Correlates of influenza disease activity in the information environment: An exploratory approach in the Philippine setting

Influenza poses substantial burden. The virus affects an individual's respiratory tract and may lead to serious complications resulting to death. Thus, a reliable system is essential to track influenza activity. The discovery of internet-based surveillance systems or information environment is...

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Main Authors: Calvo, Sofia Adriana L., Fu, Jonalyn D.
Format: text
Language:English
Published: Animo Repository 2016
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Online Access:https://animorepository.dlsu.edu.ph/etd_bachelors/14913
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Institution: De La Salle University
Language: English
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spelling oai:animorepository.dlsu.edu.ph:etd_bachelors-62632023-06-20T07:36:58Z Correlates of influenza disease activity in the information environment: An exploratory approach in the Philippine setting Calvo, Sofia Adriana L. Fu, Jonalyn D. Influenza poses substantial burden. The virus affects an individual's respiratory tract and may lead to serious complications resulting to death. Thus, a reliable system is essential to track influenza activity. The discovery of internet-based surveillance systems or information environment is fundamental since traditional influenza surveillance systems are sometimes unavailable or insufficient and are usually untimely and costly. Inspired by this, the study explored correlations between traditional influenza case and death surveillance systems in the Philippines, from 2011-2015, and the information environment through Google search activity. Bayesian hierarchical statistical frameworks were applied to perform the task, both with and without explicit considerations of influenza season. Results show that Google search volumes are more correlated to recorded number of cases as compared to counts of deaths, invariant to seasonality. These results may be useful in developing early warning systems for monitoring influenza activity. 2016-01-01T08:00:00Z text https://animorepository.dlsu.edu.ph/etd_bachelors/14913 Bachelor's Theses English Animo Repository Influenza Information filtering systems Surveillance detection Bayesian statistical decision theory Statistics and Probability
institution De La Salle University
building De La Salle University Library
continent Asia
country Philippines
Philippines
content_provider De La Salle University Library
collection DLSU Institutional Repository
language English
topic Influenza
Information filtering systems
Surveillance detection
Bayesian statistical decision theory
Statistics and Probability
spellingShingle Influenza
Information filtering systems
Surveillance detection
Bayesian statistical decision theory
Statistics and Probability
Calvo, Sofia Adriana L.
Fu, Jonalyn D.
Correlates of influenza disease activity in the information environment: An exploratory approach in the Philippine setting
description Influenza poses substantial burden. The virus affects an individual's respiratory tract and may lead to serious complications resulting to death. Thus, a reliable system is essential to track influenza activity. The discovery of internet-based surveillance systems or information environment is fundamental since traditional influenza surveillance systems are sometimes unavailable or insufficient and are usually untimely and costly. Inspired by this, the study explored correlations between traditional influenza case and death surveillance systems in the Philippines, from 2011-2015, and the information environment through Google search activity. Bayesian hierarchical statistical frameworks were applied to perform the task, both with and without explicit considerations of influenza season. Results show that Google search volumes are more correlated to recorded number of cases as compared to counts of deaths, invariant to seasonality. These results may be useful in developing early warning systems for monitoring influenza activity.
format text
author Calvo, Sofia Adriana L.
Fu, Jonalyn D.
author_facet Calvo, Sofia Adriana L.
Fu, Jonalyn D.
author_sort Calvo, Sofia Adriana L.
title Correlates of influenza disease activity in the information environment: An exploratory approach in the Philippine setting
title_short Correlates of influenza disease activity in the information environment: An exploratory approach in the Philippine setting
title_full Correlates of influenza disease activity in the information environment: An exploratory approach in the Philippine setting
title_fullStr Correlates of influenza disease activity in the information environment: An exploratory approach in the Philippine setting
title_full_unstemmed Correlates of influenza disease activity in the information environment: An exploratory approach in the Philippine setting
title_sort correlates of influenza disease activity in the information environment: an exploratory approach in the philippine setting
publisher Animo Repository
publishDate 2016
url https://animorepository.dlsu.edu.ph/etd_bachelors/14913
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