忽略由疾病特征引起的用户讨论差异。这项研究的目的是通过挖掘他们在OHC中张贴的文字来研究生理和心理疾病患者在主题和情感上的差异,并讨论如何满足这些差异。数据来自全球最大的中文论坛百度邮政吧。我们从心脏病,高血压,抑郁症和强迫症酒吧收集了50,230个帖子。然后,我们在这些帖子上使用了主题建模和情感分析技术。结果表明,在生理和心理疾病患者之间,讨论和情感偏好存在显着差异。首先,患有生理疾病的人更有可能讨论其疾病的治疗方法,而患有心理疾病的人则更有可能讨论其感觉和生活条件。其次,心理疾病患者的帖子比生理疾病患者的帖子包含更多的极端和负面情绪。这些结果有助于社会根据疾病类型为不同患者提供准确的医疗救助,完善国家医疗服务体系。

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