{"id":"https://openalex.org/W4405489293","doi":"https://doi.org/10.1109/embc53108.2024.10781496","title":"Enhancing Medication Recommendation with Hierarchical Network and Patient Visit Histories","display_name":"Enhancing Medication Recommendation with Hierarchical Network and Patient Visit Histories","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405489293","doi":"https://doi.org/10.1109/embc53108.2024.10781496","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039103"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10781496","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781496","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5066481414","display_name":"Sawrawit Chairat","orcid":"https://orcid.org/0000-0002-4629-3924"},"institutions":[{"id":"https://openalex.org/I131868736","display_name":"Prince of Songkla University","ror":"https://ror.org/0575ycz84","country_code":"TH","type":"education","lineage":["https://openalex.org/I131868736"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Sawrawit Chairat","raw_affiliation_strings":["Prince of Songkla University,Faculty of Medicine,Department of Biomedical Sciences and Biomedical Engineering,Songkhla,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Prince of Songkla University,Faculty of Medicine,Department of Biomedical Sciences and Biomedical Engineering,Songkhla,Thailand","institution_ids":["https://openalex.org/I131868736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086810976","display_name":"Apichat Sae-Ang","orcid":null},"institutions":[{"id":"https://openalex.org/I131868736","display_name":"Prince of Songkla University","ror":"https://ror.org/0575ycz84","country_code":"TH","type":"education","lineage":["https://openalex.org/I131868736"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Apichat Sae-Ang","raw_affiliation_strings":["Prince of Songkla University,Division of Information Technology Faculty of Medicine,Songkhla,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Prince of Songkla University,Division of Information Technology Faculty of Medicine,Songkhla,Thailand","institution_ids":["https://openalex.org/I131868736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079497301","display_name":"Kerdkiat Suvirat","orcid":"https://orcid.org/0000-0002-5906-1065"},"institutions":[{"id":"https://openalex.org/I131868736","display_name":"Prince of Songkla University","ror":"https://ror.org/0575ycz84","country_code":"TH","type":"education","lineage":["https://openalex.org/I131868736"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Kerdkiat Suvirat","raw_affiliation_strings":["Prince of Songkla University,Division of Digital Innovation and Data Analytics, Faculty of Medicine,Songkhla,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Prince of Songkla University,Division of Digital Innovation and Data Analytics, Faculty of Medicine,Songkhla,Thailand","institution_ids":["https://openalex.org/I131868736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036521107","display_name":"Thammasin Ingviya","orcid":"https://orcid.org/0000-0002-8894-3817"},"institutions":[{"id":"https://openalex.org/I131868736","display_name":"Prince of Songkla University","ror":"https://ror.org/0575ycz84","country_code":"TH","type":"education","lineage":["https://openalex.org/I131868736"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Thammasin Ingviya","raw_affiliation_strings":["Prince of Songkla University,Faculty of Medicine,Department of Family Medicine and Preventive Medicine,Songkhla,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Prince of Songkla University,Faculty of Medicine,Department of Family Medicine and Preventive Medicine,Songkhla,Thailand","institution_ids":["https://openalex.org/I131868736"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069430065","display_name":"Sitthichok Chaichulee","orcid":"https://orcid.org/0000-0002-3159-7925"},"institutions":[{"id":"https://openalex.org/I131868736","display_name":"Prince of Songkla University","ror":"https://ror.org/0575ycz84","country_code":"TH","type":"education","lineage":["https://openalex.org/I131868736"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Sitthichok Chaichulee","raw_affiliation_strings":["Prince of Songkla University,Faculty of Medicine,Department of Biomedical Sciences and Biomedical Engineering,Songkhla,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Prince of Songkla University,Faculty of Medicine,Department of Biomedical Sciences and Biomedical Engineering,Songkhla,Thailand","institution_ids":["https://openalex.org/I131868736"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I131868736"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25638145,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9991000294685364,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9991000294685364,"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/T10028","display_name":"Topic Modeling","score":0.9901999831199646,"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/T12488","display_name":"Mental Health via Writing","score":0.9872000217437744,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6180395483970642}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6180395483970642}],"mesh":[{"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011307","descriptor_name":"Drug Prescriptions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011307","descriptor_name":"Drug Prescriptions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011307","descriptor_name":"Drug Prescriptions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016303","descriptor_name":"Clinical Pharmacy Information Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016303","descriptor_name":"Clinical Pharmacy Information Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055695","descriptor_name":"Electronic Prescribing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055695","descriptor_name":"Electronic Prescribing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10781496","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781496","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039103","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039103","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}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322692","display_name":"Prince of Songkla University","ror":"https://ror.org/0575ycz84"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2136855624","https://openalex.org/W2493916176","https://openalex.org/W2531051281","https://openalex.org/W2964068143","https://openalex.org/W2983965928","https://openalex.org/W3089538137","https://openalex.org/W3102563707","https://openalex.org/W3111386522","https://openalex.org/W3161996145","https://openalex.org/W4220894606","https://openalex.org/W4368356123","https://openalex.org/W4380359303","https://openalex.org/W4388901905","https://openalex.org/W4389519363"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Prescribing":[0],"medications":[1],"is":[2],"an":[3],"essential":[4],"part":[5],"of":[6,49,91,105],"patient":[7,114],"care":[8,79],"and":[9,12,38,61,71,95,102,129],"requires":[10],"precision":[11,88],"personalization":[13],"in":[14],"selection.":[15],"Our":[16,82,120],"study":[17],"introduces":[18],"a":[19,40,85,123],"hierarchical":[20,41,47],"medication":[21,50,127],"recommendation":[22],"system":[23,53],"that":[24,112],"aims":[25],"to":[26,34,44,66,125],"improve":[27,118,126],"the":[28,46,58,62,98,106],"prescribing":[29,128],"process.":[30],"We":[31,69,110],"use":[32],"FastText":[33],"embed":[35],"medical":[36],"contexts":[37],"employ":[39],"attention-based":[42],"model":[43,74,83],"manage":[45],"structure":[48],"codes.":[51],"The":[52],"takes":[54],"input":[55],"data":[56],"from":[57],"current":[59],"visit":[60,115],"three":[63],"previous":[64],"visits":[65],"make":[67],"recommendations.":[68,136],"trained":[70],"evaluated":[72],"our":[73],"on":[75],"99,417":[76],"anonymized":[77],"primary":[78],"outpatient":[80],"visits.":[81],"achieved":[84],"mean":[86],"average":[87],"(mean":[89],"AP)":[90],"0.8724,":[92],"0.7419,":[93],"0.6805,":[94],"0.6184":[96],"at":[97],"first,":[99],"second,":[100],"third,":[101],"fourth":[103],"levels":[104],"ATC":[107],"system,":[108],"respectively.":[109],"demonstrate":[111],"incorporating":[113],"histories":[116],"can":[117],"predictions.":[119],"results":[121],"provide":[122],"solution":[124],"suggest":[130],"possible":[131],"extensions":[132],"for":[133],"more":[134],"comprehensive":[135]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}