{"id":"https://openalex.org/W2755020020","doi":"https://doi.org/10.1109/embc.2017.8037039","title":"Identifying personal health experience tweets with deep neural networks","display_name":"Identifying personal health experience tweets with deep neural networks","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2755020020","doi":"https://doi.org/10.1109/embc.2017.8037039","mag":"2755020020","pmid":"https://pubmed.ncbi.nlm.nih.gov/29060084"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2017.8037039","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037039","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045470122","display_name":"Keyuan Jiang","orcid":"https://orcid.org/0000-0002-1565-3202"},"institutions":[{"id":"https://openalex.org/I117015748","display_name":"Purdue University Northwest","ror":"https://ror.org/04keq6987","country_code":"US","type":"education","lineage":["https://openalex.org/I117015748"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Keyuan Jiang","raw_affiliation_strings":["Department of Computer Information Technology and Graphics, Purdue University, Northwest, Hammond, IN, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Information Technology and Graphics, Purdue University, Northwest, Hammond, IN, USA","institution_ids":["https://openalex.org/I117015748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020683712","display_name":"Ravish Gupta","orcid":null},"institutions":[{"id":"https://openalex.org/I117015748","display_name":"Purdue University Northwest","ror":"https://ror.org/04keq6987","country_code":"US","type":"education","lineage":["https://openalex.org/I117015748"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ravish Gupta","raw_affiliation_strings":["Department of Computer Information Technology and Graphics, Purdue University, Northwest, Hammond, IN, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Information Technology and Graphics, Purdue University, Northwest, Hammond, IN, USA","institution_ids":["https://openalex.org/I117015748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081918079","display_name":"Matrika Gupta","orcid":null},"institutions":[{"id":"https://openalex.org/I117015748","display_name":"Purdue University Northwest","ror":"https://ror.org/04keq6987","country_code":"US","type":"education","lineage":["https://openalex.org/I117015748"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matrika Gupta","raw_affiliation_strings":["Department of Computer Information Technology and Graphics, Purdue University, Northwest, Hammond, IN, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Information Technology and Graphics, Purdue University, Northwest, Hammond, IN, USA","institution_ids":["https://openalex.org/I117015748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041560944","display_name":"Ricardo A. Calix","orcid":null},"institutions":[{"id":"https://openalex.org/I117015748","display_name":"Purdue University Northwest","ror":"https://ror.org/04keq6987","country_code":"US","type":"education","lineage":["https://openalex.org/I117015748"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ricardo A. Calix","raw_affiliation_strings":["Department of Computer Information Technology and Graphics, Purdue University, Northwest, Hammond, IN, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Information Technology and Graphics, Purdue University, Northwest, Hammond, IN, USA","institution_ids":["https://openalex.org/I117015748"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052393113","display_name":"Gordon R. Bernard","orcid":"https://orcid.org/0000-0002-4721-3068"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gordon R. Bernard","raw_affiliation_strings":["Department of Medicine, Vanderbilt University, Nashville, TN, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Vanderbilt University, Nashville, TN, USA","institution_ids":["https://openalex.org/I200719446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5045470122"],"corresponding_institution_ids":["https://openalex.org/I117015748"],"apc_list":null,"apc_paid":null,"fwci":1.0185,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.77314018,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"192","issue":null,"first_page":"1174","last_page":"1177"},"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"}},{"id":"https://openalex.org/T12027","display_name":"Social Media in Health Education","score":0.9510999917984009,"subfield":{"id":"https://openalex.org/subfields/3306","display_name":"Health"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10060","display_name":"Smoking Behavior and Cessation","score":0.9501000046730042,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/computer-science","display_name":"Computer science","score":0.7349147200584412},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6938081383705139},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.6432763338088989},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5454438924789429},{"id":"https://openalex.org/keywords/personally-identifiable-information","display_name":"Personally identifiable information","score":0.5342751145362854},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.5219394564628601},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.460711807012558},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4384421110153198},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43812960386276245},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.43600213527679443},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4075314402580261},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3628164231777191},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.35231539607048035},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.34054601192474365},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11487981677055359},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10583791136741638}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7349147200584412},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6938081383705139},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.6432763338088989},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5454438924789429},{"id":"https://openalex.org/C169093310","wikidata":"https://www.wikidata.org/wiki/Q3702971","display_name":"Personally identifiable information","level":2,"score":0.5342751145362854},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.5219394564628601},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.460711807012558},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4384421110153198},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43812960386276245},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.43600213527679443},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4075314402580261},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3628164231777191},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.35231539607048035},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.34054601192474365},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11487981677055359},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10583791136741638},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc.2017.8037039","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037039","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:29060084","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29060084","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:europepmc.org:4610936","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5702551","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W177032395","https://openalex.org/W1512104599","https://openalex.org/W1579707036","https://openalex.org/W1632327998","https://openalex.org/W1821634034","https://openalex.org/W1975587682","https://openalex.org/W2003834798","https://openalex.org/W2011273513","https://openalex.org/W2022783018","https://openalex.org/W2033640210","https://openalex.org/W2050735546","https://openalex.org/W2051964273","https://openalex.org/W2060916927","https://openalex.org/W2116265632","https://openalex.org/W2120390634","https://openalex.org/W2133632438","https://openalex.org/W2135035282","https://openalex.org/W2147194983","https://openalex.org/W2148325172","https://openalex.org/W2151919021","https://openalex.org/W2162336932","https://openalex.org/W2165530491","https://openalex.org/W2408368016","https://openalex.org/W2409447780","https://openalex.org/W2412829669","https://openalex.org/W2417936835","https://openalex.org/W2477032014","https://openalex.org/W2517596842","https://openalex.org/W2586053888","https://openalex.org/W3098522139","https://openalex.org/W6636854704","https://openalex.org/W6714032797","https://openalex.org/W6715651960"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2118758177","https://openalex.org/W4330338194","https://openalex.org/W2153520307","https://openalex.org/W2611989081","https://openalex.org/W2151459719","https://openalex.org/W623261610","https://openalex.org/W2316630966","https://openalex.org/W2358294942","https://openalex.org/W4367460280"],"abstract_inverted_index":{"Twitter,":[0],"as":[1,168],"a":[2,99,114,123,169],"social":[3],"media":[4],"platform,":[5],"has":[6],"become":[7],"an":[8],"increasingly":[9],"useful":[10],"data":[11,31,170],"source":[12],"for":[13,34,51],"health":[14,19,65,74,131,163],"surveillance":[15,164],"studies,":[16],"and":[17,40,50,94,149],"personal":[18,73,110,130],"experiences":[20],"shared":[21],"on":[22],"Twitter":[23,30,79,167],"provide":[24],"valuable":[25],"information":[26],"to":[27,45,62,108],"the":[28,46,58,78],"surveillance.":[29,66],"are":[32,60],"known":[33],"their":[35,52],"irregular":[36],"usages":[37],"of":[38,57,101,116,126],"languages":[39],"informal":[41],"short":[42],"texts":[43],"due":[44],"140":[47],"character":[48],"limit,":[49],"noisiness":[53],"such":[54],"that":[55,139,155],"majority":[56],"posts":[59],"irrelevant":[61],"any":[63],"particular":[64],"These":[67],"factors":[68],"pose":[69],"challenges":[70],"in":[71,128,144,147,151,161],"identifying":[72],"experience":[75,111,132],"tweets":[76,112,133],"from":[77,113],"data.":[80],"In":[81],"this":[82],"study,":[83],"we":[84,105],"designed":[85],"deep":[86,135],"neural":[87,136],"networks":[88,137],"with":[89,98],"3":[90],"different":[91],"architectural":[92],"configurations,":[93],"after":[95],"training":[96],"them":[97,107],"corpus":[100],"8,770":[102],"annotated":[103],"tweets,":[104],"used":[106],"predict":[109],"set":[115],"821":[117],"annotate":[118],"tweets.":[119],"Our":[120],"results":[121],"demonstrated":[122],"significant":[124],"amount":[125],"improvement":[127],"predicting":[129],"by":[134,140],"over":[138],"conventional":[141],"classifiers:":[142],"37.5%":[143],"accuracy,":[145],"31.1%":[146],"precision,":[148],"53.6%":[150],"recall.":[152],"We":[153],"believe":[154],"our":[156],"method":[157],"can":[158],"be":[159],"utilized":[160],"various":[162],"studies":[165],"using":[166],"source.":[171]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}