{"id":"https://openalex.org/W4409746746","doi":"https://doi.org/10.3389/fdgth.2025.1576290","title":"Comprehensive evaluation framework for synthetic tabular data in health: fidelity, utility and privacy analysis of generative models with and without privacy guarantees","display_name":"Comprehensive evaluation framework for synthetic tabular data in health: fidelity, utility and privacy analysis of generative models with and without privacy guarantees","publication_year":2025,"publication_date":"2025-04-24","ids":{"openalex":"https://openalex.org/W4409746746","doi":"https://doi.org/10.3389/fdgth.2025.1576290","pmid":"https://pubmed.ncbi.nlm.nih.gov/40343213"},"language":"en","primary_location":{"id":"doi:10.3389/fdgth.2025.1576290","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2025.1576290","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1576290/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1576290/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056472622","display_name":"Mikel Hernandez","orcid":"https://orcid.org/0000-0002-4470-9674"},"institutions":[{"id":"https://openalex.org/I4210100188","display_name":"Biogipuzkoa Health Research Institute","ror":"https://ror.org/01a2wsa50","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210100188"]},{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]},{"id":"https://openalex.org/I2800374234","display_name":"Basque Government","ror":"https://ror.org/00pz2fp31","country_code":"ES","type":"government","lineage":["https://openalex.org/I2800374234"]},{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Mikel Hernandez","raw_affiliation_strings":["Computer Science and Artificial Intelligence Department, Computer Science Faculty, University of the Basque Country (UPV/EHU), Donostia-San Sebasti\u00e1n, Spain","Digital Health and Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Donostia-San Sebasti\u00e1n, Spain","eHealth Group, Biogipuzkoa Health Research Institute, Donostia-San Sebasti\u00e1n, Spain"],"affiliations":[{"raw_affiliation_string":"Computer Science and Artificial Intelligence Department, Computer Science Faculty, University of the Basque Country (UPV/EHU), Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I169108374"]},{"raw_affiliation_string":"Digital Health and Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]},{"raw_affiliation_string":"eHealth Group, Biogipuzkoa Health Research Institute, Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210100188","https://openalex.org/I2800374234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099337906","display_name":"Pablo A. Osorio-Marulanda","orcid":"https://orcid.org/0009-0007-2561-6951"},"institutions":[{"id":"https://openalex.org/I862322245","display_name":"Universidad EAFIT","ror":"https://ror.org/03y3y9v44","country_code":"CO","type":"education","lineage":["https://openalex.org/I862322245"]},{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]}],"countries":["CO","ES"],"is_corresponding":false,"raw_author_name":"Pablo A. Osorio-Marulanda","raw_affiliation_strings":["Digital Health and Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Donostia-San Sebasti\u00e1n, Spain","School of Applied Sciences and Engineering, Universidad EAFIT, Medell\u00edn, Colombia"],"affiliations":[{"raw_affiliation_string":"Digital Health and Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]},{"raw_affiliation_string":"School of Applied Sciences and Engineering, Universidad EAFIT, Medell\u00edn, Colombia","institution_ids":["https://openalex.org/I862322245"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116782625","display_name":"Mikel Catalina","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mikel Catalina","raw_affiliation_strings":["Digital Health and Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Donostia-San Sebasti\u00e1n, Spain"],"affiliations":[{"raw_affiliation_string":"Digital Health and Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117284844","display_name":"Lorea Loinaz","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]},{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Lorea Loinaz","raw_affiliation_strings":["Computer Science and Artificial Intelligence Department, Computer Science Faculty, University of the Basque Country (UPV/EHU), Donostia-San Sebasti\u00e1n, Spain","Digital Health and Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Donostia-San Sebasti\u00e1n, Spain"],"affiliations":[{"raw_affiliation_string":"Computer Science and Artificial Intelligence Department, Computer Science Faculty, University of the Basque Country (UPV/EHU), Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I169108374"]},{"raw_affiliation_string":"Digital Health and Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034994292","display_name":"Gorka Epelde","orcid":"https://orcid.org/0000-0002-5179-415X"},"institutions":[{"id":"https://openalex.org/I4210100188","display_name":"Biogipuzkoa Health Research Institute","ror":"https://ror.org/01a2wsa50","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210100188"]},{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]},{"id":"https://openalex.org/I2800374234","display_name":"Basque Government","ror":"https://ror.org/00pz2fp31","country_code":"ES","type":"government","lineage":["https://openalex.org/I2800374234"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gorka Epelde","raw_affiliation_strings":["Digital Health and Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Donostia-San Sebasti\u00e1n, Spain","eHealth Group, Biogipuzkoa Health Research Institute, Donostia-San Sebasti\u00e1n, Spain"],"affiliations":[{"raw_affiliation_string":"Digital Health and Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]},{"raw_affiliation_string":"eHealth Group, Biogipuzkoa Health Research Institute, Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210100188","https://openalex.org/I2800374234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023770749","display_name":"Naiara Aginako","orcid":"https://orcid.org/0000-0002-2156-8215"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Naiara Aginako","raw_affiliation_strings":["Computer Science and Artificial Intelligence Department, Computer Science Faculty, University of the Basque Country (UPV/EHU), Donostia-San Sebasti\u00e1n, Spain"],"affiliations":[{"raw_affiliation_string":"Computer Science and Artificial Intelligence Department, Computer Science Faculty, University of the Basque Country (UPV/EHU), Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I169108374"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5056472622"],"corresponding_institution_ids":["https://openalex.org/I169108374","https://openalex.org/I2800374234","https://openalex.org/I4210092551","https://openalex.org/I4210100188"],"apc_list":{"value":1900,"currency":"USD","value_usd":1900},"apc_paid":{"value":1900,"currency":"USD","value_usd":1900},"fwci":26.6781,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.99444606,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"7","issue":null,"first_page":"1576290","last_page":"1576290"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998000264167786,"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":0.9998000264167786,"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/T10582","display_name":"Ethics in Clinical Research","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9358000159263611,"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":0.7907191514968872},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.7766761779785156},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.7309126853942871},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.5550798177719116},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5252741575241089},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4723212420940399},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.44846755266189575},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.42625606060028076},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3742011785507202},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3287939429283142},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.24522849917411804},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.23622342944145203},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1813892126083374}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7907191514968872},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.7766761779785156},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.7309126853942871},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.5550798177719116},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5252741575241089},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4723212420940399},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.44846755266189575},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42625606060028076},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3742011785507202},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3287939429283142},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.24522849917411804},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.23622342944145203},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1813892126083374},{"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/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fdgth.2025.1576290","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2025.1576290","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1576290/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},{"id":"pmid:40343213","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40343213","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":"Frontiers in digital health","raw_type":null},{"id":"pmh:oai:doaj.org/article:1342f327f2124e989c41869a144d9da2","is_oa":true,"landing_page_url":"https://doaj.org/article/1342f327f2124e989c41869a144d9da2","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Digital Health, Vol 7 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12058740","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12058740","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Digit Health","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/fdgth.2025.1576290","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2025.1576290","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1576290/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409746746.pdf","grobid_xml":"https://content.openalex.org/works/W4409746746.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1495929194","https://openalex.org/W2109426455","https://openalex.org/W2419140434","https://openalex.org/W2565167788","https://openalex.org/W2968117339","https://openalex.org/W3015471667","https://openalex.org/W3022574011","https://openalex.org/W3033682799","https://openalex.org/W3037352346","https://openalex.org/W3095271771","https://openalex.org/W3111333805","https://openalex.org/W4205103167","https://openalex.org/W4224022798","https://openalex.org/W4224311959","https://openalex.org/W4288296172","https://openalex.org/W4315435229","https://openalex.org/W4361285594","https://openalex.org/W4392710543","https://openalex.org/W4393094936","https://openalex.org/W4399022044","https://openalex.org/W4399086972","https://openalex.org/W4399881288","https://openalex.org/W4399891569","https://openalex.org/W4403798959","https://openalex.org/W4404959202","https://openalex.org/W4405492391","https://openalex.org/W4406852347","https://openalex.org/W4408280850","https://openalex.org/W6756268856","https://openalex.org/W6765451912","https://openalex.org/W6873399840"],"related_works":["https://openalex.org/W3038283795","https://openalex.org/W2604501336","https://openalex.org/W2558166297","https://openalex.org/W2734500670","https://openalex.org/W2315671126","https://openalex.org/W798507144","https://openalex.org/W2964481303","https://openalex.org/W1751413323","https://openalex.org/W1970141429","https://openalex.org/W4391095118"],"abstract_inverted_index":{"The":[0,78,122],"generation":[1,148],"of":[2,124,139,163,186,209],"synthetic":[3,55,89,146,232],"tabular":[4,56,90,233],"data":[5,17,91,147,234,239],"has":[6],"emerged":[7],"as":[8,160],"a":[9,42,48,74,194,228],"key":[10,66],"privacy-enhancing":[11],"technology":[12],"to":[13,82,87,212],"address":[14],"challenges":[15],"in":[16,20,37,145,241],"sharing,":[18],"particularly":[19],"healthcare,":[21],"where":[22],"sensitive":[23],"attributes":[24],"can":[25],"compromise":[26],"patient":[27],"privacy.":[28,102],"Despite":[29,152],"significant":[30],"progress,":[31],"balancing":[32,140],"fidelity,":[33,141],"utility,":[34,113,135],"and":[35,50,60,70,72,99,112,134,143,175,183,215,217,236],"privacy":[36,61,120,126,128,144,167,191,196,205],"complex":[38,116],"medical":[39,85,150],"datasets":[40,86,214],"remains":[41],"substantial":[43],"challenge.":[44],"This":[45,225],"paper":[46],"introduces":[47],"comprehensive":[49],"holistic":[51],"evaluation":[52,164,235],"framework":[53,79,211],"for":[54,149,170,221,230],"data,":[57],"consolidating":[58],"metrics":[59,165],"risk":[62,168],"measures":[63,169],"across":[64],"three":[65,83],"categories":[67],"(fidelity,":[68],"utility":[69,142,223],"privacy)":[71],"incorporating":[73],"fidelity-utility":[75],"tradeoff":[76],"metric.":[77],"was":[80],"applied":[81],"open-source":[84],"evaluate":[88],"generated":[92],"by":[93],"five":[94],"generative":[95],"models,":[96],"both":[97],"with":[98,192,219],"without":[100],"differential":[101,125,190],"Results":[103],"showed":[104],"that":[105,188],"simpler":[106],"models":[107,117,187],"generally":[108],"achieved":[109],"better":[110],"fidelity":[111,133],"while":[114],"more":[115],"provided":[118],"lower":[119],"risks.":[121],"addition":[123],"enhanced":[127],"preservation":[129],"but":[130],"often":[131],"reduced":[132],"highlighting":[136],"the":[137,161,184,210],"complexity":[138],"datasets.":[151],"its":[153],"contributions,":[154],"this":[155],"study":[156,226],"acknowledges":[157],"limitations,":[158],"such":[159],"lack":[162],"neither":[166],"required":[171],"model":[172,181],"training":[173],"time":[174],"resource":[176],"usage,":[177],"reliance":[178],"on":[179],"default":[180],"parameters,":[182],"assessment":[185],"incorporates":[189],"only":[193],"single":[195],"budget.":[197],"Future":[198],"work":[199],"should":[200],"explore":[201],"parameter":[202],"optimization,":[203],"alternative":[204],"mechanisms,":[206],"broader":[207],"applications":[208],"diverse":[213],"domains,":[216],"collaborations":[218],"clinicians":[220],"clinical":[222],"evaluation.":[224],"provides":[227],"foundation":[229],"improving":[231],"advancing":[237],"privacy-preserving":[238],"sharing":[240],"healthcare.":[242]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":5}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}