2026-10-11T12:22:08Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34048384 2026-10-01T17:33:07Z category_15 category_734 category_931 category_811 category_64 category_132 portal_5 item_type_6 month_year_10_2026

<p>Ranking of search terms by correlation with cases and media mentions.</p> Sara Mesquita (17691590) João Loureiro (480403) Cláudio Haupt Vieira (25157779) Lília Perfeito (20553240) Joana Gonçalves-Sá (3173976) Neuroscience Biological Sciences not elsewhere classified Information Systems not elsewhere classified Mathematical Sciences not elsewhere classified Cancer Infectious Diseases xlink "> disease integrating digital epidemiology consistently outperforming models combines model evaluation casting increasingly relies apply simple supervised feature curation informed feature selection unsupervised methods unstable performance training periods traditional data results suggest online activity often noisy offer fast method offers inexpensive insights increased stability improve prediction hybrid approach frequently suffered different flu curated subset behavioral noise behavioral insights behavioral insight behavioral confounders adaptable framework 2009 h1n1 19 datasets <p>Ranking of search terms by correlation with cases and media mentions.</p> 2026-10-01T17:32:53Z Text Journal contribution 10.1371/journal.pone.0358063.s012 https://figshare.com/articles/journal_contribution/_p_Ranking_of_search_terms_by_correlation_with_cases_and_media_mentions_p_/34048384 CC BY 4.0