{"id":"https://openalex.org/W2909570363","doi":"https://doi.org/10.1371/journal.pcbi.1007165","title":"Estimating influenza incidence using search query deceptiveness and generalized ridge regression","display_name":"Estimating influenza incidence using search query deceptiveness and generalized ridge regression","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W2909570363","doi":"https://doi.org/10.1371/journal.pcbi.1007165","mag":"2909570363","pmid":"https://pubmed.ncbi.nlm.nih.gov/31574086"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1007165","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1007165","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1007165&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1007165&type=printable","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038707723","display_name":"Reid Priedhorsky","orcid":"https://orcid.org/0000-0002-5348-0330"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Reid Priedhorsky","raw_affiliation_strings":["Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America"],"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018846256","display_name":"Ashlynn R. Daughton","orcid":"https://orcid.org/0000-0003-1694-3268"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]},{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ashlynn R. Daughton","raw_affiliation_strings":["Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America","University of Colorado Boulder, Boulder, Colorado, United States of America"],"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America","institution_ids":["https://openalex.org/I1343871089"]},{"raw_affiliation_string":"University of Colorado Boulder, Boulder, Colorado, United States of America","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033033683","display_name":"Martha Barnard","orcid":"https://orcid.org/0000-0003-3677-3964"},"institutions":[{"id":"https://openalex.org/I2801612157","display_name":"Hennepin County Library","ror":"https://ror.org/05gjbhz21","country_code":"US","type":"archive","lineage":["https://openalex.org/I2801612157"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Martha Barnard","raw_affiliation_strings":["Minnetonka Public Schools, Minnetonka, Minnesota, United States of America"],"affiliations":[{"raw_affiliation_string":"Minnetonka Public Schools, Minnetonka, Minnesota, United States of America","institution_ids":["https://openalex.org/I2801612157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031556989","display_name":"Fiona O\u2019Connell","orcid":"https://orcid.org/0000-0002-3641-4374"},"institutions":[{"id":"https://openalex.org/I2801612157","display_name":"Hennepin County Library","ror":"https://ror.org/05gjbhz21","country_code":"US","type":"archive","lineage":["https://openalex.org/I2801612157"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fiona O\u2019Connell","raw_affiliation_strings":["Minnetonka Public Schools, Minnetonka, Minnesota, United States of America"],"affiliations":[{"raw_affiliation_string":"Minnetonka Public Schools, Minnetonka, Minnesota, United States of America","institution_ids":["https://openalex.org/I2801612157"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078718261","display_name":"Dave Osthus","orcid":"https://orcid.org/0000-0002-4681-091X"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dave Osthus","raw_affiliation_strings":["Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America"],"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America","institution_ids":["https://openalex.org/I1343871089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5038707723"],"corresponding_institution_ids":["https://openalex.org/I1343871089"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":1.5972,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.82581219,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"15","issue":"10","first_page":"e1007165","last_page":"e1007165"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10167","display_name":"Influenza Virus Research Studies","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9865999817848206,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7408397197723389},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6196247935295105},{"id":"https://openalex.org/keywords/proxy","display_name":"Proxy (statistics)","score":0.5819514989852905},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.5177416205406189},{"id":"https://openalex.org/keywords/web-search-query","display_name":"Web search query","score":0.46246853470802307},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4543742835521698},{"id":"https://openalex.org/keywords/incidence","display_name":"Incidence (geometry)","score":0.43020159006118774},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3826441764831543},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3820171654224396},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3643450140953064},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3643295466899872},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.28419095277786255},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20002850890159607},{"id":"https://openalex.org/keywords/search-engine","display_name":"Search engine","score":0.10745629668235779}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7408397197723389},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6196247935295105},{"id":"https://openalex.org/C2780148112","wikidata":"https://www.wikidata.org/wiki/Q1432581","display_name":"Proxy (statistics)","level":2,"score":0.5819514989852905},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5177416205406189},{"id":"https://openalex.org/C164120249","wikidata":"https://www.wikidata.org/wiki/Q995982","display_name":"Web search query","level":3,"score":0.46246853470802307},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4543742835521698},{"id":"https://openalex.org/C61511704","wikidata":"https://www.wikidata.org/wiki/Q1671857","display_name":"Incidence (geometry)","level":2,"score":0.43020159006118774},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3826441764831543},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3820171654224396},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3643450140953064},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3643295466899872},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.28419095277786255},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20002850890159607},{"id":"https://openalex.org/C97854310","wikidata":"https://www.wikidata.org/wiki/Q19541","display_name":"Search engine","level":2,"score":0.10745629668235779},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D004196","descriptor_name":"Disease Outbreaks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004196","descriptor_name":"Disease Outbreaks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004196","descriptor_name":"Disease Outbreaks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007251","descriptor_name":"Influenza, Human","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D007251","descriptor_name":"Influenza, Human","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D007251","descriptor_name":"Influenza, Human","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D008192","descriptor_name":"Deception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008192","descriptor_name":"Deception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008192","descriptor_name":"Deception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011159","descriptor_name":"Population Surveillance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011159","descriptor_name":"Population Surveillance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011159","descriptor_name":"Population Surveillance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011634","descriptor_name":"Public Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011634","descriptor_name":"Public Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011634","descriptor_name":"Public Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011996","descriptor_name":"Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011996","descriptor_name":"Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011996","descriptor_name":"Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012621","descriptor_name":"Seasons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012621","descriptor_name":"Seasons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012621","descriptor_name":"Seasons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015994","descriptor_name":"Incidence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015994","descriptor_name":"Incidence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015994","descriptor_name":"Incidence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":8,"locations":[{"id":"doi:10.1371/journal.pcbi.1007165","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1007165","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1007165&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},{"id":"pmid:31574086","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31574086","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLoS computational biology","raw_type":null},{"id":"pmh:oai:arXiv.org:1901.03677","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1901.03677","pdf_url":"https://arxiv.org/pdf/1901.03677","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:osti.gov:1597332","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1597332","pdf_url":"https://www.osti.gov/servlets/purl/1597332","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"pmh:oai:RePEc:plo:pcbi00:1007165","is_oa":false,"landing_page_url":"https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1007165","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:01d0763d434c4d05998166dd8798c71d","is_oa":true,"landing_page_url":"https://doaj.org/article/01d0763d434c4d05998166dd8798c71d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Computational Biology, Vol 15, Iss 10, p e1007165 (2019)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:5746760","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6771994","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:figshare.com:article/9925208","is_oa":true,"landing_page_url":"https://figshare.com/articles/Estimating_influenza_incidence_using_search_query_deceptiveness_and_generalized_ridge_regression/9925208","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Dataset"}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1007165","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1007165","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1007165&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.5099999904632568,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1127810244","display_name":null,"funder_award_id":"89233218CNA0000","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G1406813184","display_name":null,"funder_award_id":"89233218CNA000","funder_id":"https://openalex.org/F4320338304","funder_display_name":"Los Alamos National Laboratory"},{"id":"https://openalex.org/G216489703","display_name":null,"funder_award_id":"89233218CNA00000","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G3359278407","display_name":null,"funder_award_id":"9233218CNA000001","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G3793674015","display_name":null,"funder_award_id":"9233218CNA000001","funder_id":"https://openalex.org/F4320338304","funder_display_name":"Los Alamos National Laboratory"},{"id":"https://openalex.org/G4950733632","display_name":null,"funder_award_id":"000001","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G6083127429","display_name":null,"funder_award_id":"00001","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G6387710405","display_name":null,"funder_award_id":"9233218CNA00000","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G6995210142","display_name":null,"funder_award_id":"89233218CNA000001","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G7038891139","display_name":null,"funder_award_id":"89233218","funder_id":"https://openalex.org/F4320338304","funder_display_name":"Los Alamos National Laboratory"},{"id":"https://openalex.org/G7340972926","display_name":null,"funder_award_id":"other","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G7500863821","display_name":null,"funder_award_id":"89233218CNA000001","funder_id":"https://openalex.org/F4320338304","funder_display_name":"Los Alamos National Laboratory"},{"id":"https://openalex.org/G7851296133","display_name":null,"funder_award_id":"9233218CNA000001","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8659807574","display_name":null,"funder_award_id":"89233218CNA000001","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8803809456","display_name":null,"funder_award_id":"89233218CNA00000","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G996238640","display_name":null,"funder_award_id":"89233218CNA00000","funder_id":"https://openalex.org/F4320338304","funder_display_name":"Los Alamos National Laboratory"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320332369","display_name":"National Nuclear Security Administration","ror":"https://ror.org/03sk1we31"},{"id":"https://openalex.org/F4320337547","display_name":"Laboratory Directed Research and Development","ror":"https://ror.org/01e41cf67"},{"id":"https://openalex.org/F4320338304","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2909570363.pdf","grobid_xml":"https://content.openalex.org/works/W2909570363.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W111622360","https://openalex.org/W409584984","https://openalex.org/W650879919","https://openalex.org/W1588997385","https://openalex.org/W1977777127","https://openalex.org/W1994945349","https://openalex.org/W2014725748","https://openalex.org/W2021142183","https://openalex.org/W2047028564","https://openalex.org/W2052400833","https://openalex.org/W2111156891","https://openalex.org/W2117239687","https://openalex.org/W2148330046","https://openalex.org/W2160641460","https://openalex.org/W2168861738","https://openalex.org/W2189018241","https://openalex.org/W2293825098","https://openalex.org/W2414678712","https://openalex.org/W2487770199","https://openalex.org/W2589073750","https://openalex.org/W2768907110","https://openalex.org/W2783264855","https://openalex.org/W2791818497","https://openalex.org/W2807817751","https://openalex.org/W2883152872","https://openalex.org/W2911751470","https://openalex.org/W2953329721","https://openalex.org/W3106348863","https://openalex.org/W4231809234","https://openalex.org/W4234173777","https://openalex.org/W4234698323"],"related_works":["https://openalex.org/W2028495302","https://openalex.org/W4249498729","https://openalex.org/W2002261065","https://openalex.org/W2065457896","https://openalex.org/W3173234801","https://openalex.org/W1513656766","https://openalex.org/W1967083444","https://openalex.org/W2167984027","https://openalex.org/W2160863446","https://openalex.org/W3021302227"],"abstract_inverted_index":{"Seasonal":[0],"influenza":[1,123],"is":[2,25,38,50],"a":[3,91,159,172],"sometimes":[4],"surprisingly":[5],"impactful":[6],"disease,":[7],"causing":[8],"thousands":[9],"of":[10,21,35,72,119,239],"deaths":[11],"per":[12],"year":[13],"along":[14,213],"with":[15],"much":[16],"additional":[17,198],"morbidity.":[18],"Timely":[19],"knowledge":[20,42,133],"the":[22,36,67,165,214,233,237],"outbreak":[23],"state":[24,34],"valuable":[26],"for":[27,122,175],"managing":[28],"an":[29],"effective":[30],"response.":[31],"The":[32],"current":[33],"art":[37],"to":[39,76,97,100,194,200,216],"gather":[40],"this":[41,49,103],"using":[43,61,126,222],"in-person":[44],"patient":[45],"contact.":[46],"While":[47],"accurate,":[48,217],"time-consuming":[51],"and":[52,115,157,235],"expensive.":[53],"This":[54,177,225],"has":[55,105],"motivated":[56],"inquiry":[57],"into":[58],"new":[59],"approaches":[60,83],"internet":[62,80,191,223],"activity":[63,88,117],"traces,":[64],"based":[65],"on":[66],"theory":[68],"that":[69,131,140,153,158,179],"lay":[70],"observations":[71],"health":[73,230],"status":[74],"lead":[75],"informative":[77],"features":[78,145,152,192],"in":[79,137],"data.":[81,224],"These":[82],"risk":[84,104],"being":[85],"deceived":[86],"by":[87,231],"traces":[89,118],"having":[90],"coincidental,":[92],"rather":[93],"than":[94,151],"informative,":[95],"relationship":[96],"disease":[98,180,219],"incidence;":[99],"our":[101],"knowledge,":[102],"not":[106,186],"yet":[107],"been":[108],"quantitatively":[109],"explored.":[110],"We":[111,129],"evaluated":[112],"both":[113],"simulated":[114],"real":[116],"varying":[120],"deceptiveness":[121,132],"incidence":[124,181,195,220],"estimation":[125,182,221],"linear":[127],"regression.":[128],"found":[130],"does":[134],"reduce":[135],"error":[136],"such":[138,240],"estimates,":[139],"it":[141],"may":[142,208],"help":[143],"automatically-selected":[144],"perform":[146],"as":[147,171],"well":[148],"or":[149],"better":[150],"require":[154],"human":[155],"curation,":[156],"semantic":[160],"distance":[161],"measure":[162],"derived":[163],"from":[164],"Wikipedia":[166],"article":[167],"category":[168],"tree":[169],"serves":[170],"useful":[173],"proxy":[174],"deceptiveness.":[176,203],"suggests":[178],"models":[183],"should":[184],"incorporate":[185],"only":[187],"data":[188,199],"about":[189],"how":[190],"map":[193],"but":[196],"also":[197],"estimate":[201],"feature":[202],"By":[204],"doing":[205],"so,":[206],"we":[207],"gain":[209],"one":[210],"more":[211],"step":[212],"path":[215],"reliable":[218],"capability":[226],"would":[227],"improve":[228],"public":[229],"decreasing":[232],"cost":[234],"increasing":[236],"timeliness":[238],"estimates.":[241]},"counts_by_year":[{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}