{"id":"https://openalex.org/W7161785734","doi":"https://doi.org/10.1109/isbi61048.2026.11515978","title":"Exploring Intrinsic Hierarchical Organization for Medical Diagnosis","display_name":"Exploring Intrinsic Hierarchical Organization for Medical Diagnosis","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7161785734","doi":"https://doi.org/10.1109/isbi61048.2026.11515978"},"language":null,"primary_location":{"id":"doi:10.1109/isbi61048.2026.11515978","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11515978","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)","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/A5045305740","display_name":"Chengzhi Cao","orcid":"https://orcid.org/0009-0006-7177-8137"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Chengzhi Cao","raw_affiliation_strings":["Mohamed bin Zayed University of Artificial Intelligence,United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohamed bin Zayed University of Artificial Intelligence,United Arab Emirates","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5136543756","display_name":"Min Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Min Xu","raw_affiliation_strings":["Mohamed bin Zayed University of Artificial Intelligence,United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohamed bin Zayed University of Artificial Intelligence,United Arab Emirates","institution_ids":["https://openalex.org/I4210113480"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5045305740"],"corresponding_institution_ids":["https://openalex.org/I4210113480"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.93806991,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.05820000171661377,"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/T10320","display_name":"Neural Networks and Applications","score":0.05820000171661377,"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/T12805","display_name":"Cognitive Science and Mapping","score":0.050200000405311584,"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/T13748","display_name":"Advanced Statistical Modeling Techniques","score":0.04639999940991402,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/medical-diagnosis","display_name":"Medical diagnosis","score":0.7333999872207642},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.3370000123977661},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.29919999837875366},{"id":"https://openalex.org/keywords/clinical-diagnosis","display_name":"Clinical diagnosis","score":0.29600000381469727},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.2913999855518341}],"concepts":[{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.7333999872207642},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.510699987411499},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41690000891685486},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.3370000123977661},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C2983449737","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Clinical diagnosis","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.2913999855518341},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28790000081062317},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2703000009059906},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.26420000195503235}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi61048.2026.11515978","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11515978","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2890888035","https://openalex.org/W2911489562","https://openalex.org/W3011797839","https://openalex.org/W3104609094","https://openalex.org/W3130502265","https://openalex.org/W3177048142","https://openalex.org/W4285108627","https://openalex.org/W4285531589","https://openalex.org/W4296123081","https://openalex.org/W4297828572","https://openalex.org/W4387211009","https://openalex.org/W4388713229","https://openalex.org/W4393159390","https://openalex.org/W4393160811","https://openalex.org/W4415798189"],"related_works":[],"abstract_inverted_index":{"We":[0],"propose":[1],"a":[2,56,72,81,177],"structured":[3,83],"knowledge-driven":[4],"framework":[5],"that":[6,64,143,169],"explores":[7],"intrinsic":[8],"hierarchical":[9,30,115,122,141],"organization":[10],"to":[11,75,138],"represent":[12],"highorder":[13],"dependencies":[14,67],"within":[15,94],"and":[16,49,70,97,121,126,161],"across":[17,42,68],"biological":[18,33,153,171],"scales":[19,69,111],"for":[20,180],"interpretable":[21,62],"diagnosis.":[22,182],"Our":[23],"approach":[24],"is":[25],"motivated":[26],"by":[27,106],"the":[28,92,95,102,107,113,133],"inherent":[29],"structure":[31],"of":[32,146],"systems,":[34],"where":[35],"complex":[36],"physiological":[37],"functions":[38],"arise":[39],"from":[40],"interactions":[41,48,90],"multiple":[43],"organizational":[44],"levels,":[45],"including":[46],"intra-level":[47],"inter-level":[50],"relationships.":[51],"By":[52],"integrating":[53],"them":[54],"into":[55],"unified":[57],"hypergraph":[58,134],"representation,":[59],"we":[60],"derive":[61],"features":[63],"preserve":[65],"structural":[66],"offer":[71],"natural":[73],"scaffold":[74],"integrate":[76],"heterogeneous":[77],"medical":[78,158,181],"data":[79,172],"in":[80],"unified,":[82],"way.":[84],"Each":[85],"layer":[86],"first":[87],"models":[88],"group-wise":[89],"through":[91,173],"hyperedges":[93],"hypergraph,":[96],"then":[98],"fuses":[99],"information":[100,123],"along":[101],"bidirectional":[103],"path":[104,179],"formed":[105],"connections":[108],"between":[109],"different":[110],"throughout":[112],"entire":[114],"structure.":[116],"In":[117],"this":[118],"way,":[119],"local":[120],"can":[124],"interweave":[125],"complement":[127],"each":[128],"other.":[129],"Probabilistic":[130],"inference":[131],"over":[132],"space":[135],"allows":[136],"us":[137],"uncover":[139],"latent":[140],"patterns":[142],"are":[144],"predictive":[145],"disease":[147],"states":[148],"while":[149],"remaining":[150],"aligned":[151],"with":[152],"plausibility.":[154],"Experimental":[155],"results":[156],"on":[157],"report":[159],"generation":[160],"medicalVQA":[162],"tasks":[163],"demonstrate":[164],"improved":[165],"diagnostic":[166],"accuracy,":[167],"suggesting":[168],"modeling":[170],"hierarchy-based":[174],"structures":[175],"offers":[176],"principled":[178]},"counts_by_year":[],"updated_date":"2026-05-22T06:13:13.366637","created_date":"2026-05-21T00:00:00"}
