{"id":"https://openalex.org/W4414995279","doi":"https://doi.org/10.1186/s13040-025-00448-7","title":"MediNet: ensemble transfer learning approach for classification of medical drugs-related text reviews using significant combined-embeddings","display_name":"MediNet: ensemble transfer learning approach for classification of medical drugs-related text reviews using significant combined-embeddings","publication_year":2025,"publication_date":"2025-10-09","ids":{"openalex":"https://openalex.org/W4414995279","doi":"https://doi.org/10.1186/s13040-025-00448-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/41068929"},"language":"en","primary_location":{"id":"doi:10.1186/s13040-025-00448-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-025-00448-7","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-025-00448-7","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-025-00448-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007596905","display_name":"Tai-hoon Kim","orcid":"https://orcid.org/0000-0003-0117-8102"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Tai-hoon Kim","raw_affiliation_strings":["School of Electrical and Computer Engineering, Chonnam National University, 50, Daehak-ro, Yeosu-si, 59626, Republic of Korea. taihoonn@chonnam.ac.kr","School of Electrical and Computer Engineering, Chonnam National University, 50, Daehak-ro, Yeosu-si, 59626, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Chonnam National University, 50, Daehak-ro, Yeosu-si, 59626, Republic of Korea. taihoonn@chonnam.ac.kr","institution_ids":["https://openalex.org/I111277659"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Chonnam National University, 50, Daehak-ro, Yeosu-si, 59626, Republic of Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086028034","display_name":"Asma Aldrees","orcid":"https://orcid.org/0000-0003-0448-9889"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Asma Aldrees","raw_affiliation_strings":["Department of Informatics and Computer Systems College of Computer Science, King Khalid University, Abha, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics and Computer Systems College of Computer Science, King Khalid University, Abha, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068139357","display_name":"Dina Abdulaziz AlHammadi","orcid":"https://orcid.org/0000-0002-2680-8206"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Dina Abdulaziz AlHammadi","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, Riyadh, 11671, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, Riyadh, 11671, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009400840","display_name":"Muhammad Umer","orcid":"https://orcid.org/0000-0002-6015-9326"},"institutions":[{"id":"https://openalex.org/I174731842","display_name":"Islamia University of Bahawalpur","ror":"https://ror.org/002rc4w13","country_code":"PK","type":"education","lineage":["https://openalex.org/I174731842"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Umer","raw_affiliation_strings":["Department of Computer Science & Information Technology, The Islamia University of Bahawalpur, Bahawalpur, 63100, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Information Technology, The Islamia University of Bahawalpur, Bahawalpur, 63100, Pakistan","institution_ids":["https://openalex.org/I174731842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023376088","display_name":"Taoufik Saidani","orcid":"https://orcid.org/0000-0002-3707-6135"},"institutions":[{"id":"https://openalex.org/I118590987","display_name":"Northern Border University","ror":"https://ror.org/03j9tzj20","country_code":"SA","type":"education","lineage":["https://openalex.org/I118590987"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Taoufik Saidani","raw_affiliation_strings":["Center for Scientific Research and Entrepreneurship, Northern Border University, Arar, 73213, Saudi Arabia. Taoufik.Saidan@nbu.edu.sa","Center for Scientific Research and Entrepreneurship, Northern Border University, Arar, 73213, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Scientific Research and Entrepreneurship, Northern Border University, Arar, 73213, Saudi Arabia. Taoufik.Saidan@nbu.edu.sa","institution_ids":["https://openalex.org/I118590987"]},{"raw_affiliation_string":"Center for Scientific Research and Entrepreneurship, Northern Border University, Arar, 73213, Saudi Arabia","institution_ids":["https://openalex.org/I118590987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000028489","display_name":"Shtwai Alsubai","orcid":"https://orcid.org/0000-0002-6584-7400"},"institutions":[{"id":"https://openalex.org/I142608572","display_name":"Prince Sattam Bin Abdulaziz University","ror":"https://ror.org/04jt46d36","country_code":"SA","type":"education","lineage":["https://openalex.org/I142608572"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Shtwai Alsubai","raw_affiliation_strings":["Department of Computer Science, College of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj, 11942, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj, 11942, Saudi Arabia","institution_ids":["https://openalex.org/I142608572"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074629800","display_name":"Imran Ashraf","orcid":"https://orcid.org/0000-0002-8271-6496"},"institutions":[{"id":"https://openalex.org/I55240360","display_name":"Yeungnam University","ror":"https://ror.org/05yc6p159","country_code":"KR","type":"education","lineage":["https://openalex.org/I55240360"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Imran Ashraf","raw_affiliation_strings":["Department of Information and Communication Engineering, Yeungnam University, Gyeongsan, 38541, Republic of Korea. imranashraf@ynu.ac.kr","Department of Information and Communication Engineering, Yeungnam University, Gyeongsan, 38541, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information and Communication Engineering, Yeungnam University, Gyeongsan, 38541, Republic of Korea. imranashraf@ynu.ac.kr","institution_ids":["https://openalex.org/I55240360"]},{"raw_affiliation_string":"Department of Information and Communication Engineering, Yeungnam University, Gyeongsan, 38541, Republic of Korea","institution_ids":["https://openalex.org/I55240360"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5007596905","https://openalex.org/A5023376088","https://openalex.org/A5074629800"],"corresponding_institution_ids":["https://openalex.org/I111277659","https://openalex.org/I118590987","https://openalex.org/I55240360"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23317544,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"1","first_page":"71","last_page":"71"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9876000285148621,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9782999753952026,"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/generalizability-theory","display_name":"Generalizability theory","score":0.7526999711990356},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.6492999792098999},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6377999782562256},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.569599986076355},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5428000092506409},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5328999757766724},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.49380001425743103},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.46889999508857727},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.4138999879360199}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8277000188827515},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.7526999711990356},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.6492999792098999},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6377999782562256},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.616599977016449},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.569599986076355},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5521000027656555},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5428000092506409},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5328999757766724},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.49380001425743103},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4909999966621399},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.46889999508857727},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.4138999879360199},{"id":"https://openalex.org/C2779439875","wikidata":"https://www.wikidata.org/wiki/Q1078276","display_name":"Natural language understanding","level":3,"score":0.3684000074863434},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3147999942302704},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.31380000710487366},{"id":"https://openalex.org/C2776959682","wikidata":"https://www.wikidata.org/wiki/Q17005296","display_name":"Co-training","level":3,"score":0.29409998655319214},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.288100004196167},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2874999940395355},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.28610000014305115},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.2840000092983246},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C154775046","wikidata":"https://www.wikidata.org/wiki/Q188","display_name":"German","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.2632000148296356},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.2624000012874603},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.2551000118255615},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.25450000166893005},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.25440001487731934},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.2535000145435333},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.2515000104904175}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s13040-025-00448-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-025-00448-7","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-025-00448-7","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},{"id":"pmid:41068929","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41068929","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":"BioData mining","raw_type":null},{"id":"pmh:oai:doaj.org/article:999bcdf6ed0748588873d21206750593","is_oa":true,"landing_page_url":"https://doaj.org/article/999bcdf6ed0748588873d21206750593","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BioData Mining, Vol 18, Iss 1, Pp 1-18 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11320449","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12512702","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s13040-025-00448-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-025-00448-7","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-025-00448-7","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2303859403","display_name":null,"funder_award_id":"PNURSP2025R508","funder_id":"https://openalex.org/F4320337220","funder_display_name":"Deanship of Scientific Research, Princess Nourah Bint Abdulrahman University"},{"id":"https://openalex.org/G3528696576","display_name":null,"funder_award_id":"NBU-CRP-2025-2225","funder_id":"https://openalex.org/F4320328654","funder_display_name":"Northern Border University"},{"id":"https://openalex.org/G4516097555","display_name":null,"funder_award_id":"NBU-CRP-2025-2225","funder_id":"https://openalex.org/F4320324458","funder_display_name":"Northern Borders University"},{"id":"https://openalex.org/G487178697","display_name":null,"funder_award_id":"PNURSP2025R508","funder_id":"https://openalex.org/F4320322484","funder_display_name":"Princess Nourah Bint Abdulrahman University"},{"id":"https://openalex.org/G6247107069","display_name":null,"funder_award_id":"RGP2/379/46","funder_id":"https://openalex.org/F4320324433","funder_display_name":"King Khalid University"},{"id":"https://openalex.org/G742584893","display_name":null,"funder_award_id":"RGP1/296/45","funder_id":"https://openalex.org/F33954902","funder_display_name":"Deanship of Scientific Research, King Khalid University"}],"funders":[{"id":"https://openalex.org/F33954902","display_name":"Deanship of Scientific Research, King Khalid University","ror":null},{"id":"https://openalex.org/F4320322484","display_name":"Princess Nourah Bint Abdulrahman University","ror":"https://ror.org/05b0cyh02"},{"id":"https://openalex.org/F4320324433","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30"},{"id":"https://openalex.org/F4320324458","display_name":"Northern Borders University","ror":"https://ror.org/03j9tzj20"},{"id":"https://openalex.org/F4320328654","display_name":"Northern Border University","ror":null},{"id":"https://openalex.org/F4320337220","display_name":"Deanship of Scientific Research, Princess Nourah Bint Abdulrahman University","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414995279.pdf","grobid_xml":"https://content.openalex.org/works/W4414995279.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2304094619","https://openalex.org/W2317015106","https://openalex.org/W2531409750","https://openalex.org/W2798859316","https://openalex.org/W2802875379","https://openalex.org/W2910326837","https://openalex.org/W2963026768","https://openalex.org/W2964673274","https://openalex.org/W2966109107","https://openalex.org/W3016463114","https://openalex.org/W4205184193","https://openalex.org/W4205778870","https://openalex.org/W4241016396","https://openalex.org/W4297685746","https://openalex.org/W4321375631","https://openalex.org/W4380538090","https://openalex.org/W4385308123","https://openalex.org/W4387568653","https://openalex.org/W4387911035","https://openalex.org/W4388068333","https://openalex.org/W4396978679","https://openalex.org/W4400188618","https://openalex.org/W4400659510","https://openalex.org/W4400730982"],"related_works":[],"abstract_inverted_index":{"This":[0],"research":[1,176],"work":[2],"provides":[3],"an":[4,28],"innovative":[5],"approach,":[6],"called":[7],"MediNet,":[8],"for":[9,153,174],"drug":[10,57,87,155],"safety":[11,88,156],"review":[12],"classification":[13],"that":[14,146],"integrates":[15],"the":[16,49,112,116,120],"strengths":[17],"of":[18,30,38,86,107,119],"three":[19],"word":[20,40],"embedding":[21],"approaches:":[22],"FastText,":[23],"ELMo,":[24],"and":[25,32,45,65,72,101,161,181],"GloVe,":[26],"alongside":[27],"ensemble":[29,60],"EfficientNetB4":[31],"MobileNet":[33],"models.":[34,166],"The":[35,59,74,105,167],"unique":[36],"blend":[37],"these":[39],"embeddings":[41],"captures":[42],"both":[43,70],"context-independent":[44],"context-dependent":[46],"representations,":[47],"enabling":[48],"model":[50,76],"to":[51,164,184],"understand":[52],"complex":[53],"linguistic":[54],"nuances":[55],"within":[56],"reviews.":[58],"architecture":[61],"leverages":[62],"EfficientNetB4's":[63],"scalability":[64],"MobileNet's":[66],"efficiency,":[67],"making":[68],"MediNet":[69,77,108,123,147],"powerful":[71],"resource-efficient.":[73],"proposed":[75,168],"is":[78,109,148],"evaluated":[79,110],"concerning":[80],"performance":[81],"on":[82],"a":[83,94,149,171],"comprehensive":[84],"dataset":[85],"reviews,":[89,157],"achieving":[90],"remarkable":[91],"results":[92,124,144],"with":[93],"95.69%":[95],"accuracy,":[96],"96.46%":[97],"precision,":[98],"98.30%":[99],"recall,":[100],"97.22%":[102],"F1":[103],"score.":[104],"generalizability":[106],"using":[111],"cross-validation":[113],"technique,":[114],"demonstrating":[115],"statistical":[117],"significance":[118],"results.":[121],"Additionally,":[122],"are":[125],"compared":[126,163],"against":[127],"six":[128],"other":[129,138],"well-known":[130],"transfer":[131],"learning":[132],"models,":[133],"where":[134],"it":[135],"consistently":[136],"outperforms":[137],"models":[139],"across":[140],"all":[141],"metrics.":[142],"These":[143],"suggest":[145],"highly":[150],"effective":[151],"solution":[152],"classifying":[154],"significantly":[158],"improving":[159],"accuracy":[160],"reliability":[162],"existing":[165],"approach":[169],"offers":[170],"promising":[172],"direction":[173],"future":[175],"in":[177],"natural":[178],"language":[179],"processing":[180],"its":[182],"application":[183],"healthcare.":[185]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
