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Early Warning of Infectious Disease Outbreaks Using Social Media and Digital Data: A Scoping Review.

Int J Environ Res Public Health · 2025 · PMC12294460 · PMID 40724171

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a notable trendno p-value reported
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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a clear trendno p-value reported
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.

also in 12,136 other papers

Quoted from the open-access full text in Europe PMC under the licence the publisher applied. The sentence is reproduced exactly as published; the emphasis is ours.