A notable trend is the combination of these sources within a single study, a strategy used to balance the breadth of search data with the depth of social media content, as seen in the work of McGough et al.
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Early Warning of Infectious Disease Outbreaks Using Social Media and Digital Data: A Scoping Review.
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While traditional statistical methods like linear regression and correlation analysis remain foundational for validation in many studies [ 5 , 29 ], there is a clear trend toward more sophisticated machine learning techniques.