{"id":"https://openalex.org/W4387145972","doi":"https://doi.org/10.1109/jbhi.2023.3320139","title":"SHAPE: A Sample-Adaptive Hierarchical Prediction Network for Medication Recommendation","display_name":"SHAPE: A Sample-Adaptive Hierarchical Prediction Network for Medication Recommendation","publication_year":2023,"publication_date":"2023-09-28","ids":{"openalex":"https://openalex.org/W4387145972","doi":"https://doi.org/10.1109/jbhi.2023.3320139","pmid":"https://pubmed.ncbi.nlm.nih.gov/37768789"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2023.3320139","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3320139","pdf_url":"https://ieeexplore.ieee.org/ielx7/6221020/6363502/10266699.pdf","source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/6221020/6363502/10266699.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077536816","display_name":"Sicen Liu","orcid":"https://orcid.org/0000-0001-6608-7442"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sicen Liu","raw_affiliation_strings":["Department of Computer Science, Harbin Institute of Technology (Shenzhen), Shenzhen, China","Peng Cheng Laboratory, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-6608-7442","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Harbin Institute of Technology (Shenzhen), Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100424254","display_name":"Xiaolong Wang","orcid":"https://orcid.org/0000-0001-9003-4252"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolong Wang","raw_affiliation_strings":["Department of Computer Science, Harbin Institute of Technology (Shenzhen), Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-9003-4252","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Harbin Institute of Technology (Shenzhen), Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079546302","display_name":"Jingcheng Du","orcid":"https://orcid.org/0000-0002-0322-4566"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]},{"id":"https://openalex.org/I926333354","display_name":"Tetra Tech (United States)","ror":"https://ror.org/03fk8t087","country_code":"US","type":"company","lineage":["https://openalex.org/I926333354"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jingcheng Du","raw_affiliation_strings":["Melax Tech, Inc., Houston, TX, USA","The University of Texas Health Science Center at Houston, TX, USA","Melax Tech, Inc,, Houston,, TX, USA"],"raw_orcid":"https://orcid.org/0000-0002-0322-4566","affiliations":[{"raw_affiliation_string":"Melax Tech, Inc., Houston, TX, USA","institution_ids":["https://openalex.org/I926333354"]},{"raw_affiliation_string":"The University of Texas Health Science Center at Houston, TX, USA","institution_ids":["https://openalex.org/I919571938"]},{"raw_affiliation_string":"Melax Tech, Inc,, Houston,, TX, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027262293","display_name":"Yongshuai Hou","orcid":"https://orcid.org/0000-0001-6994-8295"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongshuai Hou","raw_affiliation_strings":["Peng Cheng Laboratory, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-6994-8295","affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037550740","display_name":"Xianbing Zhao","orcid":"https://orcid.org/0000-0001-5482-3895"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianbing Zhao","raw_affiliation_strings":["Department of Computer Science, Harbin Institute of Technology (Shenzhen), Shenzhen, China","Peng Cheng Laboratory, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-5482-3895","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Harbin Institute of Technology (Shenzhen), Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100625645","display_name":"Hui Xu","orcid":"https://orcid.org/0000-0003-2081-555X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hui Xu","raw_affiliation_strings":["Gennlife (Beijing) Technology Company, Ltd., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gennlife (Beijing) Technology Company, Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100460917","display_name":"Hui Wang","orcid":"https://orcid.org/0000-0003-2633-6015"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hui Wang","raw_affiliation_strings":["Gennlife (Beijing) Technology Company, Ltd., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gennlife (Beijing) Technology Company, Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101632572","display_name":"Yang Xiang","orcid":"https://orcid.org/0000-0003-1395-6805"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Xiang","raw_affiliation_strings":["Peng Cheng Laboratory, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-1395-6805","affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014238603","display_name":"Buzhou Tang","orcid":"https://orcid.org/0000-0003-0271-8246"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Buzhou Tang","raw_affiliation_strings":["Department of Computer Science, Harbin Institute of Technology (Shenzhen), Shenzhen, China","Peng Cheng Laboratory, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-0271-8246","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Harbin Institute of Technology (Shenzhen), Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.7527,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.94578957,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"27","issue":"12","first_page":"6018","last_page":"6028"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9751999974250793,"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":0.9289000034332275,"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/benchmark","display_name":"Benchmark (surveying)","score":0.8022165298461914},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.741230309009552},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6670295000076294},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6553722023963928},{"id":"https://openalex.org/keywords/encode","display_name":"ENCODE","score":0.6105915307998657},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.585041880607605},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.5612432360649109},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.5563817024230957},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5366449356079102},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5055012702941895},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48375916481018066},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4466540515422821},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4431445300579071},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.41819146275520325},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3730575442314148}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8022165298461914},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.741230309009552},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6670295000076294},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6553722023963928},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.6105915307998657},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.585041880607605},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.5612432360649109},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.5563817024230957},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5366449356079102},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5055012702941895},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48375916481018066},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4466540515422821},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4431445300579071},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.41819146275520325},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3730575442314148},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000076322","descriptor_name":"Multimorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076322","descriptor_name":"Multimorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076322","descriptor_name":"Multimorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076322","descriptor_name":"Multimorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2023.3320139","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3320139","pdf_url":"https://ieeexplore.ieee.org/ielx7/6221020/6363502/10266699.pdf","source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:37768789","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37768789","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.1109/jbhi.2023.3320139","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3320139","pdf_url":"https://ieeexplore.ieee.org/ielx7/6221020/6363502/10266699.pdf","source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7200000286102295,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1035160325","display_name":null,"funder_award_id":"U1813215","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2731649627","display_name":null,"funder_award_id":"2019A1515011158","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2963887535","display_name":null,"funder_award_id":"2019A1515011158","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G4902115189","display_name":null,"funder_award_id":"61876052","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6233398042","display_name":null,"funder_award_id":"62106115","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6430788580","display_name":null,"funder_award_id":"62276075","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7890330169","display_name":null,"funder_award_id":"JCYJ20190806112210067","funder_id":"https://openalex.org/F4320335966","funder_display_name":"Science and Technology Planning Project of Shenzhen Municipality"},{"id":"https://openalex.org/G965288165","display_name":null,"funder_award_id":"62276082","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"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320335966","display_name":"Science and Technology Planning Project of Shenzhen Municipality","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387145972.pdf","grobid_xml":"https://content.openalex.org/works/W4387145972.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2119002393","https://openalex.org/W2296073425","https://openalex.org/W2396881363","https://openalex.org/W2518582440","https://openalex.org/W2547403183","https://openalex.org/W2744140371","https://openalex.org/W2784499877","https://openalex.org/W2805089815","https://openalex.org/W2896457183","https://openalex.org/W2905810301","https://openalex.org/W2914241418","https://openalex.org/W2963806310","https://openalex.org/W2964068143","https://openalex.org/W2965570621","https://openalex.org/W3036836886","https://openalex.org/W3092198864","https://openalex.org/W3092301826","https://openalex.org/W3098949126","https://openalex.org/W3111386522","https://openalex.org/W3150123864","https://openalex.org/W3178525202","https://openalex.org/W3187287398","https://openalex.org/W3189998517","https://openalex.org/W3192905713","https://openalex.org/W3202019878","https://openalex.org/W3208229897","https://openalex.org/W3212300221","https://openalex.org/W4206985727","https://openalex.org/W4213346784","https://openalex.org/W4213431550","https://openalex.org/W4214862906","https://openalex.org/W4220894606","https://openalex.org/W4225576909","https://openalex.org/W4226237694","https://openalex.org/W4283270512","https://openalex.org/W4290927771","https://openalex.org/W4312517597","https://openalex.org/W6631190155","https://openalex.org/W6726186668","https://openalex.org/W6736021936","https://openalex.org/W6739901393","https://openalex.org/W6755207826","https://openalex.org/W6755477022","https://openalex.org/W6760278398","https://openalex.org/W6793553079","https://openalex.org/W6811049435"],"related_works":["https://openalex.org/W2372020181","https://openalex.org/W2156531654","https://openalex.org/W4378714697","https://openalex.org/W1581723585","https://openalex.org/W2294330161","https://openalex.org/W2804553224","https://openalex.org/W4283822356","https://openalex.org/W1950940422","https://openalex.org/W2129146436","https://openalex.org/W1510159504"],"abstract_inverted_index":{"Effectively":[0],"medication":[1,104],"recommendation":[2,105],"with":[3,145,186],"complex":[4],"multimorbidity":[5],"conditions":[6,49],"is":[7,66],"a":[8,88,110,156,176],"critical":[9],"yet":[10],"challenging":[11],"task":[12],"in":[13,61,102,119],"healthcare.":[14],"Most":[15],"existing":[16],"works":[17],"predicted":[18],"medications":[19],"based":[20],"on":[21,175],"longitudinal":[22,41,77,132,138],"records,":[23],"which":[24],"assumed":[25],"the":[26,47,62,75,99,103,117,120,136,143,146,150,163,170,180],"encoding":[27],"format":[28],"of":[29,39,74,79,148,165,182],"intra-visit":[30,63,112],"medical":[31,64,121],"events":[32],"are":[33,44,81],"serialized":[34],"and":[35,127],"information":[36],"transmitted":[37],"patterns":[38],"learning":[40,71,159],"sequence":[42],"data":[43],"stable.":[45],"However,":[46],"following":[48],"may":[50],"have":[51],"been":[52],"ignored:":[53],"1)":[54],"A":[55],"more":[56],"compact":[57,111],"encoder":[58,114,133],"for":[59,70,123],"intra-relationship":[60],"event":[65,122],"urgent;":[67],"2)":[68],"Strategies":[69],"accurate":[72],"representations":[73],"variable":[76,151],"sequences":[78],"patients":[80],"different.":[82],"In":[83],"this":[84],"article,":[85],"we":[86,108,154],"proposed":[87],"novel":[89],"Sample-adaptive":[90],"Hierarchical":[91],"medicAtion":[92],"Prediction":[93],"nEtwork,":[94],"termed":[95],"SHAPE,":[96],"to":[97,115,134,161],"tackle":[98],"above":[100],"challenges":[101],"task.":[106],"Specifically,":[107],"design":[109],"set":[113],"encode":[116],"relationship":[118],"obtaining":[124],"visit-level":[125],"representation":[126,139],"then":[128],"develop":[129],"an":[130],"inter-visit":[131],"learn":[135],"patient-level":[137],"efficiently.":[140],"To":[141],"endow":[142],"model":[144,184],"capability":[147],"modeling":[149],"visit":[152,171],"length,":[153],"introduce":[155],"soft":[157],"curriculum":[158],"method":[160],"assign":[162],"difficulty":[164],"each":[166],"sample":[167],"automatically":[168],"by":[169],"length.":[172],"Extensive":[173],"experiments":[174],"benchmark":[177],"dataset":[178],"verify":[179],"superiority":[181],"our":[183],"compared":[185],"several":[187],"state-of-the-art":[188],"baselines.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":7}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}