{"id":"https://openalex.org/W4295308569","doi":"https://doi.org/10.1109/tnnls.2022.3202305","title":"HealthNet: A Health Progression Network via Heterogeneous Medical Information Fusion","display_name":"HealthNet: A Health Progression Network via Heterogeneous Medical Information Fusion","publication_year":2022,"publication_date":"2022-09-12","ids":{"openalex":"https://openalex.org/W4295308569","doi":"https://doi.org/10.1109/tnnls.2022.3202305","pmid":"https://pubmed.ncbi.nlm.nih.gov/36094994"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2022.3202305","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3202305","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","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/A5100295271","display_name":"Fuqiang Yu","orcid":"https://orcid.org/0000-0002-7117-5524"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuqiang Yu","raw_affiliation_strings":["School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-7117-5524","affiliations":[{"raw_affiliation_string":"School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101414718","display_name":"Lizhen Cui","orcid":"https://orcid.org/0000-0002-8262-8883"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lizhen Cui","raw_affiliation_strings":["School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-8262-8883","affiliations":[{"raw_affiliation_string":"School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100605447","display_name":"Huanhuan Chen","orcid":"https://orcid.org/0000-0002-3918-384X"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huanhuan Chen","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-3918-384X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100612686","display_name":"Yiming Cao","orcid":"https://orcid.org/0000-0003-4945-4049"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming Cao","raw_affiliation_strings":["School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-4945-4049","affiliations":[{"raw_affiliation_string":"School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101683584","display_name":"Ning Liu","orcid":"https://orcid.org/0000-0001-7475-9739"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ning Liu","raw_affiliation_strings":["School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0001-7475-9739","affiliations":[{"raw_affiliation_string":"School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057631007","display_name":"Weiming Huang","orcid":"https://orcid.org/0000-0002-3208-4208"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Weiming Huang","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-3208-4208","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017102724","display_name":"Yonghui Xu","orcid":"https://orcid.org/0000-0002-1891-6186"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yonghui Xu","raw_affiliation_strings":["School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-1891-6186","affiliations":[{"raw_affiliation_string":"School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079711114","display_name":"Hua Lu","orcid":"https://orcid.org/0000-0003-1199-6678"},"institutions":[{"id":"https://openalex.org/I107707843","display_name":"Roskilde University","ror":"https://ror.org/014axpa37","country_code":"DK","type":"education","lineage":["https://openalex.org/I107707843"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Hua Lu","raw_affiliation_strings":["Department of People and Technology, Roskilde University, Roskilde, Denmark"],"raw_orcid":"https://orcid.org/0000-0003-1199-6678","affiliations":[{"raw_affiliation_string":"Department of People and Technology, Roskilde University, Roskilde, Denmark","institution_ids":["https://openalex.org/I107707843"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5746,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.85659374,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"34","issue":"10","first_page":"6940","last_page":"6954"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9666000008583069,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.48804178833961487},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4679737389087677},{"id":"https://openalex.org/keywords/medical-information","display_name":"Medical information","score":0.45351994037628174},{"id":"https://openalex.org/keywords/information-fusion","display_name":"Information fusion","score":0.43314698338508606},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32292747497558594},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.25796711444854736},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17881789803504944},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.06915426254272461}],"concepts":[{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.48804178833961487},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4679737389087677},{"id":"https://openalex.org/C3019150057","wikidata":"https://www.wikidata.org/wiki/Q92779279","display_name":"Medical information","level":2,"score":0.45351994037628174},{"id":"https://openalex.org/C2982962833","wikidata":"https://www.wikidata.org/wiki/Q17092450","display_name":"Information fusion","level":2,"score":0.43314698338508606},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32292747497558594},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.25796711444854736},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17881789803504944},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.06915426254272461},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"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":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","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},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","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":3,"locations":[{"id":"doi:10.1109/tnnls.2022.3202305","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3202305","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:36094994","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36094994","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 transactions on neural networks and learning systems","raw_type":null},{"id":"pmh:oai:pure.atira.dk:publications/cbfa86bf-1248-4a73-aa3d-747bda9aea40","is_oa":false,"landing_page_url":"https://forskning.ruc.dk/da/publications/cbfa86bf-1248-4a73-aa3d-747bda9aea40","pdf_url":null,"source":{"id":"https://openalex.org/S4306401457","display_name":"RUCforsk (Roskilde University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I107707843","host_organization_name":"Roskilde University","host_organization_lineage":["https://openalex.org/I107707843"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Yu, F, Cui, L, Chen, H, Cao, Y, Liu, N, Huang, W, Xu, Y & Lu, H 2023, 'HealthNet : A Health Progression Network via Heterogeneous Medical Information Fusion', IEEE Transactions on Neural Networks and Learning Systems, vol. 34, no. 10, pp. 6940-6954. https://doi.org/10.1109/TNNLS.2022.3202305","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1333446516","display_name":null,"funder_award_id":"91846205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G257195535","display_name":null,"funder_award_id":"2021YFF0900800","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4896784468","display_name":null,"funder_award_id":"62137002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G9344464","display_name":null,"funder_award_id":"62176245","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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1614298861","https://openalex.org/W2031250362","https://openalex.org/W2064675550","https://openalex.org/W2187089797","https://openalex.org/W2242522500","https://openalex.org/W2259469853","https://openalex.org/W2284851926","https://openalex.org/W2393319904","https://openalex.org/W2396881363","https://openalex.org/W2511950764","https://openalex.org/W2557074642","https://openalex.org/W2607500032","https://openalex.org/W2614648345","https://openalex.org/W2690721124","https://openalex.org/W2742491462","https://openalex.org/W2745137980","https://openalex.org/W2788548088","https://openalex.org/W2799690436","https://openalex.org/W2874179177","https://openalex.org/W2889599487","https://openalex.org/W2904119616","https://openalex.org/W2962756421","https://openalex.org/W2963078493","https://openalex.org/W2963271116","https://openalex.org/W2963611386","https://openalex.org/W2964990093","https://openalex.org/W2997021962","https://openalex.org/W2997494090","https://openalex.org/W2997653844","https://openalex.org/W2998409174","https://openalex.org/W3004001630","https://openalex.org/W3034360394","https://openalex.org/W3102696737","https://openalex.org/W4294558607","https://openalex.org/W6636510571","https://openalex.org/W6639760991","https://openalex.org/W6680930200","https://openalex.org/W6692707676","https://openalex.org/W6712503630","https://openalex.org/W6726186668","https://openalex.org/W6738964360","https://openalex.org/W6754497374"],"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/W2355579697","https://openalex.org/W4360871138"],"abstract_inverted_index":{"Numerous":[0],"electronic":[1],"health":[2,11,17,21,73,132,148,153],"records":[3],"(EHRs)":[4],"offer":[5],"valuable":[6],"opportunities":[7],"for":[8,171],"understanding":[9],"patients'":[10,64,152],"status":[12,65],"at":[13],"different":[14],"stages,":[15],"namely":[16],"progression.":[18],"Extracting":[19],"the":[20,43,48,60,68,79,85,124,130,146,168],"progression":[22,74,96,133,149],"patterns":[23,75,150],"allows":[24],"researchers":[25],"to":[26,59,82,118,137],"perform":[27],"accurate":[28],"predictive":[29],"analysis":[30],"of":[31,63,71,151],"patient":[32],"outcomes.":[33],"However,":[34],"most":[35],"existing":[36],"works":[37],"on":[38,160],"this":[39,107,144],"task":[40,175],"suffer":[41],"from":[42],"following":[44],"two":[45],"limitations:":[46],"1)":[47],"diverse":[49],"dependencies":[50,125],"among":[51,126],"heterogeneous":[52,99,112,120],"medical":[53,100,121,140],"entities":[54,122],"are":[55],"overlooked,":[56],"which":[57],"leads":[58],"one-sided":[61],"modeling":[62],"and":[66,123,176],"2)":[67],"extraction":[69],"granularity":[70],"patient's":[72,86],"is":[76,104,116,135],"coarse,":[77],"limiting":[78],"model's":[80],"ability":[81],"accurately":[83],"infer":[84],"future":[87],"status.":[88],"To":[89],"address":[90],"these":[91],"challenges,":[92],"a":[93,110],"pretrained":[94],"Health":[95],"network":[97,134],"via":[98],"information":[101],"fusion,":[102],"HealthNet,":[103],"proposed":[105,131],"in":[106,114],"article.":[108],"Specifically,":[109],"global":[111],"graph":[113],"HealthNet":[115,166],"built":[117],"integrate":[119],"them.":[127],"In":[128],"addition,":[129],"designed":[136],"model":[138],"hierarchical":[139],"event":[141],"sequences.":[142],"By":[143],"method,":[145],"fine-grained":[147],"can":[154],"be":[155],"captured.":[156],"The":[157],"experimental":[158],"results":[159],"real":[161],"disease":[162],"datasets":[163],"demonstrate":[164],"that":[165],"outperforms":[167],"state-of-the-art":[169],"models":[170],"both":[172],"diagnosis":[173],"prediction":[174,178],"mortality":[177],"task.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}