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Mapping the Mpox discourse: A network and sentiment analysis
Ikhwan Yuda Kusuma1,2, Ádám Visnyovszki1,3, Muh Akbar Bahar4
1Institute of Clinical Pharmacy, University of Szeged, 6725 Szeged, Hungary.
Exploratory Research in Clinical and Social Pharmacy
|November 4, 2024
Summary
Mpox discussions on Twitter reveal key influencers and information sources. Analysis showed negative public sentiment, highlighting the need for accurate health information during outbreaks.
Area of Science:
- Public Health
- Epidemiology
- Social Media Analysis
Background:
- Mpox (formerly Monkeypox) is a re-emerging zoonotic disease with pandemic potential.
- Understanding online discourse is crucial for managing public health crises.
Purpose of the Study:
- To map mpox discussions on Twitter/X.
- Identify key influencers, information sources, and public sentiment.
- Inform targeted public health interventions.
Main Methods:
- Collected 11,397 tweets using NodeXL Pro (May 2022 - Jan 2023).
- Analyzed network structure with Gephi and social network analysis.
- Conducted sentiment analysis using Azure Machine Learning.
Main Results:
- Network analysis revealed a diverse community of participants.
- Key influencers included journalists, academics, and medical professionals.
- News media and organizational websites were primary information sources.
- Negative sentiment predominated, with "Mpox" and "Monkeypox" as top hashtags.
Conclusions:
- Social media analysis offers insights into mpox communication dynamics.
- Addressing misinformation and promoting accurate scientific information is vital.
- Findings can guide public health strategies and emergency responses.
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