{"id":"https://openalex.org/W4410721481","doi":"https://doi.org/10.3390/info16060435","title":"SemFedXAI: A Semantic Framework for Explainable Federated Learning in Healthcare","display_name":"SemFedXAI: A Semantic Framework for Explainable Federated Learning in Healthcare","publication_year":2025,"publication_date":"2025-05-25","ids":{"openalex":"https://openalex.org/W4410721481","doi":"https://doi.org/10.3390/info16060435"},"language":"en","primary_location":{"id":"doi:10.3390/info16060435","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16060435","pdf_url":"https://www.mdpi.com/2078-2489/16/6/435/pdf?version=1748156324","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/16/6/435/pdf?version=1748156324","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075829060","display_name":"Alba Amato","orcid":"https://orcid.org/0000-0002-5196-8148"},"institutions":[{"id":"https://openalex.org/I197809005","display_name":"University of Campania \"Luigi Vanvitelli\"","ror":"https://ror.org/02kqnpp86","country_code":"IT","type":"education","lineage":["https://openalex.org/I197809005"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Alba Amato","raw_affiliation_strings":["Department of Political Science, University of Campania \u201cL. Vanvitelli\u201d, 81100 Caserta, Italy"],"raw_orcid":"https://orcid.org/0000-0002-5196-8148","affiliations":[{"raw_affiliation_string":"Department of Political Science, University of Campania \u201cL. Vanvitelli\u201d, 81100 Caserta, Italy","institution_ids":["https://openalex.org/I197809005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069708923","display_name":"Dario Branco","orcid":"https://orcid.org/0000-0003-2979-5006"},"institutions":[{"id":"https://openalex.org/I197809005","display_name":"University of Campania \"Luigi Vanvitelli\"","ror":"https://ror.org/02kqnpp86","country_code":"IT","type":"education","lineage":["https://openalex.org/I197809005"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Dario Branco","raw_affiliation_strings":["Department of Engineering, University of Campania \u201cL. Vanvitelli\u201d, 81031 Aversa, Italy"],"raw_orcid":"https://orcid.org/0000-0003-2979-5006","affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Campania \u201cL. Vanvitelli\u201d, 81031 Aversa, Italy","institution_ids":["https://openalex.org/I197809005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5075829060"],"corresponding_institution_ids":["https://openalex.org/I197809005"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":8.9552,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.97392213,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"16","issue":"6","first_page":"435","last_page":"435"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9847999811172485,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9847999811172485,"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":0.9832000136375427,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9796000123023987,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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":0.6063429713249207},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.6036190390586853},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.37640708684921265},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.14054900407791138}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6063429713249207},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.6036190390586853},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.37640708684921265},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.14054900407791138},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/info16060435","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16060435","pdf_url":"https://www.mdpi.com/2078-2489/16/6/435/pdf?version=1748156324","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:82747246ae1e4eb0894dd6f2ac2df763","is_oa":true,"landing_page_url":"https://doaj.org/article/82747246ae1e4eb0894dd6f2ac2df763","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":"Information, Vol 16, Iss 6, p 435 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/info16060435","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16060435","pdf_url":"https://www.mdpi.com/2078-2489/16/6/435/pdf?version=1748156324","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410721481.pdf","grobid_xml":"https://content.openalex.org/works/W4410721481.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W2103017472","https://openalex.org/W2282821441","https://openalex.org/W2404369708","https://openalex.org/W2541884796","https://openalex.org/W2605051670","https://openalex.org/W2618851150","https://openalex.org/W2735585131","https://openalex.org/W2783522756","https://openalex.org/W2902287545","https://openalex.org/W2927351257","https://openalex.org/W2944218525","https://openalex.org/W2945976633","https://openalex.org/W2962858109","https://openalex.org/W2963125461","https://openalex.org/W2970837303","https://openalex.org/W2977072935","https://openalex.org/W2981731882","https://openalex.org/W2995022099","https://openalex.org/W2995191368","https://openalex.org/W2995523160","https://openalex.org/W2995738274","https://openalex.org/W3010336026","https://openalex.org/W3012501605","https://openalex.org/W3038022836","https://openalex.org/W3086590218","https://openalex.org/W3100779497","https://openalex.org/W3193800853","https://openalex.org/W3210179814","https://openalex.org/W3210948155","https://openalex.org/W4239696231","https://openalex.org/W4385431427","https://openalex.org/W4401961994","https://openalex.org/W4402666098","https://openalex.org/W6713634263","https://openalex.org/W6745730051","https://openalex.org/W6752600739","https://openalex.org/W6759238902"],"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/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Federated":[0,85],"Learning":[1,86],"(FL)":[2],"is":[3,45],"emerging":[4],"as":[5,39,161],"an":[6,162],"encouraging":[7],"paradigm":[8],"for":[9,164],"AI":[10,170],"model":[11,123],"training":[12],"in":[13,28,34,72,136,172],"healthcare":[14,35],"that":[15,56,87,98,118],"enables":[16],"collaboration":[17],"among":[18],"institutions":[19],"without":[20],"revealing":[21],"sensitive":[22],"information.":[23],"The":[24,148],"lack":[25],"of":[26,41,46,68,108,122,131,154],"transparency":[27],"federated":[29,62,109,145,159],"models":[30,71,89],"makes":[31],"their":[32],"deployment":[33],"settings":[36],"more":[37,166],"difficult,":[38],"knowledge":[40],"the":[42,104,129,152],"decision":[43],"process":[44],"primary":[47],"importance.":[48],"This":[49],"paper":[50],"introduces":[51],"SemFedXAI,":[52],"a":[53,94,113],"new":[54],"framework":[55],"combines":[57],"Semantic":[58,95],"Web":[59],"technologies":[60,101,157],"and":[61,106,111,139,158,168],"learning":[63,146,160],"to":[64,102,143,151],"achieve":[65],"better":[66],"explainability":[67],"artificial":[69],"intelligence":[70],"healthcare.":[73,173],"SemFedXAI":[74,127],"extends":[75],"traditional":[76],"FL":[77],"architectures":[78],"with":[79,90],"three":[80],"key":[81],"components:":[82],"(1)":[83],"Ontology-Enhanced":[84],"enriches":[88],"domain":[91],"knowledge,":[92],"(2)":[93],"Aggregation":[96],"Mechanism":[97],"uses":[99],"semantic":[100,156],"improve":[103],"consistency":[105],"interpretability":[107],"models,":[110],"(3)":[112],"Knowledge":[114],"Graph-Based":[115],"Explanation":[116],"component":[117],"provides":[119],"contextualized":[120],"explanations":[121],"decisions.":[124],"We":[125],"evaluated":[126],"within":[128],"context":[130],"e-health,":[132],"reporting":[133],"noteworthy":[134],"advancements":[135],"explanation":[137],"quality":[138],"predictive":[140],"performance":[141],"compared":[142],"conventional":[144],"methods.":[147],"findings":[149],"refer":[150],"prospects":[153],"combining":[155],"avenue":[163],"building":[165],"explainable":[167],"resilient":[169],"systems":[171]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-07T08:38:57.713557","created_date":"2025-10-10T00:00:00"}
