{"id":"https://openalex.org/W4407131024","doi":"https://doi.org/10.1109/imcom64595.2025.10857582","title":"Leveraging Large Language Models for Smart Pharmacy Systems: Enhancing Drug Safety and Operational Efficiency","display_name":"Leveraging Large Language Models for Smart Pharmacy Systems: Enhancing Drug Safety and Operational Efficiency","publication_year":2025,"publication_date":"2025-01-03","ids":{"openalex":"https://openalex.org/W4407131024","doi":"https://doi.org/10.1109/imcom64595.2025.10857582"},"language":"en","primary_location":{"id":"doi:10.1109/imcom64595.2025.10857582","is_oa":false,"landing_page_url":"https://doi.org/10.1109/imcom64595.2025.10857582","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 19th International Conference on Ubiquitous Information Management and Communication (IMCOM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5116145095","display_name":"Abdelrahman Osheba","orcid":null},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]},{"id":"https://openalex.org/I4400009028","display_name":"Galala University","ror":"https://ror.org/04x3ne739","country_code":null,"type":"education","lineage":["https://openalex.org/I4400009028"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Abdelrahman Osheba","raw_affiliation_strings":["Galala University,Faculty of Computer Science and Engineering,Egypt"],"affiliations":[{"raw_affiliation_string":"Galala University,Faculty of Computer Science and Engineering,Egypt","institution_ids":["https://openalex.org/I145487455","https://openalex.org/I4400009028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111852725","display_name":"A. Abou-Elela","orcid":null},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]},{"id":"https://openalex.org/I4400009028","display_name":"Galala University","ror":"https://ror.org/04x3ne739","country_code":null,"type":"education","lineage":["https://openalex.org/I4400009028"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ahmed Abou-El-Ela","raw_affiliation_strings":["Galala University,Faculty of Computer Science and Engineering,Egypt"],"affiliations":[{"raw_affiliation_string":"Galala University,Faculty of Computer Science and Engineering,Egypt","institution_ids":["https://openalex.org/I145487455","https://openalex.org/I4400009028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116145096","display_name":"Osama Adel","orcid":null},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]},{"id":"https://openalex.org/I4400009028","display_name":"Galala University","ror":"https://ror.org/04x3ne739","country_code":null,"type":"education","lineage":["https://openalex.org/I4400009028"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Osama Adel","raw_affiliation_strings":["Galala University,Faculty of Computer Science and Engineering,Egypt"],"affiliations":[{"raw_affiliation_string":"Galala University,Faculty of Computer Science and Engineering,Egypt","institution_ids":["https://openalex.org/I145487455","https://openalex.org/I4400009028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116145097","display_name":"Youssef Maaod","orcid":null},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]},{"id":"https://openalex.org/I4400009028","display_name":"Galala University","ror":"https://ror.org/04x3ne739","country_code":null,"type":"education","lineage":["https://openalex.org/I4400009028"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Youssef Maaod","raw_affiliation_strings":["Galala University,Faculty of Computer Science and Engineering,Egypt"],"affiliations":[{"raw_affiliation_string":"Galala University,Faculty of Computer Science and Engineering,Egypt","institution_ids":["https://openalex.org/I145487455","https://openalex.org/I4400009028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023828527","display_name":"Tamer Abuhmed","orcid":"https://orcid.org/0000-0001-9232-4843"},"institutions":[{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Tamer Abuhmed","raw_affiliation_strings":["College of Computing and Informatics, Sungkyunkwan University,South Korea"],"affiliations":[{"raw_affiliation_string":"College of Computing and Informatics, Sungkyunkwan University,South Korea","institution_ids":["https://openalex.org/I848706"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052265483","display_name":"Shaker El\u2013Sappagh","orcid":"https://orcid.org/0000-0001-9705-1477"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]},{"id":"https://openalex.org/I4400009028","display_name":"Galala University","ror":"https://ror.org/04x3ne739","country_code":null,"type":"education","lineage":["https://openalex.org/I4400009028"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Shaker El-Sappagh","raw_affiliation_strings":["Galala University,Faculty of Computer Science and Engineering,Egypt"],"affiliations":[{"raw_affiliation_string":"Galala University,Faculty of Computer Science and Engineering,Egypt","institution_ids":["https://openalex.org/I145487455","https://openalex.org/I4400009028"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5116145095"],"corresponding_institution_ids":["https://openalex.org/I145487455","https://openalex.org/I4400009028"],"apc_list":null,"apc_paid":null,"fwci":2.7352,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.88920896,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.8461999893188477,"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"}},"topics":[{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.8461999893188477,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.7383999824523926,"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/T14470","display_name":"Advanced Data Processing Techniques","score":0.6916000247001648,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6680430769920349},{"id":"https://openalex.org/keywords/pharmacy","display_name":"Pharmacy","score":0.5400062799453735},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.4789441227912903},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11783376336097717},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.11254453659057617}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6680430769920349},{"id":"https://openalex.org/C104863432","wikidata":"https://www.wikidata.org/wiki/Q614304","display_name":"Pharmacy","level":2,"score":0.5400062799453735},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.4789441227912903},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11783376336097717},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.11254453659057617},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/imcom64595.2025.10857582","is_oa":false,"landing_page_url":"https://doi.org/10.1109/imcom64595.2025.10857582","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 19th International Conference on Ubiquitous Information Management and Communication (IMCOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1128486320","display_name":null,"funder_award_id":"2021R1A2C1011198","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320319144","display_name":"Indian Institute of Technology, Patna","ror":"https://ror.org/01ft5vz71"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2056070943","https://openalex.org/W2088249484","https://openalex.org/W2799962345","https://openalex.org/W2997385859","https://openalex.org/W3088680691","https://openalex.org/W3155418065","https://openalex.org/W4382314961","https://openalex.org/W4393466856","https://openalex.org/W4394877296","https://openalex.org/W4396685186"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4285744524","https://openalex.org/W2168506491","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"Adverse":[0],"drug":[1,32,59,112],"reactions":[2],"(ADRs)":[3],"remain":[4],"a":[5],"crucial":[6],"challenge":[7],"in":[8,173],"healthcare":[9,161,186],"systems,":[10],"highly":[11],"contributing":[12],"to":[13,30,53,73,152,200],"patient":[14,203],"mortality.":[15],"We":[16],"present":[17],"an":[18,88,103,115,178],"innovative":[19],"smart":[20,133,190],"pharmacy":[21,35,134,144,175,191],"system":[22,39,135,192],"that":[23,181],"utilizes":[24],"advanced":[25,126],"large":[26],"language":[27],"models":[28],"(LLMs)":[29],"enhance":[31,159],"safety":[33,140],"and":[34,48,64,82,84,100,109,114,122,158,171],"operational":[36],"efficiency.":[37],"Our":[38,163],"integrates":[40,182],"real-time":[41,95],"data":[42,120],"from":[43],"patient's":[44],"prescriptions,":[45],"medication":[46,98,139],"databases,":[47],"electronic":[49],"health":[50],"records":[51],"(EHR)":[52],"automate":[54],"the":[55,150,166],"detection":[56],"of":[57,97,169],"potential":[58,151],"interactions,":[60],"optimizing":[61],"clinical":[62],"decision-making":[63],"reducing":[65],"ADR-related":[66,155],"risks.":[67],"The":[68,188],"system's":[69],"architecture":[70],"is":[71],"designed":[72],"easily":[74,183],"manage":[75],"prescription":[76],"processing":[77],"for":[78,107,118],"patients,":[79],"inventory":[80,101],"management":[81],"control,":[83],"Pharmacist":[85],"consultations":[86],"through":[87],"intelligent":[89],"chatbot":[90,117],"interface.":[91],"Key":[92],"features":[93],"include":[94],"tracking":[96],"expiration":[99],"levels,":[102],"interaction":[104],"checker":[105],"API":[106],"identifying":[108],"mitigating":[110],"risky":[111],"combinations,":[113],"LLM-powered":[116],"accurate":[119],"analysis":[121],"visualization.":[123],"By":[124],"combining":[125],"computational":[127],"techniques":[128],"with":[129],"AI-driven":[130],"insights,":[131],"our":[132],"not":[136],"only":[137],"improves":[138],"but":[141],"also":[142],"eases":[143],"operations.":[145],"This":[146],"transformative":[147],"approach":[148],"holds":[149],"significantly":[153],"reduce":[154],"hospital":[156,197],"admissions":[157],"overall":[160],"delivery.":[162],"research":[164],"underscores":[165],"vital":[167],"role":[168],"AI":[170],"LLMs":[172],"modern":[174],"practice,":[176],"offering":[177],"inclusive":[179],"solution":[180],"into":[184,196],"existing":[185],"infrastructures.":[187],"proposed":[189],"can":[193],"be":[194],"plugged":[195],"EHR":[198],"systems":[199],"automatically":[201],"track":[202],"medications.":[204]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}
