{"id":"https://openalex.org/W3036279240","doi":"https://doi.org/10.3233/shti200197","title":"The Impact of Specialized Corpora for Word Embeddings in Natural Langage Understanding","display_name":"The Impact of Specialized Corpora for Word Embeddings in Natural Langage Understanding","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3036279240","doi":"https://doi.org/10.3233/shti200197","mag":"3036279240","pmid":"https://pubmed.ncbi.nlm.nih.gov/32570421"},"language":"en","primary_location":{"id":"doi:10.3233/shti200197","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti200197","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti200197","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002976747","display_name":"Antoine Neuraz","orcid":"https://orcid.org/0000-0001-7142-6728"},"institutions":[{"id":"https://openalex.org/I110736937","display_name":"D\u00e9l\u00e9gation Paris 5","ror":"https://ror.org/02e0y6e06","country_code":"FR","type":"government","lineage":["https://openalex.org/I110736937","https://openalex.org/I154526488"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I4210092322","display_name":"Centre de Recherche des Cordeliers","ror":"https://ror.org/00dmms154","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I39804081","https://openalex.org/I4210092322"]},{"id":"https://openalex.org/I4210115485","display_name":"Laboratoire d'Informatique pour la M\u00e9canique et les Sciences de l'Ing\u00e9nieur","ror":"https://ror.org/01raq4x89","country_code":"FR","type":"facility","lineage":["https://openalex.org/I102197404","https://openalex.org/I1294671590","https://openalex.org/I4210115485","https://openalex.org/I4210159245"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Neuraz Antoine","raw_affiliation_strings":["INSERM, UMR 1138 Team 22, Paris Descartes, Paris, France","LIMSI, CNRS, Universit\u00e9 Paris Saclay","Laboratoire d'Informatique pour la M\u00e9canique et les Sciences de l'Ing\u00e9nieur","UFR M\u00e9decine [Sant\u00e9] - Universit\u00e9 Paris Cit\u00e9","Service d'informatique m\u00e9dicale et biostatistiques [CHU Necker]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INSERM, UMR 1138 Team 22, Paris Descartes, Paris, France","institution_ids":["https://openalex.org/I110736937","https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I4210092322"]},{"raw_affiliation_string":"LIMSI, CNRS, Universit\u00e9 Paris Saclay","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I277688954"]},{"raw_affiliation_string":"Laboratoire d'Informatique pour la M\u00e9canique et les Sciences de l'Ing\u00e9nieur","institution_ids":["https://openalex.org/I4210115485"]},{"raw_affiliation_string":"UFR M\u00e9decine [Sant\u00e9] - Universit\u00e9 Paris Cit\u00e9","institution_ids":["https://openalex.org/I204730241"]},{"raw_affiliation_string":"Service d'informatique m\u00e9dicale et biostatistiques [CHU Necker]","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039181362","display_name":"Bastien Rance","orcid":"https://orcid.org/0000-0003-4417-1197"},"institutions":[{"id":"https://openalex.org/I110736937","display_name":"D\u00e9l\u00e9gation Paris 5","ror":"https://ror.org/02e0y6e06","country_code":"FR","type":"government","lineage":["https://openalex.org/I110736937","https://openalex.org/I154526488"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I4210092322","display_name":"Centre de Recherche des Cordeliers","ror":"https://ror.org/00dmms154","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I39804081","https://openalex.org/I4210092322"]},{"id":"https://openalex.org/I4210161954","display_name":"D\u00e9partement d'Informatique","ror":"https://ror.org/05y6rqs46","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2746051580","https://openalex.org/I29607241","https://openalex.org/I4210159245","https://openalex.org/I4210161954"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Rance Bastien","raw_affiliation_strings":["INSERM, UMR 1138 Team 22, Paris Descartes, Paris, France","UFR M\u00e9decine [Sant\u00e9] - Universit\u00e9 Paris Cit\u00e9","Service d'informatique m\u00e9dicale"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INSERM, UMR 1138 Team 22, Paris Descartes, Paris, France","institution_ids":["https://openalex.org/I110736937","https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I4210092322"]},{"raw_affiliation_string":"UFR M\u00e9decine [Sant\u00e9] - Universit\u00e9 Paris Cit\u00e9","institution_ids":["https://openalex.org/I204730241"]},{"raw_affiliation_string":"Service d'informatique m\u00e9dicale","institution_ids":["https://openalex.org/I4210161954"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007065847","display_name":"Nicolas Garcelon","orcid":"https://orcid.org/0000-0002-3326-2811"},"institutions":[{"id":"https://openalex.org/I110736937","display_name":"D\u00e9l\u00e9gation Paris 5","ror":"https://ror.org/02e0y6e06","country_code":"FR","type":"government","lineage":["https://openalex.org/I110736937","https://openalex.org/I154526488"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I4210092322","display_name":"Centre de Recherche des Cordeliers","ror":"https://ror.org/00dmms154","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I39804081","https://openalex.org/I4210092322"]},{"id":"https://openalex.org/I4210165077","display_name":"Institut des Maladies G\u00e9n\u00e9tiques Imagine","ror":"https://ror.org/05rq3rb55","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I4210100892","https://openalex.org/I4210165077"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Garcelon Nicolas","raw_affiliation_strings":["INSERM, UMR 1138 Team 22, Paris Descartes, Paris, France","Imagine - Institut des maladies g\u00e9n\u00e9tiques (IHU)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INSERM, UMR 1138 Team 22, Paris Descartes, Paris, France","institution_ids":["https://openalex.org/I110736937","https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I4210092322"]},{"raw_affiliation_string":"Imagine - Institut des maladies g\u00e9n\u00e9tiques (IHU)","institution_ids":["https://openalex.org/I4210165077"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Llanos Leonardo Campillos","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I4210115485","display_name":"Laboratoire d'Informatique pour la M\u00e9canique et les Sciences de l'Ing\u00e9nieur","ror":"https://ror.org/01raq4x89","country_code":"FR","type":"facility","lineage":["https://openalex.org/I102197404","https://openalex.org/I1294671590","https://openalex.org/I4210115485","https://openalex.org/I4210159245"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Llanos Leonardo Campillos","raw_affiliation_strings":["LIMSI, CNRS, Universit\u00e9 Paris Saclay","Laboratoire d'Informatique pour la M\u00e9canique et les Sciences de l'Ing\u00e9nieur"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIMSI, CNRS, Universit\u00e9 Paris Saclay","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I277688954"]},{"raw_affiliation_string":"Laboratoire d'Informatique pour la M\u00e9canique et les Sciences de l'Ing\u00e9nieur","institution_ids":["https://openalex.org/I4210115485"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037397269","display_name":"Anita Burgun","orcid":"https://orcid.org/0000-0001-6855-4366"},"institutions":[{"id":"https://openalex.org/I110736937","display_name":"D\u00e9l\u00e9gation Paris 5","ror":"https://ror.org/02e0y6e06","country_code":"FR","type":"government","lineage":["https://openalex.org/I110736937","https://openalex.org/I154526488"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I4210092322","display_name":"Centre de Recherche des Cordeliers","ror":"https://ror.org/00dmms154","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I39804081","https://openalex.org/I4210092322"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Burgun Anita","raw_affiliation_strings":["INSERM, UMR 1138 Team 22, Paris Descartes, Paris, France","Centre de Recherche des Cordeliers"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INSERM, UMR 1138 Team 22, Paris Descartes, Paris, France","institution_ids":["https://openalex.org/I110736937","https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I4210092322"]},{"raw_affiliation_string":"Centre de Recherche des Cordeliers","institution_ids":["https://openalex.org/I4210092322"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001616788","display_name":"Sophie Rosset","orcid":"https://orcid.org/0000-0002-6865-4989"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I4210115485","display_name":"Laboratoire d'Informatique pour la M\u00e9canique et les Sciences de l'Ing\u00e9nieur","ror":"https://ror.org/01raq4x89","country_code":"FR","type":"facility","lineage":["https://openalex.org/I102197404","https://openalex.org/I1294671590","https://openalex.org/I4210115485","https://openalex.org/I4210159245"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Rosset Sophie","raw_affiliation_strings":["LIMSI, CNRS, Universit\u00e9 Paris Saclay","Laboratoire d'Informatique pour la M\u00e9canique et les Sciences de l'Ing\u00e9nieur"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIMSI, CNRS, Universit\u00e9 Paris Saclay","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I277688954"]},{"raw_affiliation_string":"Laboratoire d'Informatique pour la M\u00e9canique et les Sciences de l'Ing\u00e9nieur","institution_ids":["https://openalex.org/I4210115485"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0412,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.80410865,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"270","issue":null,"first_page":"432","last_page":"436"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T13629","display_name":"Text Readability and Simplification","score":0.996999979019165,"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/natural-language-processing","display_name":"Natural language processing","score":0.7939761877059937},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7732723951339722},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.7653021216392517},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6819127798080444},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6008817553520203},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.592613160610199},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.5551495552062988},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5110708475112915},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.47182947397232056},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.42524439096450806},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.23467117547988892},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08252313733100891}],"concepts":[{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.7939761877059937},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7732723951339722},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.7653021216392517},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6819127798080444},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6008817553520203},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.592613160610199},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.5551495552062988},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5110708475112915},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.47182947397232056},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.42524439096450806},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.23467117547988892},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08252313733100891},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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}],"mesh":[{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017432","descriptor_name":"Unified Medical Language System","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017432","descriptor_name":"Unified Medical Language System","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017432","descriptor_name":"Unified Medical Language System","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.3233/shti200197","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti200197","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:32570421","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32570421","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":"Studies in health technology and informatics","raw_type":null},{"id":"pmh:oai:HAL:hal-03476839v1","is_oa":false,"landing_page_url":"https://inria.hal.science/hal-03476839","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Studies in Health Technology and Informatics, 2020, 270, pp.432-436. &#x27E8;10.3233/SHTI200197&#x27E9;","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:HAL:hal-04360200v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-04360200","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"Studies in Health Technology and Informatics, 2020, 270, pp.432-436. &#x27E8;10.3233/SHTI200197&#x27E9;","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3233/shti200197","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti200197","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8600000143051147,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2079735306","https://openalex.org/W2112796928","https://openalex.org/W2153579005","https://openalex.org/W2901412863","https://openalex.org/W2962739339","https://openalex.org/W2963923670"],"related_works":["https://openalex.org/W947140380","https://openalex.org/W4286432911","https://openalex.org/W4230884544","https://openalex.org/W4245453790","https://openalex.org/W3194985222","https://openalex.org/W3216571906","https://openalex.org/W4214830338","https://openalex.org/W2518587255","https://openalex.org/W4287599800","https://openalex.org/W4385432812"],"abstract_inverted_index":{"Recent":[0],"studies":[1],"in":[2,102],"the":[3,24,38,41,69,94,114],"biomedical":[4],"domain":[5,71],"suggest":[6],"that":[7],"learning":[8],"statistical":[9],"word":[10,15,45],"representations":[11,46,88,106],"(static":[12,59],"or":[13,73],"contextualized":[14],"embeddings)":[16],"on":[17,26,47,68,74,90],"large":[18],"corpora":[19],"of":[20,40,44,100,113],"specialized":[21,75],"data":[22,42,76,92,115],"improve":[23],"results":[25,83],"downstream":[27],"natural":[28,49],"language":[29,50],"processing":[30],"(NLP)":[31],"tasks.":[32],"In":[33],"this":[34],"paper,":[35],"we":[36],"explore":[37],"impact":[39],"source":[43],"a":[48,111],"understanding":[51],"task.":[52],"We":[53],"compared":[54],"embeddings":[55],"learned":[56,66,89],"with":[57,86,109],"Fasttext":[58],"embedding)":[60,64],"and":[61,98],"ELMo":[62,87,105],"(contextualized":[63],"representations,":[65],"either":[67],"general":[70],"(Wikipedia)":[72],"(electronic":[77],"health":[78],"records,":[79],"EHR).":[80],"The":[81],"best":[82],"were":[84,107],"obtained":[85],"EHR":[91],"for":[93,117],"two":[95],"sub-tasks":[96],"(+7%":[97],"+4%":[99],"gain":[101],"F1-score).":[103],"Moreover,":[104],"trained":[108],"only":[110],"fraction":[112],"used":[116],"Fasttext.":[118]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-26T07:53:14.480251","created_date":"2025-10-10T00:00:00"}
