Monitoring Influenza Epidemics in China with Search Query from Baidu
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{"title"=>"Monitoring Influenza Epidemics in China with Search Query from Baidu", "type"=>"journal", "authors"=>[{"first_name"=>"Qingyu", "last_name"=>"Yuan", "scopus_author_id"=>"51666038500"}, {"first_name"=>"Elaine O.", "last_name"=>"Nsoesie", "scopus_author_id"=>"54179760200"}, {"first_name"=>"Benfu", "last_name"=>"Lv", "scopus_author_id"=>"36802036700"}, {"first_name"=>"Geng", "last_name"=>"Peng", "scopus_author_id"=>"50262686300"}, {"first_name"=>"Rumi", "last_name"=>"Chunara", "scopus_author_id"=>"23092771500"}, {"first_name"=>"John S.", "last_name"=>"Brownstein", "scopus_author_id"=>"8872411400"}], "year"=>2013, "source"=>"PLoS ONE", "identifiers"=>{"pmid"=>"23750192", "doi"=>"10.1371/journal.pone.0064323", "sgr"=>"84878474470", "isbn"=>"1932-6203 (Electronic)\\r1932-6203 (Linking)", "scopus"=>"2-s2.0-84878474470", "issn"=>"19326203", "pui"=>"369039415"}, "id"=>"19e4e27a-01ee-353d-8bfb-bfa8c0fb824b", "abstract"=>"Several approaches have been proposed for near real-time detection and prediction of the spread of influenza. These include search query data for influenza-related terms, which has been explored as a tool for augmenting traditional surveillance methods. In this paper, we present a method that uses Internet search query data from Baidu to model and monitor influenza activity in China. The objectives of the study are to present a comprehensive technique for: (i) keyword selection, (ii) keyword filtering, (iii) index composition and (iv) modeling and detection of influenza activity in China. Sequential time-series for the selected composite keyword index is significantly correlated with Chinese influenza case data. In addition, one-month ahead prediction of influenza cases for the first eight months of 2012 has a mean absolute percent error less than 11%. To our knowledge, this is the first study on the use of search query data from Baidu in conjunction with this approach for estimation of influenza activity in China.", "link"=>"http://www.mendeley.com/research/monitoring-influenza-epidemics-china-search-query-baidu", "reader_count"=>78, "reader_count_by_academic_status"=>{"Unspecified"=>4, "Professor > Associate Professor"=>2, "Student > Doctoral Student"=>3, "Researcher"=>13, "Student > Ph. D. Student"=>20, "Student > Postgraduate"=>3, "Student > Master"=>12, "Other"=>7, "Student > Bachelor"=>9, "Lecturer"=>1, "Lecturer > Senior Lecturer"=>3, "Professor"=>1}, "reader_count_by_user_role"=>{"Unspecified"=>4, "Professor > Associate Professor"=>2, "Student > Doctoral Student"=>3, "Researcher"=>13, "Student > Ph. D. Student"=>20, "Student > Postgraduate"=>3, "Student > Master"=>12, "Other"=>7, "Student > Bachelor"=>9, "Lecturer"=>1, "Lecturer > Senior Lecturer"=>3, "Professor"=>1}, "reader_count_by_subject_area"=>{"Unspecified"=>5, "Agricultural and Biological Sciences"=>4, "Arts and Humanities"=>1, "Business, Management and Accounting"=>3, "Veterinary Science and Veterinary Medicine"=>1, "Chemistry"=>2, "Computer Science"=>24, "Decision Sciences"=>1, "Earth and Planetary Sciences"=>1, "Economics, Econometrics and Finance"=>5, "Engineering"=>2, "Environmental Science"=>1, "Nursing and Health Professions"=>1, "Mathematics"=>3, "Medicine and Dentistry"=>14, "Physics and Astronomy"=>1, "Psychology"=>1, "Social Sciences"=>7, "Immunology and Microbiology"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>14}, "Social Sciences"=>{"Social Sciences"=>7}, "Decision Sciences"=>{"Decision Sciences"=>1}, "Physics and Astronomy"=>{"Physics and Astronomy"=>1}, "Psychology"=>{"Psychology"=>1}, "Mathematics"=>{"Mathematics"=>3}, "Unspecified"=>{"Unspecified"=>5}, "Environmental Science"=>{"Environmental Science"=>1}, "Arts and Humanities"=>{"Arts and Humanities"=>1}, "Engineering"=>{"Engineering"=>2}, "Chemistry"=>{"Chemistry"=>2}, "Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>1}, "Economics, Econometrics and Finance"=>{"Economics, Econometrics and Finance"=>5}, "Immunology and Microbiology"=>{"Immunology and Microbiology"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>4}, "Computer Science"=>{"Computer Science"=>24}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>3}, "Nursing and Health Professions"=>{"Nursing and Health Professions"=>1}, "Veterinary Science and Veterinary Medicine"=>{"Veterinary Science and Veterinary Medicine"=>1}}, "reader_count_by_country"=>{"Canada"=>1, "Iran"=>1, "Ireland"=>1, "United Kingdom"=>1}, "group_count"=>4}

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Relative Metric

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