{"id":"https://openalex.org/W2974691035","doi":"https://doi.org/10.1186/s12859-019-3053-5","title":"Adverse drug reaction detection via a multihop self-attention mechanism","display_name":"Adverse drug reaction detection via a multihop self-attention mechanism","publication_year":2019,"publication_date":"2019-09-18","ids":{"openalex":"https://openalex.org/W2974691035","doi":"https://doi.org/10.1186/s12859-019-3053-5","mag":"2974691035","pmid":"https://pubmed.ncbi.nlm.nih.gov/31533622"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-019-3053-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-019-3053-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-019-3053-5","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-019-3053-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070146932","display_name":"Tongxuan Zhang","orcid":"https://orcid.org/0000-0002-8098-4534"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tongxuan Zhang","raw_affiliation_strings":["College of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101561232","display_name":"Hongfei Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongfei Lin","raw_affiliation_strings":["College of Computer Science and Technology, Dalian University of Technology, Dalian, China. hongfeilin@dlut.edu.cn","College of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0001-8767-2819","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Dalian University of Technology, Dalian, China. hongfeilin@dlut.edu.cn","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]},{"raw_affiliation_string":"College of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026418544","display_name":"Yuqi Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuqi Ren","raw_affiliation_strings":["College of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032091007","display_name":"Liang Yang","orcid":"https://orcid.org/0000-0002-5557-7515"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Yang","raw_affiliation_strings":["College of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062895972","display_name":"Bo Xu","orcid":"https://orcid.org/0000-0001-5453-978X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Xu","raw_affiliation_strings":["College of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051597671","display_name":"Zhihao Yang","orcid":"https://orcid.org/0000-0001-6186-2024"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihao Yang","raw_affiliation_strings":["College of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100370452","display_name":"Jian Wang","orcid":"https://orcid.org/0000-0002-4656-7446"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Wang","raw_affiliation_strings":["College of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046020427","display_name":"Yijia Zhang","orcid":"https://orcid.org/0000-0002-5843-4675"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijia Zhang","raw_affiliation_strings":["College of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101561232"],"corresponding_institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":4.1207,"has_fulltext":true,"cited_by_count":51,"citation_normalized_percentile":{"value":0.95244386,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"20","issue":"1","first_page":"479","last_page":"479"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11943","display_name":"Pharmacovigilance and Adverse Drug Reactions","score":0.744700014591217,"subfield":{"id":"https://openalex.org/subfields/3005","display_name":"Toxicology"},"field":{"id":"https://openalex.org/fields/30","display_name":"Pharmacology, Toxicology and Pharmaceutics"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11943","display_name":"Pharmacovigilance and Adverse Drug Reactions","score":0.744700014591217,"subfield":{"id":"https://openalex.org/subfields/3005","display_name":"Toxicology"},"field":{"id":"https://openalex.org/fields/30","display_name":"Pharmacology, Toxicology and Pharmaceutics"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.05130000039935112,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10028","display_name":"Topic Modeling","score":0.042899999767541885,"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/sentence","display_name":"Sentence","score":0.8054182529449463},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7826407551765442},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.5768793225288391},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5582289099693298},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5006210803985596},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5001108646392822},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4860823452472687},{"id":"https://openalex.org/keywords/drug-reaction","display_name":"Drug reaction","score":0.4735376238822937},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4125518798828125},{"id":"https://openalex.org/keywords/adverse-drug-reaction","display_name":"Adverse drug reaction","score":0.41069722175598145},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.2750372886657715},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1160426139831543}],"concepts":[{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.8054182529449463},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7826407551765442},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.5768793225288391},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5582289099693298},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5006210803985596},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5001108646392822},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4860823452472687},{"id":"https://openalex.org/C2993432071","wikidata":"https://www.wikidata.org/wiki/Q45959","display_name":"Drug reaction","level":3,"score":0.4735376238822937},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4125518798828125},{"id":"https://openalex.org/C2780542314","wikidata":"https://www.wikidata.org/wiki/Q45959","display_name":"Adverse drug reaction","level":3,"score":0.41069722175598145},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.2750372886657715},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1160426139831543},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","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":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","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":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12859-019-3053-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-019-3053-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-019-3053-5","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:31533622","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31533622","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":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:doaj.org/article:f8527ea29735401bad8a0a8a2b3562b1","is_oa":false,"landing_page_url":"https://doaj.org/article/f8527ea29735401bad8a0a8a2b3562b1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 20, Iss 1, Pp 1-11 (2019)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:6751590","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6751590","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12859-019-3053-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-019-3053-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-019-3053-5","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6700000166893005,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1874822141","display_name":null,"funder_award_id":"61572102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4165806713","display_name":null,"funder_award_id":"61632011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7038575360","display_name":null,"funder_award_id":"61562080","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2974691035.pdf","grobid_xml":"https://content.openalex.org/works/W2974691035.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W941230081","https://openalex.org/W1902237438","https://openalex.org/W1960685374","https://openalex.org/W1971048089","https://openalex.org/W1974575979","https://openalex.org/W1981276685","https://openalex.org/W1987434192","https://openalex.org/W2007628554","https://openalex.org/W2009890917","https://openalex.org/W2056663596","https://openalex.org/W2064675550","https://openalex.org/W2071478164","https://openalex.org/W2073386434","https://openalex.org/W2097960255","https://openalex.org/W2099369363","https://openalex.org/W2107878631","https://openalex.org/W2129767020","https://openalex.org/W2134845326","https://openalex.org/W2138019459","https://openalex.org/W2142920810","https://openalex.org/W2166111585","https://openalex.org/W2167186282","https://openalex.org/W2168905447","https://openalex.org/W2171469118","https://openalex.org/W2251135946","https://openalex.org/W2255466643","https://openalex.org/W2264517602","https://openalex.org/W2307125025","https://openalex.org/W2321588627","https://openalex.org/W2331398706","https://openalex.org/W2335791510","https://openalex.org/W2415373024","https://openalex.org/W2515462165","https://openalex.org/W2517194566","https://openalex.org/W2519744449","https://openalex.org/W2560748602","https://openalex.org/W2574184737","https://openalex.org/W2600659824","https://openalex.org/W2604444602","https://openalex.org/W2604610161","https://openalex.org/W2610937402","https://openalex.org/W2765742249","https://openalex.org/W2779179495","https://openalex.org/W2784499877","https://openalex.org/W2798693700","https://openalex.org/W2893693471","https://openalex.org/W2903866590","https://openalex.org/W2907304305","https://openalex.org/W2950577311","https://openalex.org/W2951944168","https://openalex.org/W2963393262","https://openalex.org/W2963454301","https://openalex.org/W2963879374","https://openalex.org/W2964026782","https://openalex.org/W2964091467","https://openalex.org/W3098949126","https://openalex.org/W3122775348","https://openalex.org/W6624664881","https://openalex.org/W6626310900"],"related_works":["https://openalex.org/W2360644719","https://openalex.org/W2385471969","https://openalex.org/W2376885761","https://openalex.org/W2995438986","https://openalex.org/W2398395680","https://openalex.org/W2365386954","https://openalex.org/W2377282230","https://openalex.org/W2348194333","https://openalex.org/W2352744048","https://openalex.org/W2370505849"],"abstract_inverted_index":{"BACKGROUND:":[0],"The":[1,234,268],"adverse":[2,16],"reactions":[3,18],"that":[4,112,205,238],"are":[5,9,159],"caused":[6],"by":[7,134,197],"drugs":[8],"potentially":[10],"life-threatening":[11],"problems.":[12],"Comprehensive":[13],"knowledge":[14],"of":[15,36,42,48,73,85,91,129,149,156,174,189,220,257,275,280],"drug":[17],"(ADRs)":[19],"can":[20],"reduce":[21],"their":[22],"detrimental":[23],"impacts":[24],"on":[25,80,96,170],"patients.":[26],"Detecting":[27],"ADRs":[28,60],"through":[29],"clinical":[30],"trials":[31],"takes":[32],"a":[33,39,157,165,190,209,255],"large":[34],"number":[35],"experiments":[37],"and":[38,56,181,223,231],"long":[40,138],"period":[41],"time.":[43],"With":[44],"the":[45,62,74,81,89,92,116,121,126,130,136,146,171,175,186,206,273,276],"growing":[46],"amount":[47],"unstructured":[49,64],"textual":[50],"data,":[51],"such":[52],"as":[53],"biomedical":[54],"literature":[55],"electronic":[57],"records,":[58],"detecting":[59],"in":[61],"available":[63],"data":[65],"has":[66,208],"important":[67],"implications":[68],"for":[69,120,225,228,246,263],"ADR":[70,122,200,226,247,265],"research.":[71],"Most":[72],"neural":[75],"network-based":[76],"methods":[77],"typically":[78],"focus":[79],"simple":[82],"semantic":[83,99,118,154,278],"information":[84,119,128,279],"sentence":[86,131,158],"sequences;":[87],"however,":[88],"relationship":[90],"two":[93,199],"entities":[94],"depends":[95],"more":[97],"complex":[98,277],"information.":[100],"METHODS:":[101],"In":[102,250],"this":[103,251],"paper,":[104,252],"we":[105,253],"propose":[106,254],"multihop":[107,258],"self-attention":[108,259],"mechanism":[109,260],"(MSAM)":[110,261],"model":[111,179,194,217,240,262],"aims":[113],"to":[114],"learn":[115],"multi-aspect":[117],"detection":[123,227,266],"task.":[124,267],"first,":[125],"contextual":[127],"is":[132,203],"captured":[133],"using":[135,198],"bidirectional":[137],"short-term":[139],"memory":[140],"(Bi-LSTM)":[141],"model.":[142],"Then,":[143],"via":[144],"applying":[145],"multiple":[147,153,187],"steps":[148],"an":[150,264],"attention":[151,162,167],"mechanism,":[152],"representations":[155,188],"generated.":[160],"Each":[161],"step":[163],"obtains":[164],"different":[166,172],"distribution":[168],"focusing":[169],"segments":[173],"sentence.":[176,191],"Meanwhile,":[177],"our":[178,216,239],"locates":[180],"enhances":[182],"various":[183],"keywords":[184],"from":[185],"RESULTS:":[192],"Our":[193],"was":[195],"evaluated":[196],"corpora.":[201],"It":[202],"shown":[204],"method":[207,270],"stable":[210],"generalization":[211],"ability.":[212],"Via":[213],"extensive":[214],"experiments,":[215],"achieved":[218],"F-measure":[219],"0.853,":[221],"0.799":[222],"0.851":[224],"TwiMed-PubMed,":[229],"TwiMed-Twitter,":[230],"ADE,":[232],"respectively.":[233],"experimental":[235],"results":[236],"showed":[237],"significantly":[241,271],"outperforms":[242],"other":[243],"compared":[244],"models":[245],"detection.":[248],"CONCLUSIONS:":[249],"modification":[256],"proposed":[269],"improved":[272],"learning":[274],"sentences.":[281]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":19},{"year":2020,"cited_by_count":8}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
