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

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  • Jingfang Liu

    (School of Management, Shanghai University, Shanghai 201800, China)

  • Jun Kong

    (School of Management, Shanghai University, Shanghai 201800, China)

  • Xin Zhang

    (School of Management, Shanghai University, Shanghai 201800, China)

Abstract

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.

Suggested Citation

  • Jingfang Liu & Jun Kong & Xin Zhang, 2020. "Study on Differences between Patients with Physiological and Psychological Diseases in Online Health Communities: Topic Analysis and Sentiment Analysis," IJERPH, MDPI, vol. 17(5), pages 1-17, February.
    • Handle: RePEc:gam:jijerp:v:17:y:2020:i:5:p:1508-:d:325425
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    References listed on IDEAS

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    Cited by:

    1. Jingfang Liu & Lu Gao, 2021. "Are Diverse Media Better than a Single Medium? The Relationship between Mixed Media and Perceived Effect from the Perspective of Online Psychological Counseling," IJERPH, MDPI, vol. 18(16), pages 1-16, August.
    2. Zhizhen Yao & Zhenni Ni & Bin Zhang & Jian Du, 2022. "Do Informational and Emotional Elements Differ between Online Psychological and Physiological Disease Communities in China? A Comparative Study of Depression and Diabetes," IJERPH, MDPI, vol. 19(4), pages 1-21, February.

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