Can Twitter Be a Source of Information on Allergy? Correlation of Pollen Counts with Tweets Reporting Symptoms of Allergic Rhinoconjunctivitis and Names of Antihistamine Drugs.

Pollen forecasts are in use everywhere to inform therapeutic decisions for patients with allergic rhinoconjunctivitis (ARC). We exploited data derived from Twitter in order to identify tweets reporting a combination of symptoms consistent with a case definition of ARC and those reporting the name of...

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Main Authors: Francesco Gesualdo, Giovanni Stilo, Angelo D'Ambrosio, Emanuela Carloni, Elisabetta Pandolfi, Paola Velardi, Alessandro Fiocchi, Alberto E Tozzi
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4510127?pdf=render
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spelling doaj-db11bbfb2e9e40d2ba3cfd561f182ded2020-11-24T21:24:26ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-01107e013370610.1371/journal.pone.0133706Can Twitter Be a Source of Information on Allergy? Correlation of Pollen Counts with Tweets Reporting Symptoms of Allergic Rhinoconjunctivitis and Names of Antihistamine Drugs.Francesco GesualdoGiovanni StiloAngelo D'AmbrosioEmanuela CarloniElisabetta PandolfiPaola VelardiAlessandro FiocchiAlberto E TozziPollen forecasts are in use everywhere to inform therapeutic decisions for patients with allergic rhinoconjunctivitis (ARC). We exploited data derived from Twitter in order to identify tweets reporting a combination of symptoms consistent with a case definition of ARC and those reporting the name of an antihistamine drug. In order to increase the sensitivity of the system, we applied an algorithm aimed at automatically identifying jargon expressions related to medical terms. We compared weekly Twitter trends with National Allergy Bureau weekly pollen counts derived from US stations, and found a high correlation of the sum of the total pollen counts from each stations with tweets reporting ARC symptoms (Pearson's correlation coefficient: 0.95) and with tweets reporting antihistamine drug names (Pearson's correlation coefficient: 0.93). Longitude and latitude of the pollen stations affected the strength of the correlation. Twitter and other social networks may play a role in allergic disease surveillance and in signaling drug consumptions trends.http://europepmc.org/articles/PMC4510127?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Francesco Gesualdo
Giovanni Stilo
Angelo D'Ambrosio
Emanuela Carloni
Elisabetta Pandolfi
Paola Velardi
Alessandro Fiocchi
Alberto E Tozzi
spellingShingle Francesco Gesualdo
Giovanni Stilo
Angelo D'Ambrosio
Emanuela Carloni
Elisabetta Pandolfi
Paola Velardi
Alessandro Fiocchi
Alberto E Tozzi
Can Twitter Be a Source of Information on Allergy? Correlation of Pollen Counts with Tweets Reporting Symptoms of Allergic Rhinoconjunctivitis and Names of Antihistamine Drugs.
PLoS ONE
author_facet Francesco Gesualdo
Giovanni Stilo
Angelo D'Ambrosio
Emanuela Carloni
Elisabetta Pandolfi
Paola Velardi
Alessandro Fiocchi
Alberto E Tozzi
author_sort Francesco Gesualdo
title Can Twitter Be a Source of Information on Allergy? Correlation of Pollen Counts with Tweets Reporting Symptoms of Allergic Rhinoconjunctivitis and Names of Antihistamine Drugs.
title_short Can Twitter Be a Source of Information on Allergy? Correlation of Pollen Counts with Tweets Reporting Symptoms of Allergic Rhinoconjunctivitis and Names of Antihistamine Drugs.
title_full Can Twitter Be a Source of Information on Allergy? Correlation of Pollen Counts with Tweets Reporting Symptoms of Allergic Rhinoconjunctivitis and Names of Antihistamine Drugs.
title_fullStr Can Twitter Be a Source of Information on Allergy? Correlation of Pollen Counts with Tweets Reporting Symptoms of Allergic Rhinoconjunctivitis and Names of Antihistamine Drugs.
title_full_unstemmed Can Twitter Be a Source of Information on Allergy? Correlation of Pollen Counts with Tweets Reporting Symptoms of Allergic Rhinoconjunctivitis and Names of Antihistamine Drugs.
title_sort can twitter be a source of information on allergy? correlation of pollen counts with tweets reporting symptoms of allergic rhinoconjunctivitis and names of antihistamine drugs.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
description Pollen forecasts are in use everywhere to inform therapeutic decisions for patients with allergic rhinoconjunctivitis (ARC). We exploited data derived from Twitter in order to identify tweets reporting a combination of symptoms consistent with a case definition of ARC and those reporting the name of an antihistamine drug. In order to increase the sensitivity of the system, we applied an algorithm aimed at automatically identifying jargon expressions related to medical terms. We compared weekly Twitter trends with National Allergy Bureau weekly pollen counts derived from US stations, and found a high correlation of the sum of the total pollen counts from each stations with tweets reporting ARC symptoms (Pearson's correlation coefficient: 0.95) and with tweets reporting antihistamine drug names (Pearson's correlation coefficient: 0.93). Longitude and latitude of the pollen stations affected the strength of the correlation. Twitter and other social networks may play a role in allergic disease surveillance and in signaling drug consumptions trends.
url http://europepmc.org/articles/PMC4510127?pdf=render
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