{"id":"https://openalex.org/W4386544354","doi":"https://doi.org/10.52825/cordi.v1i.282","title":"Distributed Privacy-Preserving Data Analysis in NFDI4Health With the Personal Health Train","display_name":"Distributed Privacy-Preserving Data Analysis in NFDI4Health With the Personal Health Train","publication_year":2023,"publication_date":"2023-09-07","ids":{"openalex":"https://openalex.org/W4386544354","doi":"https://doi.org/10.52825/cordi.v1i.282"},"language":"en","primary_location":{"id":"doi:10.52825/cordi.v1i.282","is_oa":true,"landing_page_url":"https://doi.org/10.52825/cordi.v1i.282","pdf_url":"https://www.tib-op.org/ojs/index.php/CoRDI/article/download/282/585","source":{"id":"https://openalex.org/S4387292475","display_name":"Proceedings of the Conference on Research Data Infrastructure","issn_l":"2941-296X","issn":["2941-296X"],"is_oa":true,"is_in_doaj":false,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Conference on Research Data Infrastructure","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.tib-op.org/ojs/index.php/CoRDI/article/download/282/585","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027466503","display_name":"Yongli Mou","orcid":"https://orcid.org/0000-0002-2064-0107"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Yongli Mou","raw_affiliation_strings":["RWTH Aachen University"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100450462","display_name":"Li Fei-Fei","orcid":"https://orcid.org/0000-0002-7481-0810"},"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"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Feifei Li","raw_affiliation_strings":["University of Cologne"],"affiliations":[{"raw_affiliation_string":"University of Cologne","institution_ids":["https://openalex.org/I180923762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044691901","display_name":"Sven Weber","orcid":"https://orcid.org/0000-0002-8518-9097"},"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"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sven Weber","raw_affiliation_strings":["University of Cologne"],"affiliations":[{"raw_affiliation_string":"University of Cologne","institution_ids":["https://openalex.org/I180923762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109636891","display_name":"Sabith Haneef","orcid":null},"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"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sabith Haneef","raw_affiliation_strings":["Fraunhofer Institute for Applied Information Technology"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Applied Information Technology","institution_ids":["https://openalex.org/I4210110507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053216721","display_name":"Hans Meine","orcid":"https://orcid.org/0000-0002-7557-5007"},"institutions":[{"id":"https://openalex.org/I4210137873","display_name":"Fraunhofer Institute for Digital Medicine","ror":"https://ror.org/04farme71","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137873","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4210138578","display_name":"Fraunhofer Institute for Digital Media Technology","ror":"https://ror.org/04gp0yb49","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210138578","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hans Meine","raw_affiliation_strings":["Fraunhofer Institute for Digital Medicine"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Digital Medicine","institution_ids":["https://openalex.org/I4210138578","https://openalex.org/I4210137873"]}]},{"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/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 Caldeira","raw_affiliation_strings":["University of Cologne"],"affiliations":[{"raw_affiliation_string":"University of Cologne","institution_ids":["https://openalex.org/I180923762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013666488","display_name":"Mehrshad Jaberansary","orcid":"https://orcid.org/0000-0003-3407-1387"},"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"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mehrshad Jaberansary","raw_affiliation_strings":["University of Cologne"],"affiliations":[{"raw_affiliation_string":"University of Cologne","institution_ids":["https://openalex.org/I180923762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047336996","display_name":"Sascha Welten","orcid":"https://orcid.org/0000-0001-5570-9672"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sascha Welten","raw_affiliation_strings":["RWTH Aachen University"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083772455","display_name":"Yeliz Yediel Ucer","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Yeliz Yediel Ucer","raw_affiliation_strings":["RWTH Aachen University"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021588701","display_name":"G.P.M. Prause","orcid":"https://orcid.org/0009-0008-4273-4957"},"institutions":[{"id":"https://openalex.org/I4210138578","display_name":"Fraunhofer Institute for Digital Media Technology","ror":"https://ror.org/04gp0yb49","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210138578","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4210137873","display_name":"Fraunhofer Institute for Digital Medicine","ror":"https://ror.org/04farme71","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137873","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Guido Prause","raw_affiliation_strings":["Fraunhofer Institute for Digital Medicine"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Digital Medicine","institution_ids":["https://openalex.org/I4210138578","https://openalex.org/I4210137873"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071104283","display_name":"Stefan Decker","orcid":"https://orcid.org/0000-0001-6324-7164"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Decker","raw_affiliation_strings":["RWTH Aachen University"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067635650","display_name":"Oya Beyan","orcid":"https://orcid.org/0000-0001-7611-3501"},"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"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Oya Beyan","raw_affiliation_strings":["University of Cologne"],"affiliations":[{"raw_affiliation_string":"University of Cologne","institution_ids":["https://openalex.org/I180923762"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018641933","display_name":"Toralf Kirsten","orcid":"https://orcid.org/0000-0001-7117-4268"},"institutions":[{"id":"https://openalex.org/I4210125843","display_name":"University Hospital Leipzig","ror":"https://ror.org/028hv5492","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210125843"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Toralf Kirsten","raw_affiliation_strings":["University Hospital Leipzig"],"affiliations":[{"raw_affiliation_string":"University Hospital Leipzig","institution_ids":["https://openalex.org/I4210125843"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5027466503"],"corresponding_institution_ids":["https://openalex.org/I887968799"],"apc_list":null,"apc_paid":null,"fwci":0.3543,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6617217,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"1","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9889000058174133,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9889000058174133,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9729999899864197,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9714000225067139,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/interoperability","display_name":"Interoperability","score":0.6769686937332153},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.6754976511001587},{"id":"https://openalex.org/keywords/standardization","display_name":"Standardization","score":0.6136994361877441},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5878162384033203},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5818988084793091},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.557537853717804},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.471641480922699},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.45905932784080505},{"id":"https://openalex.org/keywords/health-data","display_name":"Health data","score":0.4485805630683899},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4286220073699951},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4251863360404968},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3328290581703186},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.26517000794410706},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.24277374148368835},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.15670573711395264}],"concepts":[{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.6769686937332153},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.6754976511001587},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.6136994361877441},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5878162384033203},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5818988084793091},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.557537853717804},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.471641480922699},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.45905932784080505},{"id":"https://openalex.org/C3017977704","wikidata":"https://www.wikidata.org/wiki/Q18745135","display_name":"Health data","level":3,"score":0.4485805630683899},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4286220073699951},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4251863360404968},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3328290581703186},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26517000794410706},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.24277374148368835},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.15670573711395264},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.52825/cordi.v1i.282","is_oa":true,"landing_page_url":"https://doi.org/10.52825/cordi.v1i.282","pdf_url":"https://www.tib-op.org/ojs/index.php/CoRDI/article/download/282/585","source":{"id":"https://openalex.org/S4387292475","display_name":"Proceedings of the Conference on Research Data Infrastructure","issn_l":"2941-296X","issn":["2941-296X"],"is_oa":true,"is_in_doaj":false,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Conference on Research Data Infrastructure","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.52825/cordi.v1i.282","is_oa":true,"landing_page_url":"https://doi.org/10.52825/cordi.v1i.282","pdf_url":"https://www.tib-op.org/ojs/index.php/CoRDI/article/download/282/585","source":{"id":"https://openalex.org/S4387292475","display_name":"Proceedings of the Conference on Research Data Infrastructure","issn_l":"2941-296X","issn":["2941-296X"],"is_oa":true,"is_in_doaj":false,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Conference on Research Data Infrastructure","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6000000238418579,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G5106512922","display_name":null,"funder_award_id":"Deutsche Forschungsgemeinschaft (DFG","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G7655486867","display_name":null,"funder_award_id":"442326535","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8330397625","display_name":null,"funder_award_id":"Funding","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4386544354.pdf"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W2962793481","https://openalex.org/W2983728903","https://openalex.org/W3014974815","https://openalex.org/W3112701542","https://openalex.org/W3164276012","https://openalex.org/W4206081841","https://openalex.org/W4224869355","https://openalex.org/W4383218413"],"related_works":["https://openalex.org/W4327724212","https://openalex.org/W2604230227","https://openalex.org/W4226054113","https://openalex.org/W4293758539","https://openalex.org/W4382631516","https://openalex.org/W2885743523","https://openalex.org/W4386656421","https://openalex.org/W2606756185","https://openalex.org/W4391071423","https://openalex.org/W3208681903"],"abstract_inverted_index":{"Data":[0],"sharing":[1],"is":[2,80],"often":[3],"met":[4],"with":[5],"resistance":[6],"in":[7,61,122],"medicine":[8,52],"and":[9,16,26,35,53,56,65,73,129,136],"healthcare,":[10],"due":[11],"to":[12,45,57,86,133],"the":[13,30,89,104,113],"sensitive":[14,120],"nature":[15],"heterogeneous":[17],"characteristics":[18],"of":[19,24,32,106,115],"health":[20,54,67,137],"data.":[21],"The":[22],"lack":[23],"standardization":[25],"semantics":[27],"further":[28],"exacerbate":[29],"problems":[31],"data":[33,36,40,48,59,78,107,117,121],"fragments":[34],"silos,":[37],"which":[38],"makes":[39],"analytics":[41,101],"challenging.":[42],"NFDI4Health":[43],"aims":[44],"develop":[46],"a":[47,99],"infrastructure":[49,79,96,102],"for":[50],"personalized":[51],"research":[55,77,110],"make":[58],"generated":[60],"clinical":[62],"trials,":[63],"epidemiological,":[64],"public":[66],"studies":[68],"FAIR":[69],"(Findable,":[70],"Accessible,":[71],"Interoperable,":[72],"Reusable).":[74],"Since":[75],"this":[76,95],"distributed":[81,125],"over":[82],"various":[83,123],"partners":[84],"contributing":[85],"their":[87],"data,":[88],"Personal":[90],"Health":[91],"Train":[92],"(PHT)":[93],"complements":[94],"by":[97],"providing":[98],"required":[100],"considering":[103],"distribution":[105],"collections.":[108],"Our":[109],"have":[111],"demonstrated":[112],"capability":[114],"conducting":[116],"analysis":[118],"on":[119],"formats":[124],"across":[126],"multiple":[127],"institutions":[128],"shown":[130],"great":[131],"potential":[132],"facilitate":[134],"medical":[135],"research.":[138]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-12T08:34:05.389933","created_date":"2025-10-10T00:00:00"}