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Mining Greek Tweets on Long COVID Using Sentiment Analysis and Topic Modeling
Afroditi Katika1,2, Emmanouil Zoulias1, Vassiliki Koufi2
1Faculty of Nursing, National and Kapodistrian University of Athens, Athens, Greece.
Studies in Health Technology and Informatics
|June 30, 2023
Summary
Many Long COVID patients share experiences on social media. Analysis of Greek Twitter data in 2022 revealed negative sentiment dominates discussions on Long COVID effects and recovery.
Area of Science:
- Public Health
- Social Media Analysis
- Coronaviruses
Background:
- Long COVID affects 10-20% of patients post-COVID-19.
- Social media platforms are key for public discourse on health.
- Understanding public perception of Long COVID is crucial.
Purpose of the Study:
- Analyze Greek Twitter data from 2022 on Long COVID.
- Identify prevalent discussion topics and public sentiment.
- Inform public health strategies through social media insights.
Main Methods:
- Collected and analyzed Greek-language tweets from 2022.
- Utilized natural language processing for topic extraction.
- Performed sentiment analysis on user-generated content.
Main Results:
- Key topics include Long COVID effects, healing time, impact on children, and vaccines.
- 59% of analyzed tweets expressed negative sentiment towards Long COVID.
- Positive or neutral sentiment comprised the remaining 41%.
Conclusions:
- Greek social media reveals significant negative sentiment regarding Long COVID.
- Public health bodies can leverage social media for disease perception monitoring.
- Proactive analysis of online discussions can guide public health interventions.
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