{"id":"https://openalex.org/W4283736863","doi":"https://doi.org/10.3233/shti220749","title":"Overcoming Major Barriers to Build Efficient Decision Support Systems in Pharmacovigilance","display_name":"Overcoming Major Barriers to Build Efficient Decision Support Systems in Pharmacovigilance","publication_year":2022,"publication_date":"2022-06-29","ids":{"openalex":"https://openalex.org/W4283736863","doi":"https://doi.org/10.3233/shti220749","pmid":"https://pubmed.ncbi.nlm.nih.gov/35773895"},"language":"en","primary_location":{"id":"doi:10.3233/shti220749","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220749","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220749","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":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220749","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026956396","display_name":"Kory Kreimeyer","orcid":"https://orcid.org/0000-0002-5434-1420"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]},{"id":"https://openalex.org/I4210164401","display_name":"Sidney Kimmel Comprehensive Cancer Center","ror":"https://ror.org/05m5b8x20","country_code":"US","type":"facility","lineage":["https://openalex.org/I2799853436","https://openalex.org/I4210164401"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kory Kreimeyer","raw_affiliation_strings":["The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA","institution_ids":["https://openalex.org/I4210164401","https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039089618","display_name":"Jonathan Spiker","orcid":null},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]},{"id":"https://openalex.org/I4210164401","display_name":"Sidney Kimmel Comprehensive Cancer Center","ror":"https://ror.org/05m5b8x20","country_code":"US","type":"facility","lineage":["https://openalex.org/I2799853436","https://openalex.org/I4210164401"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonathan Spiker","raw_affiliation_strings":["The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA","institution_ids":["https://openalex.org/I4210164401","https://openalex.org/I145311948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070026501","display_name":"Taxiarchis Botsis","orcid":"https://orcid.org/0000-0001-7848-2570"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]},{"id":"https://openalex.org/I4210164401","display_name":"Sidney Kimmel Comprehensive Cancer Center","ror":"https://ror.org/05m5b8x20","country_code":"US","type":"facility","lineage":["https://openalex.org/I2799853436","https://openalex.org/I4210164401"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Taxiarchis Botsis","raw_affiliation_strings":["The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA","institution_ids":["https://openalex.org/I4210164401","https://openalex.org/I145311948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5070026501"],"corresponding_institution_ids":["https://openalex.org/I145311948","https://openalex.org/I4210164401"],"apc_list":null,"apc_paid":null,"fwci":0.8926,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.64186047,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"295","issue":null,"first_page":"398","last_page":"401"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11943","display_name":"Pharmacovigilance and Adverse Drug Reactions","score":0.9904999732971191,"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":0.9904999732971191,"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/T12255","display_name":"Biosimilars and Bioanalytical Methods","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/2403","display_name":"Immunology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10897","display_name":"Antibiotic Use and Resistance","score":0.9314000010490417,"subfield":{"id":"https://openalex.org/subfields/2402","display_name":"Applied Microbiology and Biotechnology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pharmacovigilance","display_name":"Pharmacovigilance","score":0.7724869251251221},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7299754619598389},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5768341422080994},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.5593715906143188},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.5216546654701233},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.51813143491745},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4622578024864197},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.4541685879230499},{"id":"https://openalex.org/keywords/complement","display_name":"Complement (music)","score":0.44368869066238403},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3936021625995636},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.33779463171958923},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2657628655433655},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1352669596672058},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12139919400215149}],"concepts":[{"id":"https://openalex.org/C57658597","wikidata":"https://www.wikidata.org/wiki/Q1550789","display_name":"Pharmacovigilance","level":3,"score":0.7724869251251221},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7299754619598389},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5768341422080994},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.5593715906143188},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.5216546654701233},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.51813143491745},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4622578024864197},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.4541685879230499},{"id":"https://openalex.org/C112313634","wikidata":"https://www.wikidata.org/wiki/Q7886648","display_name":"Complement (music)","level":5,"score":0.44368869066238403},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3936021625995636},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.33779463171958923},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2657628655433655},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1352669596672058},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12139919400215149},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C197934379","wikidata":"https://www.wikidata.org/wiki/Q2047938","display_name":"Adverse effect","level":2,"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C188082640","wikidata":"https://www.wikidata.org/wiki/Q1780899","display_name":"Complementation","level":4,"score":0.0}],"mesh":[{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003660","descriptor_name":"Decision Support Systems, Management","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D003660","descriptor_name":"Decision Support Systems, Management","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D003660","descriptor_name":"Decision Support Systems, Management","qualifier_ui":"Q000592","qualifier_name":"standards","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":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D060735","descriptor_name":"Pharmacovigilance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060735","descriptor_name":"Pharmacovigilance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060735","descriptor_name":"Pharmacovigilance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti220749","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220749","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220749","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:35773895","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35773895","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}],"best_oa_location":{"id":"doi:10.3233/shti220749","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220749","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220749","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":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283736863.pdf","grobid_xml":"https://content.openalex.org/works/W4283736863.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W979396035","https://openalex.org/W2074217074","https://openalex.org/W2162866856","https://openalex.org/W2476207573","https://openalex.org/W2598822384","https://openalex.org/W2754437305","https://openalex.org/W2775603476","https://openalex.org/W3026528200"],"related_works":["https://openalex.org/W2125179413","https://openalex.org/W2719570687","https://openalex.org/W2894377005","https://openalex.org/W2066240751","https://openalex.org/W3120767282","https://openalex.org/W2898439368","https://openalex.org/W3128299827","https://openalex.org/W2181320814","https://openalex.org/W3105953293","https://openalex.org/W2089696793"],"abstract_inverted_index":{"Many":[0],"decision":[1,71],"support":[2,72],"methods":[3],"and":[4,26,49,63,86,94,137],"systems":[5,73],"in":[6,66,114,142],"pharmacovigilance":[7],"are":[8,34,55],"built":[9],"without":[10,126],"explicitly":[11],"addressing":[12],"specific":[13],"challenges":[14,25],"that":[15,121],"jeopardize":[16],"their":[17,64,115],"eventual":[18],"success.":[19],"We":[20],"describe":[21],"two":[22],"sets":[23],"of":[24,43],"appropriate":[27],"strategies":[28,141],"to":[29,76,90],"address":[30],"them.":[31],"The":[32,53],"first":[33],"data-related":[35,92],"challenges,":[36,57],"which":[37,58,117],"include":[38],"using":[39],"extensive":[40],"multi-source":[41],"data":[42,51],"poor":[44],"quality,":[45],"incomplete":[46],"information":[47],"integration,":[48],"inefficient":[50],"visualization.":[52],"second":[54],"user-related":[56],"encompass":[59],"users'":[60],"overall":[61],"expectations":[62],"engagement":[65],"developing":[67],"automated":[68],"solutions.":[69],"Pharmacovigilance":[70],"will":[74,102,118],"need":[75],"rely":[77],"on":[78],"advanced":[79],"methods,":[80],"such":[81],"as":[82],"natural":[83],"language":[84],"processing":[85],"validated":[87],"mathematical":[88],"models,":[89],"resolve":[91],"issues":[93,136],"provide":[95,104],"properly":[96],"contextualized":[97],"data.":[98],"However,":[99],"sophisticated":[100],"approaches":[101],"not":[103,111],"a":[105],"complete":[106],"solution":[107],"if":[108],"end-users":[109],"do":[110],"actively":[112],"participate":[113],"development,":[116],"ensure":[119],"tools":[120],"efficiently":[122],"complement":[123],"existing":[124],"processes":[125],"creating":[127],"unnecessary":[128],"resistance.":[129],"Our":[130],"group":[131],"has":[132],"already":[133],"tackled":[134],"these":[135],"applied":[138],"the":[139],"proposed":[140],"multiple":[143],"projects.":[144]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
