{"id":"https://openalex.org/W4404611835","doi":"https://doi.org/10.3233/shti241104","title":"A Novel Taxonomy for Navigating and Classifying Synthetic Data in Healthcare Applications","display_name":"A Novel Taxonomy for Navigating and Classifying Synthetic Data in Healthcare Applications","publication_year":2024,"publication_date":"2024-11-22","ids":{"openalex":"https://openalex.org/W4404611835","doi":"https://doi.org/10.3233/shti241104","pmid":"https://pubmed.ncbi.nlm.nih.gov/39575820"},"language":"en","primary_location":{"id":"doi:10.3233/shti241104","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti241104","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI241104","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI241104","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013443186","display_name":"Bram van Dijk","orcid":"https://orcid.org/0000-0002-6330-6934"},"institutions":[{"id":"https://openalex.org/I2800006345","display_name":"Leiden University Medical Center","ror":"https://ror.org/05xvt9f17","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2800006345"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Bram van Dijk","raw_affiliation_strings":["Leiden University Medical Center, The Netherlands"],"raw_orcid":"https://orcid.org/0009-0002-9176-1608","affiliations":[{"raw_affiliation_string":"Leiden University Medical Center, The Netherlands","institution_ids":["https://openalex.org/I2800006345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035335908","display_name":"Saif ul Islam","orcid":"https://orcid.org/0000-0002-9546-4195"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Saif ul Islam","raw_affiliation_strings":["University of Warwick, UK"],"raw_orcid":"https://orcid.org/0000-0002-9546-4195","affiliations":[{"raw_affiliation_string":"University of Warwick, UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094298497","display_name":"Jim Achterberg","orcid":"https://orcid.org/0009-0000-9589-7831"},"institutions":[{"id":"https://openalex.org/I2800006345","display_name":"Leiden University Medical Center","ror":"https://ror.org/05xvt9f17","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2800006345"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jim Achterberg","raw_affiliation_strings":["Leiden University Medical Center, The Netherlands"],"raw_orcid":"https://orcid.org/0009-0000-9589-7831","affiliations":[{"raw_affiliation_string":"Leiden University Medical Center, The Netherlands","institution_ids":["https://openalex.org/I2800006345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070305773","display_name":"Hafiz Muhammad Waseem","orcid":"https://orcid.org/0000-0002-9418-1492"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hafiz Muhammad Waseem","raw_affiliation_strings":["University of Warwick, UK"],"raw_orcid":"https://orcid.org/0000-0002-9418-1492","affiliations":[{"raw_affiliation_string":"University of Warwick, UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018464844","display_name":"Parisis Gallos","orcid":"https://orcid.org/0000-0002-8630-7200"},"institutions":[{"id":"https://openalex.org/I2800033600","display_name":"European Society for Medical Oncology","ror":"https://ror.org/03xtz2n86","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I2800033600"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Parisis Gallos","raw_affiliation_strings":["European Federation for Medical Informatics, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-8630-7200","affiliations":[{"raw_affiliation_string":"European Federation for Medical Informatics, Switzerland","institution_ids":["https://openalex.org/I2800033600"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043277300","display_name":"Gregory Epiphaniou","orcid":"https://orcid.org/0000-0003-1054-6368"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gregory Epiphaniou","raw_affiliation_strings":["University of Warwick, UK"],"raw_orcid":"https://orcid.org/0000-0003-1054-6368","affiliations":[{"raw_affiliation_string":"University of Warwick, UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080175512","display_name":"Carsten Maple","orcid":"https://orcid.org/0000-0002-4715-212X"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Carsten Maple","raw_affiliation_strings":["University of Warwick, UK"],"raw_orcid":"https://orcid.org/0000-0002-4715-212X","affiliations":[{"raw_affiliation_string":"University of Warwick, UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072790276","display_name":"M. Haas","orcid":"https://orcid.org/0000-0003-2581-8370"},"institutions":[{"id":"https://openalex.org/I2800006345","display_name":"Leiden University Medical Center","ror":"https://ror.org/05xvt9f17","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2800006345"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marcel Haas","raw_affiliation_strings":["Leiden University Medical Center, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0003-2581-8370","affiliations":[{"raw_affiliation_string":"Leiden University Medical Center, The Netherlands","institution_ids":["https://openalex.org/I2800006345"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033880574","display_name":"Marco Spruit","orcid":"https://orcid.org/0000-0002-9237-221X"},"institutions":[{"id":"https://openalex.org/I2800006345","display_name":"Leiden University Medical Center","ror":"https://ror.org/05xvt9f17","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2800006345"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marco Spruit","raw_affiliation_strings":["Leiden University Medical Center, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-9237-221X","affiliations":[{"raw_affiliation_string":"Leiden University Medical Center, The Netherlands","institution_ids":["https://openalex.org/I2800006345"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0324,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.93220339,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"321","issue":null,"first_page":"259","last_page":"263"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9596999883651733,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9577999711036682,"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/computer-science","display_name":"Computer science","score":0.691336989402771},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5915930271148682},{"id":"https://openalex.org/keywords/taxonomy","display_name":"Taxonomy (biology)","score":0.538214385509491},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.525650143623352},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5243228673934937},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.497243195772171},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.45769885182380676},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.45415109395980835},{"id":"https://openalex.org/keywords/grasp","display_name":"GRASP","score":0.41372257471084595},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21995407342910767},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.085783451795578}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.691336989402771},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5915930271148682},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.538214385509491},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.525650143623352},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5243228673934937},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.497243195772171},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.45769885182380676},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.45415109395980835},{"id":"https://openalex.org/C171268870","wikidata":"https://www.wikidata.org/wiki/Q1486676","display_name":"GRASP","level":2,"score":0.41372257471084595},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21995407342910767},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.085783451795578},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D002965","descriptor_name":"Classification","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002965","descriptor_name":"Classification","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002965","descriptor_name":"Classification","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002965","descriptor_name":"Classification","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti241104","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti241104","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI241104","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:39575820","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39575820","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti241104","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti241104","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI241104","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.46000000834465027}],"awards":[{"id":"https://openalex.org/G7282611729","display_name":null,"funder_award_id":"EP/R007195/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404611835.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2163296013","https://openalex.org/W2348524959","https://openalex.org/W2477036161","https://openalex.org/W2743859443","https://openalex.org/W2368049389","https://openalex.org/W2326995835","https://openalex.org/W2384861574","https://openalex.org/W4294565801"],"abstract_inverted_index":{"Data-driven":[0],"technologies":[1],"have":[2],"improved":[3],"the":[4,44,70,98,132,156,161],"efficiency,":[5],"reliability":[6],"and":[7,89,92,105,147,154,158],"effectiveness":[8],"of":[9,46,63,74,83,114,143],"healthcare":[10,31,67,133],"services,":[11],"but":[12,42],"come":[13],"with":[14,122,151],"an":[15],"increasing":[16],"demand":[17],"for":[18],"data,":[19,153],"which":[20],"is":[21],"challenging":[22],"due":[23],"to":[24,53,68,97,103,128,139],"privacy-related":[25],"constraints":[26],"on":[27],"sharing":[28],"data":[29,34,65,85,100,138,145],"in":[30,43,66,72,86,131,136],"contexts.":[32],"Synthetic":[33],"has":[35],"recently":[36],"gained":[37],"popularity":[38],"as":[39],"potential":[40],"solution,":[41],"flurry":[45],"current":[47],"research":[48],"it":[49],"can":[50],"be":[51],"hard":[52],"oversee":[54],"its":[55,118],"potential.":[56],"This":[57],"paper":[58],"proposes":[59],"a":[60,87,115],"novel":[61],"taxonomy":[62,126],"synthetic":[64,84,123,137,152],"navigate":[69],"landscape":[71],"terms":[73],"three":[75],"main":[76],"varieties.":[77],"Data":[78,94,108],"Proportion":[79],"comprises":[80],"different":[81,99],"ratios":[82],"dataset":[88,116],"associated":[90],"pros":[91],"cons.":[93],"Modality":[95],"refers":[96],"formats":[101],"amenable":[102],"synthesis":[104],"format-specific":[106],"challenges.":[107],"Transformation":[109],"concerns":[110],"improving":[111],"specific":[112],"aspects":[113],"like":[117],"utility":[119],"or":[120],"privacy":[121],"data.":[124],"Our":[125],"aims":[127],"help":[129],"researchers":[130],"domain":[134],"interested":[135],"grasp":[140],"what":[141],"types":[142],"datasets,":[144],"modalities,":[146],"transformations":[148],"are":[149],"possible":[150],"where":[155],"challenges":[157],"overlaps":[159],"between":[160],"varieties":[162],"lie.":[163]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}