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10.3233/SHTI210308

http://scihub22266oqcxt.onion/10.3233/SHTI210308
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34042803!ä!34042803

suck abstract from ncbi


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pmid34042803      Stud+Health+Technol+Inform 2021 ; 281 (ä): 896-900
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  • Fuzzy Matching for Symptom Detection in Tweets: Application to Covid-19 During the First Wave of the Pandemic in France #MMPMID34042803
  • Faviez C; Foulquie P; Chen X; Mebarki A; Quennelle S; Texier N; Katsahian S; Schuck S; Burgun A
  • Stud Health Technol Inform 2021[May]; 281 (ä): 896-900 PMID34042803show ga
  • The exhaustive automatic detection of symptoms in social media posts is made difficult by the presence of colloquial expressions, misspellings and inflected forms of words. The detection of self-reported symptoms is of major importance for emergent diseases like the Covid-19. In this study, we aimed to (1) develop an algorithm based on fuzzy matching to detect symptoms in tweets, (2) establish a comprehensive list of Covid-19-related symptoms and (3) evaluate the fuzzy matching for Covid-19-related symptom detection in French tweets. The Covid-19-related symptom list was built based on the aggregation of different data sources. French Covid-19-related tweets were automatically extracted using a dedicated data broker during the first wave of the pandemic in France. The fuzzy matching parameters were finetuned using all symptoms from MedDRA and then evaluated on a subset of 5000 Covid-19-related tweets in French for the detection of symptoms from our Covid-19-related list. The fuzzy matching improved the detection by the addition of 42% more correct matches with an 81% precision.
  • |*COVID-19[MESH]
  • |*Social Media[MESH]
  • |France/epidemiology[MESH]
  • |Humans[MESH]
  • |Pandemics[MESH]


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