Fine-tuned Sentiment Analysis of COVID-19 Vaccine-Related Social Media Data: Comparative Study.
Chad A MeltonBrianna M WhiteRobert L DavisRobert A BednarczykArash Shaban-NejadPublished in: Journal of medical Internet research (2022)
Considering this similar trend in shared sentiment demonstrated across social media platforms, Twitter and Reddit continue to be valuable data sources that public health officials can use to strengthen vaccine confidence and combat misinformation. As the spread of misinformation poses a range of psychological and psychosocial risks (anxiety and fear, etc), there is an urgency in understanding the public perspective and attitude toward shared falsities. Comprehensive educational delivery systems tailored to a population's expressed sentiments that facilitate digital literacy, health information-seeking behavior, and precision health promotion could aid in clarifying such misinformation.
Keyphrases
- social media
- health information
- health promotion
- public health
- mental health
- electronic health record
- coronavirus disease
- sars cov
- big data
- healthcare
- sleep quality
- drinking water
- smoking cessation
- machine learning
- artificial intelligence
- risk assessment
- physical activity
- deep learning
- respiratory syndrome coronavirus
- global health
- prefrontal cortex