{"id":"https://openalex.org/W1015972382","doi":"https://doi.org/10.1007/s10618-015-0427-9","title":"Assessing the impact of a health intervention via user-generated Internet content","display_name":"Assessing the impact of a health intervention via user-generated Internet content","publication_year":2015,"publication_date":"2015-07-01","ids":{"openalex":"https://openalex.org/W1015972382","doi":"https://doi.org/10.1007/s10618-015-0427-9","mag":"1015972382"},"language":"en","primary_location":{"id":"doi:10.1007/s10618-015-0427-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10618-015-0427-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10618-015-0427-9.pdf","source":{"id":"https://openalex.org/S121920818","display_name":"Data Mining and Knowledge Discovery","issn_l":"1384-5810","issn":["1384-5810","1573-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Mining and Knowledge Discovery","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10618-015-0427-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047344016","display_name":"Vasileios Lampos","orcid":"https://orcid.org/0000-0001-8555-2063"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Vasileios Lampos","raw_affiliation_strings":["Department of Computer Science, University College London, London, UK"],"raw_orcid":"https://orcid.org/0000-0001-8555-2063","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University College London, London, UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009670109","display_name":"Elad Yom\u2010Tov","orcid":"https://orcid.org/0000-0002-2380-4584"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]},{"id":"https://openalex.org/I4401726785","display_name":"Microsoft Research New York City (United States)","ror":"https://ror.org/056zprp28","country_code":null,"type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4401726785"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elad Yom-Tov","raw_affiliation_strings":["Microsoft Research, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft Research, New York, NY, USA","institution_ids":["https://openalex.org/I1290206253","https://openalex.org/I4401726785"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089866449","display_name":"Richard Pebody","orcid":"https://orcid.org/0000-0002-9069-2885"},"institutions":[{"id":"https://openalex.org/I348769827","display_name":"Public Health England","ror":"https://ror.org/00vbvha87","country_code":"GB","type":"government","lineage":["https://openalex.org/I1311074006","https://openalex.org/I348769827"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Richard Pebody","raw_affiliation_strings":["Public Health England, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Public Health England, London, UK","institution_ids":["https://openalex.org/I348769827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047286157","display_name":"Ingemar J. Cox","orcid":"https://orcid.org/0000-0002-6662-417X"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["DK","GB"],"is_corresponding":false,"raw_author_name":"Ingemar J. Cox","raw_affiliation_strings":["Department of Computer Science, University College London, London, UK","Department of Computer Science, University of Copenhagen, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University College London, London, UK","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Department of Computer Science, University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5047344016"],"corresponding_institution_ids":["https://openalex.org/I45129253"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2200,"currency":"EUR","value_usd":2372},"fwci":3.9287,"has_fulltext":true,"cited_by_count":30,"citation_normalized_percentile":{"value":0.93751423,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"29","issue":"5","first_page":"1434","last_page":"1457"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9980000257492065,"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/T10410","display_name":"COVID-19 epidemiological studies","score":0.9790999889373779,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6675554513931274},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.5811493992805481},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49935340881347656},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4896605610847473},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.47635746002197266},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.36304134130477905},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.33437079191207886},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.30208277702331543},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.13081258535385132}],"concepts":[{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6675554513931274},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5811493992805481},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49935340881347656},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4896605610847473},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.47635746002197266},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.36304134130477905},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.33437079191207886},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.30208277702331543},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.13081258535385132}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1007/s10618-015-0427-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10618-015-0427-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10618-015-0427-9.pdf","source":{"id":"https://openalex.org/S121920818","display_name":"Data Mining and Knowledge Discovery","issn_l":"1384-5810","issn":["1384-5810","1573-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Mining and Knowledge Discovery","raw_type":"journal-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:1469803","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/1469803/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"   Data Mining and Knowledge Discovery , 29  (5)   pp. 1434-1457.   (2015)      ","raw_type":"Article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:1490715","is_oa":false,"landing_page_url":"http://discovery.ucl.ac.uk/1490715/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"   Data Mining and Knowledge Discovery , 29  (5)   pp. 1434-1457.   (2015)      ","raw_type":"Article"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/e0f33717-ee1d-47b9-8bde-f887d314a363","is_oa":false,"landing_page_url":"https://curis.ku.dk/portal/da/publications/assessing-the-impact-of-a-health-intervention-via-usergenerated-internet-content(e0f33717-ee1d-47b9-8bde-f887d314a363).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/e0f33717-ee1d-47b9-8bde-f887d314a363","is_oa":true,"landing_page_url":"https://researchprofiles.ku.dk/da/publications/e0f33717-ee1d-47b9-8bde-f887d314a363","pdf_url":null,"source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lampos , V , Yom-Tov , E , Pebody , R & Cox , I J 2015 , ' Assessing the impact of a health intervention via user-generated Internet content ' , Data Mining and Knowledge Discovery , vol. 29 , no. 5 , pp. 1434-1457 . https://doi.org/10.1007/s10618-015-0427-9","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s10618-015-0427-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10618-015-0427-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10618-015-0427-9.pdf","source":{"id":"https://openalex.org/S121920818","display_name":"Data Mining and Knowledge Discovery","issn_l":"1384-5810","issn":["1384-5810","1573-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Mining and Knowledge Discovery","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7799999713897705,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G5170841131","display_name":null,"funder_award_id":"EP/K031953/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8287237980","display_name":"EPSRC IRC in Early-Warning Sensing Systems for Infectious Diseases","funder_award_id":"EP/K031953/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320321067","display_name":"Public Health England","ror":"https://ror.org/00vbvha87"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1015972382.pdf","grobid_xml":"https://content.openalex.org/works/W1015972382.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W1527789501","https://openalex.org/W1563088657","https://openalex.org/W1573186537","https://openalex.org/W1596222673","https://openalex.org/W1746819321","https://openalex.org/W1777095367","https://openalex.org/W1963544842","https://openalex.org/W1968306957","https://openalex.org/W1976323204","https://openalex.org/W1979158913","https://openalex.org/W1985164990","https://openalex.org/W1986149296","https://openalex.org/W1987052743","https://openalex.org/W1991892174","https://openalex.org/W1995945562","https://openalex.org/W1998956117","https://openalex.org/W2003718127","https://openalex.org/W2011399872","https://openalex.org/W2022783018","https://openalex.org/W2026096712","https://openalex.org/W2036245877","https://openalex.org/W2047028564","https://openalex.org/W2052385416","https://openalex.org/W2063978378","https://openalex.org/W2066937690","https://openalex.org/W2068181924","https://openalex.org/W2078403100","https://openalex.org/W2079591709","https://openalex.org/W2080321187","https://openalex.org/W2082036062","https://openalex.org/W2093588201","https://openalex.org/W2105225614","https://openalex.org/W2107386393","https://openalex.org/W2117239687","https://openalex.org/W2121009566","https://openalex.org/W2122369144","https://openalex.org/W2122825543","https://openalex.org/W2124650320","https://openalex.org/W2126675855","https://openalex.org/W2127435093","https://openalex.org/W2130283669","https://openalex.org/W2135046866","https://openalex.org/W2141701578","https://openalex.org/W2147194983","https://openalex.org/W2148828011","https://openalex.org/W2150940164","https://openalex.org/W2151932005","https://openalex.org/W2158021796","https://openalex.org/W2158439885","https://openalex.org/W2160222246","https://openalex.org/W2166434810","https://openalex.org/W2169459302","https://openalex.org/W2171468534","https://openalex.org/W2250193512","https://openalex.org/W2251311344","https://openalex.org/W2402797601","https://openalex.org/W2787894218","https://openalex.org/W2797563284","https://openalex.org/W4211049957","https://openalex.org/W4234698323","https://openalex.org/W4254115559"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2065457896","https://openalex.org/W3173234801","https://openalex.org/W2167984027","https://openalex.org/W3021302227","https://openalex.org/W10630519","https://openalex.org/W1919377569","https://openalex.org/W3144288563","https://openalex.org/W3123907821","https://openalex.org/W2382319620"],"abstract_inverted_index":{"Assessing":[0],"the":[1,30,67,92,105,108,115,123,133,143,157,170,173,181],"effect":[2],"of":[3,32,49,69,107,114,125,150,152,172,180],"a":[4,25,33,38,46,61,70,74,95,112,126],"health-oriented":[5],"intervention":[6,97,109],"by":[7,110],"traditional":[8],"epidemiological":[9],"methods":[10],"is":[11,81],"commonly":[12],"based":[13],"only":[14],"on":[15,53,132,163],"population":[16,75],"segments":[17],"that":[18,88,118,137],"use":[19],"healthcare":[20],"services.":[21],"Here":[22],"we":[23,59],"introduce":[24],"complementary":[26],"framework":[27,176],"for":[28,65],"evaluating":[29],"impact":[31,106,166],"targeted":[34],"intervention,":[35],"such":[36],"as":[37],"vaccination":[39,135],"campaign":[40,98],"against":[41],"an":[42],"infectious":[43],"disease,":[44],"through":[45],"statistical":[47,175],"analysis":[48],"user-generated":[50],"content":[51],"submitted":[52],"web":[54],"platforms.":[55],"Using":[56],"supervised":[57],"learning,":[58],"derive":[60],"nonlinear":[62],"regression":[63],"model":[64,80],"estimating":[66],"prevalence":[68],"health":[71],"event":[72],"in":[73,122,140],"from":[76,169],"Internet":[77],"data.":[78],"This":[79],"applied":[82],"to":[83,156],"identify":[84],"control":[85],"location":[86],"groups":[87],"correlate":[89],"historically":[90],"with":[91],"areas,":[93],"where":[94],"specific":[96],"has":[99],"taken":[100],"place.":[101],"We":[102],"then":[103],"determine":[104],"inferring":[111],"projection":[113],"disease":[116],"rates":[117],"could":[119],"have":[120],"emerged":[121],"absence":[124],"campaign.":[127,182],"Our":[128],"case":[129],"study":[130],"focuses":[131],"influenza":[134],"program":[136],"was":[138],"launched":[139],"England":[141],"during":[142],"2013/14":[144],"season,":[145],"and":[146,161],"our":[147],"observations":[148],"consist":[149],"millions":[151],"geo-located":[153],"search":[154,159],"queries":[155],"Bing":[158],"engine":[160],"posts":[162],"Twitter.":[164],"The":[165],"estimates":[167],"derived":[168],"application":[171],"proposed":[174],"support":[177],"conventional":[178],"assessments":[179]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}