{"id":"https://openalex.org/W4401821286","doi":"https://doi.org/10.3233/shti240517","title":"How Data Infrastructure Deals with Bias Problems in Medical Imaging","display_name":"How Data Infrastructure Deals with Bias Problems in Medical Imaging","publication_year":2024,"publication_date":"2024-08-22","ids":{"openalex":"https://openalex.org/W4401821286","doi":"https://doi.org/10.3233/shti240517","pmid":"https://pubmed.ncbi.nlm.nih.gov/39176898"},"language":"en","primary_location":{"id":"doi:10.3233/shti240517","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti240517","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240517","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/SHTI240517","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057748958","display_name":"Feifei Li","orcid":"https://orcid.org/0000-0003-4815-8547"},"institutions":[{"id":"https://openalex.org/I180923762","display_name":"University of Cologne","ror":"https://ror.org/00rcxh774","country_code":"DE","type":"education","lineage":["https://openalex.org/I180923762"]},{"id":"https://openalex.org/I4210153755","display_name":"University Hospital Cologne","ror":"https://ror.org/05mxhda18","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210153755"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Feifei Li","raw_affiliation_strings":["Institute for Biomedical Informatics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Germany","University Hospital Cologne, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Biomedical Informatics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Germany","institution_ids":["https://openalex.org/I4210153755","https://openalex.org/I180923762"]},{"raw_affiliation_string":"University Hospital Cologne, Germany","institution_ids":["https://openalex.org/I4210153755"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047693689","display_name":"Ekaterina Kutafina","orcid":"https://orcid.org/0000-0002-3430-5123"},"institutions":[{"id":"https://openalex.org/I180923762","display_name":"University of Cologne","ror":"https://ror.org/00rcxh774","country_code":"DE","type":"education","lineage":["https://openalex.org/I180923762"]},{"id":"https://openalex.org/I4210153755","display_name":"University Hospital Cologne","ror":"https://ror.org/05mxhda18","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210153755"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ekaterina Kutafina","raw_affiliation_strings":["Institute for Biomedical Informatics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Germany","University Hospital Cologne, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Biomedical Informatics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Germany","institution_ids":["https://openalex.org/I4210153755","https://openalex.org/I180923762"]},{"raw_affiliation_string":"University Hospital Cologne, Germany","institution_ids":["https://openalex.org/I4210153755"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005137888","display_name":"Mirjam Sch\u00f6neck","orcid":"https://orcid.org/0000-0002-1630-4012"},"institutions":[{"id":"https://openalex.org/I180923762","display_name":"University of Cologne","ror":"https://ror.org/00rcxh774","country_code":"DE","type":"education","lineage":["https://openalex.org/I180923762"]},{"id":"https://openalex.org/I4210153755","display_name":"University Hospital Cologne","ror":"https://ror.org/05mxhda18","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210153755"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mirjam Schoneck","raw_affiliation_strings":["Institute for Diagnostic and Interventional Radiology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Diagnostic and Interventional Radiology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Germany","institution_ids":["https://openalex.org/I4210153755","https://openalex.org/I180923762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106225453","display_name":"Liliana Caldeira","orcid":"https://orcid.org/0000-0002-9530-5899"},"institutions":[{"id":"https://openalex.org/I4210153755","display_name":"University Hospital Cologne","ror":"https://ror.org/05mxhda18","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210153755"]},{"id":"https://openalex.org/I180923762","display_name":"University of Cologne","ror":"https://ror.org/00rcxh774","country_code":"DE","type":"education","lineage":["https://openalex.org/I180923762"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Liliana Lourenco Caldeira","raw_affiliation_strings":["Institute for Diagnostic and Interventional Radiology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Diagnostic and Interventional Radiology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Germany","institution_ids":["https://openalex.org/I4210153755","https://openalex.org/I180923762"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067635650","display_name":"Oya Beyan","orcid":"https://orcid.org/0000-0001-7611-3501"},"institutions":[{"id":"https://openalex.org/I4210110507","display_name":"Fraunhofer Institute for Applied Information Technology","ror":"https://ror.org/01ak24c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210110507","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I180923762","display_name":"University of Cologne","ror":"https://ror.org/00rcxh774","country_code":"DE","type":"education","lineage":["https://openalex.org/I180923762"]},{"id":"https://openalex.org/I4210153755","display_name":"University Hospital Cologne","ror":"https://ror.org/05mxhda18","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210153755"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Oya Beyan","raw_affiliation_strings":["Fraunhofer Institute for Applied Information Technology, FIT, Germany","Institute for Biomedical Informatics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Germany","University Hospital Cologne, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Applied Information Technology, FIT, Germany","institution_ids":["https://openalex.org/I4210110507"]},{"raw_affiliation_string":"Institute for Biomedical Informatics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Germany","institution_ids":["https://openalex.org/I4210153755","https://openalex.org/I180923762"]},{"raw_affiliation_string":"University Hospital Cologne, Germany","institution_ids":["https://openalex.org/I4210153755"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5057748958"],"corresponding_institution_ids":["https://openalex.org/I180923762","https://openalex.org/I4210153755"],"apc_list":null,"apc_paid":null,"fwci":0.8014,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72587719,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"316","issue":null,"first_page":"726","last_page":"730"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9952999949455261,"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/T10862","display_name":"AI in cancer detection","score":0.9952999949455261,"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/T11361","display_name":"Digital Radiography and Breast Imaging","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9839000105857849,"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":0.707369327545166},{"id":"https://openalex.org/keywords/structuring","display_name":"Structuring","score":0.6524881720542908},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6185054779052734},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.605128824710846},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5438639521598816},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.44146114587783813},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4272492229938507},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.42529284954071045},{"id":"https://openalex.org/keywords/data-anonymization","display_name":"Data anonymization","score":0.4219174385070801},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4007585346698761},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3259665071964264},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2605268955230713},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.244013249874115},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10913178324699402},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.10539901256561279}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.707369327545166},{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.6524881720542908},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6185054779052734},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.605128824710846},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5438639521598816},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.44146114587783813},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4272492229938507},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.42529284954071045},{"id":"https://openalex.org/C2776945810","wikidata":"https://www.wikidata.org/wiki/Q17006654","display_name":"Data anonymization","level":3,"score":0.4219174385070801},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4007585346698761},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3259665071964264},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2605268955230713},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.244013249874115},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10913178324699402},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.10539901256561279},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"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/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003219","descriptor_name":"Confidentiality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003219","descriptor_name":"Confidentiality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003219","descriptor_name":"Confidentiality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003219","descriptor_name":"Confidentiality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","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":"D015982","descriptor_name":"Bias","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015982","descriptor_name":"Bias","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015982","descriptor_name":"Bias","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015982","descriptor_name":"Bias","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.3233/shti240517","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti240517","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240517","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:39176898","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39176898","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},{"id":"pmh:oai:publica.fraunhofer.de:publica/509608","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/509608","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":{"id":"doi:10.3233/shti240517","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti240517","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240517","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":[{"id":"https://metadata.un.org/sdg/9","score":0.6299999952316284,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401821286.pdf"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W2772081981","https://openalex.org/W2962793481","https://openalex.org/W3205399766","https://openalex.org/W4206081841","https://openalex.org/W4313453484","https://openalex.org/W4385365799","https://openalex.org/W4387241304","https://openalex.org/W4387435260","https://openalex.org/W4388283225","https://openalex.org/W4391221822"],"related_works":["https://openalex.org/W2416246023","https://openalex.org/W2099592842","https://openalex.org/W2007425130","https://openalex.org/W2978783953","https://openalex.org/W4291167835","https://openalex.org/W2604278997","https://openalex.org/W4387005985","https://openalex.org/W2950947179","https://openalex.org/W2777883117","https://openalex.org/W2086584178"],"abstract_inverted_index":{"The":[0,65,83],"paper":[1,84],"discusses":[2],"biases":[3,134],"in":[4,96,113,132,143],"medical":[5],"imaging":[6],"analysis,":[7],"particularly":[8],"focusing":[9],"on":[10],"the":[11,15,39,54,68,114,126],"challenges":[12],"posed":[13],"by":[14],"development":[16],"of":[17,28,53,72,128],"machine":[18],"learning":[19],"algorithms":[20],"and":[21,31,44,70,78,118,135,139],"generative":[22,91],"models.":[23],"It":[24,124],"introduces":[25],"a":[26,35,51,106],"taxonomy":[27],"bias":[29,112],"problems":[30],"addresses":[32],"them":[33],"through":[34],"data":[36,74,97,116,130],"infrastructure":[37,131],"initiative:":[38],"PADME":[40,66,101],"(Platform":[41],"for":[42,47,59],"Analytics":[43],"Distributed":[45],"Machine-Learning":[46],"Enterprises),":[48],"which":[49],"is":[50],"part":[52],"National":[55],"Research":[56],"Data":[57,62],"Infrastructure":[58],"Personal":[60],"Health":[61],"(NFDI4Health)":[63],"project.":[64],"facilitates":[67],"structuring":[69],"sharing":[71],"health":[73],"while":[75],"ensuring":[76],"privacy":[77,120],"adherence":[79],"to":[80,109],"FAIR":[81],"principles.":[82],"presents":[85],"experimental":[86],"results":[87],"that":[88,90],"show":[89],"methods":[92],"can":[93],"be":[94],"effective":[95],"augmentation.":[98],"Complying":[99],"with":[100,111],"infrastructure,":[102],"this":[103],"work":[104],"proposes":[105],"solution":[107],"framework":[108],"deal":[110],"different":[115],"stations":[117],"preserve":[119],"when":[121],"transferring":[122],"images.":[123],"highlights":[125],"importance":[127],"standardized":[129],"mitigating":[133],"promoting":[136],"FAIR,":[137],"reusable,":[138],"privacy-preserving":[140],"research":[141],"environments":[142],"healthcare.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-16T09:10:04.655348","created_date":"2025-10-10T00:00:00"}
