{"id":"https://openalex.org/W2789518943","doi":"https://doi.org/10.1145/3194658.3194667","title":"Predicting Antimicrobial Drug Consumption using Web Search Data","display_name":"Predicting Antimicrobial Drug Consumption using Web Search Data","publication_year":2018,"publication_date":"2018-04-23","ids":{"openalex":"https://openalex.org/W2789518943","doi":"https://doi.org/10.1145/3194658.3194667","mag":"2789518943"},"language":"en","primary_location":{"id":"doi:10.1145/3194658.3194667","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3194658.3194667","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 International Conference on Digital Health","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1803.03532","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086071229","display_name":"Niels Dalum Hansen","orcid":"https://orcid.org/0000-0003-3241-5668"},"institutions":[{"id":"https://openalex.org/I101527212","display_name":"Statens Serum Institut","ror":"https://ror.org/0417ye583","country_code":"DK","type":"facility","lineage":["https://openalex.org/I101527212"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Niels Dalum Hansen","raw_affiliation_strings":["Statens Serum Institut, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Statens Serum Institut, Copenhagen, Denmark","institution_ids":["https://openalex.org/I101527212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033143640","display_name":"K\u00e5re M\u00f8lbak","orcid":"https://orcid.org/0000-0002-3100-4990"},"institutions":[{"id":"https://openalex.org/I101527212","display_name":"Statens Serum Institut","ror":"https://ror.org/0417ye583","country_code":"DK","type":"facility","lineage":["https://openalex.org/I101527212"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"K\u00e5re M\u00f8lbak","raw_affiliation_strings":["Statens Serum Institut, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Statens Serum Institut, Copenhagen, Denmark","institution_ids":["https://openalex.org/I101527212"]}]},{"author_position":"middle","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"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Ingemar J. Cox","raw_affiliation_strings":["University of Copenhagen, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045425016","display_name":"Christina Lioma","orcid":"https://orcid.org/0000-0003-2600-2701"},"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"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Christina Lioma","raw_affiliation_strings":["University of Copenhagen, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.3498,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.93895582,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"133","last_page":"142"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9995999932289124,"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":0.9995999932289124,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/antimicrobial-drug","display_name":"Antimicrobial drug","score":0.6509573459625244},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6040645837783813},{"id":"https://openalex.org/keywords/antimicrobial","display_name":"Antimicrobial","score":0.4670020341873169},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.4546308219432831},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.45432770252227783},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39455652236938477},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11720630526542664},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.0778871476650238},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.0730276107788086},{"id":"https://openalex.org/keywords/microbiology","display_name":"Microbiology","score":0.058171749114990234}],"concepts":[{"id":"https://openalex.org/C2909960733","wikidata":"https://www.wikidata.org/wiki/Q68541106","display_name":"Antimicrobial drug","level":3,"score":0.6509573459625244},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6040645837783813},{"id":"https://openalex.org/C4937899","wikidata":"https://www.wikidata.org/wiki/Q68541106","display_name":"Antimicrobial","level":2,"score":0.4670020341873169},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.4546308219432831},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.45432770252227783},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39455652236938477},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11720630526542664},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.0778871476650238},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0730276107788086},{"id":"https://openalex.org/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","level":1,"score":0.058171749114990234},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3194658.3194667","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3194658.3194667","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 International Conference on Digital Health","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1803.03532","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1803.03532","pdf_url":"https://arxiv.org/pdf/1803.03532","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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:eprints.ucl.ac.uk.OAI2:10059263","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10059263/","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":"In: Kostkova, P and Grasso, F and Castillo, C and Mejova, Y and Bosman, A and Edelstein, M, (eds.) DH '18: Proceedings of the 2018 International Conference on Digital Health. (pp. pp. 133-142). Association for Computing Machinery (ACM): New York, USA. (2018)","raw_type":"Proceedings paper"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/86694925-f293-482c-97a6-f65b2da3a414","is_oa":false,"landing_page_url":"https://researchprofiles.ku.dk/da/publications/86694925-f293-482c-97a6-f65b2da3a414","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":"Hansen , N D , M\u00f8lbak , K , Cox , I J & Lioma , C 2018 , Predicting Antimicrobial Drug Consumption Using Web Search Data . in Proceedings of the 2018 International Conference on Digital Health . Association for Computing Machinery , pp. 133-142 , 8th International Digital Public Health , Lyon , France , 23/04/2018 . https://doi.org/10.1145/3194658.3194667","raw_type":"contributionToPeriodical"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1803.03532","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1803.03532","pdf_url":"https://arxiv.org/pdf/1803.03532","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1071368427","https://openalex.org/W1485941188","https://openalex.org/W1527789501","https://openalex.org/W1596222673","https://openalex.org/W1746819321","https://openalex.org/W1979941595","https://openalex.org/W1998956117","https://openalex.org/W2059944506","https://openalex.org/W2068181924","https://openalex.org/W2090079165","https://openalex.org/W2106258298","https://openalex.org/W2116148325","https://openalex.org/W2117239687","https://openalex.org/W2122825543","https://openalex.org/W2130094219","https://openalex.org/W2134688013","https://openalex.org/W2147194983","https://openalex.org/W2149399316","https://openalex.org/W2151932005","https://openalex.org/W2160449307","https://openalex.org/W2522034247","https://openalex.org/W2591921757","https://openalex.org/W2596392342","https://openalex.org/W2604591718","https://openalex.org/W2808384058","https://openalex.org/W2953044842","https://openalex.org/W2963714038","https://openalex.org/W2963971454","https://openalex.org/W4211049957","https://openalex.org/W4246772114"],"related_works":["https://openalex.org/W4253612507","https://openalex.org/W1498883213","https://openalex.org/W2365368686","https://openalex.org/W2369383344","https://openalex.org/W2371776302","https://openalex.org/W2332622748","https://openalex.org/W2385754174","https://openalex.org/W4327656960","https://openalex.org/W2374526530","https://openalex.org/W2356416975"],"abstract_inverted_index":{"Consumption":[0],"of":[1,13,34,70,94,115,135,139,170,209],"antimicrobial":[2,10,14,25,54,71,96,136,171,214],"drugs,":[3,137],"such":[4],"as":[5,128,130],"antibiotics,":[6],"is":[7,17,218],"linked":[8,125],"with":[9,24,165],"resistance.":[11,26],"Surveillance":[12],"drug":[15,55,97,215],"consumption":[16,56,98],"therefore":[18,38],"an":[19],"important":[20],"element":[21],"in":[22,183,221],"dealing":[23],"Many":[27],"countries":[28],"lack":[29],"sufficient":[30],"surveillance":[31,45,227],"systems.":[32,228],"Usage":[33],"web":[35,62,103,117,153,193],"mined":[36],"data":[37,69,99,105,155],"has":[39],"the":[40,144,206],"potential":[41],"to":[42,66,126,177,205],"improve":[43],"current":[44],"methods.":[46],"To":[47],"this":[48],"end,":[49],"we":[50,86,141],"study":[51,199],"how":[52],"well":[53,129],"can":[57],"be":[58],"predicted":[59],"based":[60,151,167],"on":[61,90,152,162,168],"search":[63,104,118,154,194],"queries,":[64],"compared":[65],"historical":[67],"purchase":[68,196],"drugs.":[72,172],"We":[73,110,147],"present":[74,111],"two":[75],"prediction":[76],"models":[77],"(linear":[78],"Elastic":[79],"Net,":[80],"and":[81,88,102,123,132,195,225],"non-linear":[82],"Gaussian":[83],"Processes),":[84],"which":[85,140,217],"train":[87],"evaluate":[89],"almost":[91],"6":[92],"years":[93],"weekly":[95,184],"from":[100,106,143],"Denmark":[101],"Google":[107],"Health":[108],"Trends.":[109],"a":[112,163,201],"novel":[113,202],"method":[114],"selecting":[116],"queries":[119],"by":[120],"considering":[121],"diseases":[122],"drugs":[124],"antimicrobials,":[127],"professional":[131],"layman":[133],"descriptions":[134],"all":[138],"mine":[142],"open":[145],"web.":[146],"find":[148],"that":[149],"predictions":[150,166,187],"are":[156,188],"marginally":[157],"more":[158],"erroneous":[159],"but":[160],"overall":[161],"par":[164],"purchases":[169],"This":[173,198],"marginal":[174],"difference":[175],"corresponds":[176],"\u22201%":[178],"point":[179],"mean":[180],"absolute":[181],"error":[182],"usage.":[185],"Best":[186],"reported":[189],"when":[190],"combining":[191],"both":[192],"data.":[197],"contributes":[200],"alternative":[203],"solution":[204],"real-life":[207],"problem":[208],"predicting":[210],"(and":[211],"hence":[212],"monitoring)":[213],"consumption,":[216],"particularly":[219],"valuable":[220],"countries/states":[222],"lacking":[223],"centralised":[224],"timely":[226]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2020-11-23T00:00:00"}
