{"id":"https://openalex.org/W4308216547","doi":"https://doi.org/10.1109/bhi56158.2022.9926957","title":"A federated AI-empowered platform for disease management across a Pan-European data driven hub","display_name":"A federated AI-empowered platform for disease management across a Pan-European data driven hub","publication_year":2022,"publication_date":"2022-09-27","ids":{"openalex":"https://openalex.org/W4308216547","doi":"https://doi.org/10.1109/bhi56158.2022.9926957"},"language":"en","primary_location":{"id":"doi:10.1109/bhi56158.2022.9926957","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bhi56158.2022.9926957","pdf_url":null,"source":{"id":"https://openalex.org/S4363608521","display_name":"2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI)","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/A5074234790","display_name":"Vasileios C. Pezoulas","orcid":"https://orcid.org/0000-0002-1872-693X"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Vasileios C. Pezoulas","raw_affiliation_strings":["University of Ioannina,Dept. of Materials Science and Engineering,Ioannina,Greece,GR45110"],"affiliations":[{"raw_affiliation_string":"University of Ioannina,Dept. of Materials Science and Engineering,Ioannina,Greece,GR45110","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003691239","display_name":"Fanis Kalatzis","orcid":null},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Fanis Kalatzis","raw_affiliation_strings":["University of Ioannina,Dept. of Materials Science and Engineering,Ioannina,Greece,GR45110"],"affiliations":[{"raw_affiliation_string":"University of Ioannina,Dept. of Materials Science and Engineering,Ioannina,Greece,GR45110","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104150275","display_name":"Themis P. Exarchos","orcid":null},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]},{"id":"https://openalex.org/I187792471","display_name":"Ionian University","ror":"https://ror.org/01xm4n520","country_code":"GR","type":"education","lineage":["https://openalex.org/I187792471"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Themis P. Exarchos","raw_affiliation_strings":["Ionian University,Dept. of Informatics,Corfu,Greece","Dept. of Materials Science and Engineering, University of Ioannina, Ioannina, Greece","Dept. of Informatics, Ionian University, Corfu, Greece"],"affiliations":[{"raw_affiliation_string":"Ionian University,Dept. of Informatics,Corfu,Greece","institution_ids":["https://openalex.org/I187792471"]},{"raw_affiliation_string":"Dept. of Materials Science and Engineering, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]},{"raw_affiliation_string":"Dept. of Informatics, Ionian University, Corfu, Greece","institution_ids":["https://openalex.org/I187792471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009571403","display_name":"Antreas Goules","orcid":null},"institutions":[{"id":"https://openalex.org/I200777214","display_name":"National and Kapodistrian University of Athens","ror":"https://ror.org/04gnjpq42","country_code":"GR","type":"education","lineage":["https://openalex.org/I200777214"]},{"id":"https://openalex.org/I72702400","display_name":"Athens State University","ror":"https://ror.org/01zx16v02","country_code":"US","type":"education","lineage":["https://openalex.org/I72702400"]}],"countries":["GR","US"],"is_corresponding":false,"raw_author_name":"Antreas Goules","raw_affiliation_strings":["School of Medicine, University of Athens,Dept. of Pathophysiology,Athens,Greece","Dept. of Pathophysiology, School of Medicine, University of Athens, Athens, Greece"],"affiliations":[{"raw_affiliation_string":"School of Medicine, University of Athens,Dept. of Pathophysiology,Athens,Greece","institution_ids":["https://openalex.org/I72702400","https://openalex.org/I200777214"]},{"raw_affiliation_string":"Dept. of Pathophysiology, School of Medicine, University of Athens, Athens, Greece","institution_ids":["https://openalex.org/I200777214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018032250","display_name":"Athanasios G. Tzioufas","orcid":"https://orcid.org/0000-0001-6666-8642"},"institutions":[{"id":"https://openalex.org/I72702400","display_name":"Athens State University","ror":"https://ror.org/01zx16v02","country_code":"US","type":"education","lineage":["https://openalex.org/I72702400"]},{"id":"https://openalex.org/I200777214","display_name":"National and Kapodistrian University of Athens","ror":"https://ror.org/04gnjpq42","country_code":"GR","type":"education","lineage":["https://openalex.org/I200777214"]}],"countries":["GR","US"],"is_corresponding":false,"raw_author_name":"Athanasios G. Tzioufas","raw_affiliation_strings":["School of Medicine, University of Athens,Dept. of Pathophysiology,Athens,Greece","Dept. of Pathophysiology, School of Medicine, University of Athens, Athens, Greece"],"affiliations":[{"raw_affiliation_string":"School of Medicine, University of Athens,Dept. of Pathophysiology,Athens,Greece","institution_ids":["https://openalex.org/I72702400","https://openalex.org/I200777214"]},{"raw_affiliation_string":"Dept. of Pathophysiology, School of Medicine, University of Athens, Athens, Greece","institution_ids":["https://openalex.org/I200777214"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037813012","display_name":"Dimitrios I. Fotiadis","orcid":"https://orcid.org/0000-0002-7362-5082"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios I. Fotiadis","raw_affiliation_strings":["University of Ioannina, FORTH-IMBB,Dept. of Materials Science and Engineering, and Dept. of Biological Applications,Ioannina,Greece,GR45110"],"affiliations":[{"raw_affiliation_string":"University of Ioannina, FORTH-IMBB,Dept. of Materials Science and Engineering, and Dept. of Biological Applications,Ioannina,Greece,GR45110","institution_ids":["https://openalex.org/I194019607"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5074234790"],"corresponding_institution_ids":["https://openalex.org/I194019607"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31683168,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11287","display_name":"Cancer Genomics and Diagnostics","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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/T11287","display_name":"Cancer Genomics and Diagnostics","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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/T10862","display_name":"AI in cancer detection","score":0.991599977016449,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7038722038269043},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.6541861295700073},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.5862482786178589},{"id":"https://openalex.org/keywords/terminology","display_name":"Terminology","score":0.5640748143196106},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.5599730014801025},{"id":"https://openalex.org/keywords/data-management","display_name":"Data management","score":0.47562435269355774},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4526512324810028},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.4110873341560364},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4076688885688782},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3768065273761749},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.16731855273246765},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.13575613498687744}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7038722038269043},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.6541861295700073},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.5862482786178589},{"id":"https://openalex.org/C547195049","wikidata":"https://www.wikidata.org/wiki/Q1725664","display_name":"Terminology","level":2,"score":0.5640748143196106},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.5599730014801025},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.47562435269355774},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4526512324810028},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.4110873341560364},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4076688885688782},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3768065273761749},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.16731855273246765},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.13575613498687744},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bhi56158.2022.9926957","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bhi56158.2022.9926957","pdf_url":null,"source":{"id":"https://openalex.org/S4363608521","display_name":"2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI)","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":23,"referenced_works":["https://openalex.org/W2161693184","https://openalex.org/W2278812662","https://openalex.org/W2544902556","https://openalex.org/W2903574801","https://openalex.org/W2955443275","https://openalex.org/W3003609934","https://openalex.org/W3044211235","https://openalex.org/W3093937653","https://openalex.org/W3094050601","https://openalex.org/W3100779497","https://openalex.org/W3160691049","https://openalex.org/W3163157233","https://openalex.org/W3172018708","https://openalex.org/W3196253732","https://openalex.org/W3217698631","https://openalex.org/W4200157591","https://openalex.org/W4200189011","https://openalex.org/W4200210445","https://openalex.org/W4206561327","https://openalex.org/W4299804536","https://openalex.org/W6752274886","https://openalex.org/W6781232731","https://openalex.org/W6795568927"],"related_works":["https://openalex.org/W2020045149","https://openalex.org/W2618163531","https://openalex.org/W2548532473","https://openalex.org/W1504819070","https://openalex.org/W2350545679","https://openalex.org/W4389328405","https://openalex.org/W2897583753","https://openalex.org/W4393006833","https://openalex.org/W2394072345","https://openalex.org/W2988102712"],"abstract_inverted_index":{"Nowadays":[0],"there":[1,27],"is":[2],"an":[3],"intensive":[4],"need":[5],"to":[6,36,45,59,92,126,156],"move":[7],"towards":[8],"a":[9,21,55,94,115,190],"universal":[10],"health":[11,25,67],"data":[12,17,43,46,65,68,86,97,121,134,139,177],"ecosystem":[13],"by":[14],"breaking":[15],"down":[16],"silos.":[18],"Faced":[19],"with":[20,105,114,147,182,189],"wealth":[22],"of":[23,64,81,174,192],"dispersed":[24,82],"data,":[26],"are":[28],"still":[29],"critical":[30],"open":[31],"issues":[32],"and":[33,48,75,83,102,165,185,198],"unmet":[34],"needs":[35],"make":[37],"this":[38],"feasible,":[39],"varying":[40],"from":[41,66],"secure":[42,72],"sharing":[44],"quality":[47],"heterogeneity.":[49],"Considering":[50],"these":[51],"challenges,":[52],"we":[53],"propose":[54],"novel":[56],"federated":[57,167],"platform":[58,89],"unlock":[60],"the":[61,71,131,161,175],"full":[62],"potential":[63],"intermediaries":[69],"through":[70],"sharing,":[73],"curation,":[74],"Natural":[76],"Language":[77],"Processing":[78],"(NLP)-based":[79],"harmonization":[80],"complex":[84],"clinical":[85],"structures.":[87],"The":[88],"was":[90,124],"deployed":[91],"establish":[93],"first":[95],"Pan-European":[96],"hub":[98,178],"on":[99,136,172],"rare":[100],"autoimmune":[101],"chronic":[103],"diseases":[104],"7551":[106],"harmonized":[107],"patient":[108,133],"records":[109,129],"across":[110],"21":[111],"European":[112],"countries":[113],"90%":[116],"terminology":[117],"overlap.":[118],"An":[119],"advanced":[120],"driven":[122],"imputer":[123],"built":[125],"predict":[127],"missing":[128],"in":[130],"real":[132],"based":[135],"high-quality":[137],"synthetic":[138],"profiles":[140],"(with":[141],"Kullback-Leibler":[142],"divergence":[143],"less":[144],"than":[145,153],"0.01).":[146],"reduced":[148],"fault":[149],"detection":[150],"rate":[151],"(less":[152],"2%)":[154],"compared":[155],"conventional":[157],"imputers,":[158],"such":[159],"as,":[160],"kNN":[162],"imputer.":[163],"Customized":[164],"explainable":[166],"AI":[168],"algorithms":[169],"were":[170],"trained":[171],"top":[173],"established":[176],"for":[179,195],"lymphomagenesis":[180],"modeling":[181],"0.87":[183],"sensitivity":[184],"0.74":[186],"specificity":[187],"along":[188],"set":[191],"validated":[193],"biomarkers":[194],"disease":[196],"onset":[197],"progression.":[199]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
