Determining the Topic Evolution and Sentiment Polarity for Albinism in a Chinese Online Health Community: Machine Learning and Social Network Analysis.
Qiqing BiLining ShenRichard EvansZhiguo ZhangShimin WangWei DaiCui LiuPublished in: JMIR medical informatics (2020)
The study reveals insights into the emotions expressed by people with albinism in the Chinese OHC, Baidu Tieba, providing health care practitioners with greater appreciation of the current emotional support needed by patients and the patient experience. Current OHCs do not exert enough influence due to limited effective organization and development. Health care sectors should take greater advantage of OHCs to support vulnerable patients with rare diseases to meet their evidence-based needs.
Keyphrases
- healthcare
- network analysis
- machine learning
- end stage renal disease
- mental health
- health information
- ejection fraction
- chronic kidney disease
- primary care
- public health
- newly diagnosed
- prognostic factors
- peritoneal dialysis
- deep learning
- big data
- risk assessment
- human health
- patient reported
- general practice
- health promotion