{"id":"https://openalex.org/W7106487548","doi":"https://doi.org/10.1007/978-3-032-11442-6_14","title":"Generation, Use and\u00a0Effects of\u00a0Synthetic Data to\u00a0Train Medical AI\u2019s: Examined Using the\u00a0Example of\u00a0Knee Arthroplasty","display_name":"Generation, Use and\u00a0Effects of\u00a0Synthetic Data to\u00a0Train Medical AI\u2019s: Examined Using the\u00a0Example of\u00a0Knee Arthroplasty","publication_year":2025,"publication_date":"2025-11-23","ids":{"openalex":"https://openalex.org/W7106487548","doi":"https://doi.org/10.1007/978-3-032-11442-6_14"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-11442-6_14","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-11442-6_14","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Tobias Neiss-Theuerkauff","orcid":"https://orcid.org/0009-0000-1571-2594"},"institutions":[{"id":"https://openalex.org/I10889393","display_name":"Jade University of Applied Sciences","ror":"https://ror.org/02vvvm705","country_code":"DE","type":"education","lineage":["https://openalex.org/I10889393"]},{"id":"https://openalex.org/I4210089302","display_name":"Institute of Technical Chemistry","ror":"https://ror.org/0080yzn09","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210089302","https://openalex.org/I4210145551"]},{"id":"https://openalex.org/I4210161783","display_name":"GeoInformation (United Kingdom)","ror":"https://ror.org/05t4zqc79","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210161783"]}],"countries":["DE","GB","RU"],"is_corresponding":true,"raw_author_name":"Tobias Neiss-Theuerkauff","raw_affiliation_strings":["IAPG - Institute for Applied Photogrammetry and Geoinformatics, Oldenburg, Germany","ITAS - Institute for Technical Assistance Systems, Karlsruhe, Germany","Jade Hochschule, 26121, Oldenburg, Germany"],"raw_orcid":"https://orcid.org/0009-0000-1571-2594","affiliations":[{"raw_affiliation_string":"IAPG - Institute for Applied Photogrammetry and Geoinformatics, Oldenburg, Germany","institution_ids":["https://openalex.org/I4210161783"]},{"raw_affiliation_string":"ITAS - Institute for Technical Assistance Systems, Karlsruhe, Germany","institution_ids":["https://openalex.org/I4210089302"]},{"raw_affiliation_string":"Jade Hochschule, 26121, Oldenburg, Germany","institution_ids":["https://openalex.org/I10889393"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Arne Schierbaum","orcid":"https://orcid.org/0009-0000-7673-1553"},"institutions":[{"id":"https://openalex.org/I10889393","display_name":"Jade University of Applied Sciences","ror":"https://ror.org/02vvvm705","country_code":"DE","type":"education","lineage":["https://openalex.org/I10889393"]},{"id":"https://openalex.org/I4210161783","display_name":"GeoInformation (United Kingdom)","ror":"https://ror.org/05t4zqc79","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210161783"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Arne Schierbaum","raw_affiliation_strings":["IAPG - Institute for Applied Photogrammetry and Geoinformatics, Oldenburg, Germany","Jade Hochschule, 26121, Oldenburg, Germany"],"raw_orcid":"https://orcid.org/0009-0000-7673-1553","affiliations":[{"raw_affiliation_string":"IAPG - Institute for Applied Photogrammetry and Geoinformatics, Oldenburg, Germany","institution_ids":["https://openalex.org/I4210161783"]},{"raw_affiliation_string":"Jade Hochschule, 26121, Oldenburg, Germany","institution_ids":["https://openalex.org/I10889393"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yves Korte-Wagner","orcid":null},"institutions":[{"id":"https://openalex.org/I10889393","display_name":"Jade University of Applied Sciences","ror":"https://ror.org/02vvvm705","country_code":"DE","type":"education","lineage":["https://openalex.org/I10889393"]},{"id":"https://openalex.org/I4210089302","display_name":"Institute of Technical Chemistry","ror":"https://ror.org/0080yzn09","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210089302","https://openalex.org/I4210145551"]}],"countries":["DE","RU"],"is_corresponding":false,"raw_author_name":"Yves Korte-Wagner","raw_affiliation_strings":["ITAS - Institute for Technical Assistance Systems, Karlsruhe, Germany","Jade Hochschule, 26121, Oldenburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITAS - Institute for Technical Assistance Systems, Karlsruhe, Germany","institution_ids":["https://openalex.org/I4210089302"]},{"raw_affiliation_string":"Jade Hochschule, 26121, Oldenburg, Germany","institution_ids":["https://openalex.org/I10889393"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Thomas Luhmann","orcid":"https://orcid.org/0000-0003-0483-7548"},"institutions":[{"id":"https://openalex.org/I10889393","display_name":"Jade University of Applied Sciences","ror":"https://ror.org/02vvvm705","country_code":"DE","type":"education","lineage":["https://openalex.org/I10889393"]},{"id":"https://openalex.org/I4210161783","display_name":"GeoInformation (United Kingdom)","ror":"https://ror.org/05t4zqc79","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210161783"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Thomas Luhmann","raw_affiliation_strings":["IAPG - Institute for Applied Photogrammetry and Geoinformatics, Oldenburg, Germany","Jade Hochschule, 26121, Oldenburg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0483-7548","affiliations":[{"raw_affiliation_string":"IAPG - Institute for Applied Photogrammetry and Geoinformatics, Oldenburg, Germany","institution_ids":["https://openalex.org/I4210161783"]},{"raw_affiliation_string":"Jade Hochschule, 26121, Oldenburg, Germany","institution_ids":["https://openalex.org/I10889393"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Till Sieberth","orcid":"https://orcid.org/0000-0002-2662-8344"},"institutions":[{"id":"https://openalex.org/I10889393","display_name":"Jade University of Applied Sciences","ror":"https://ror.org/02vvvm705","country_code":"DE","type":"education","lineage":["https://openalex.org/I10889393"]},{"id":"https://openalex.org/I4210161783","display_name":"GeoInformation (United Kingdom)","ror":"https://ror.org/05t4zqc79","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210161783"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Till Sieberth","raw_affiliation_strings":["IAPG - Institute for Applied Photogrammetry and Geoinformatics, Oldenburg, Germany","Jade Hochschule, 26121, Oldenburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-2662-8344","affiliations":[{"raw_affiliation_string":"IAPG - Institute for Applied Photogrammetry and Geoinformatics, Oldenburg, Germany","institution_ids":["https://openalex.org/I4210161783"]},{"raw_affiliation_string":"Jade Hochschule, 26121, Oldenburg, Germany","institution_ids":["https://openalex.org/I10889393"]}]},{"author_position":"last","author":{"id":null,"display_name":"Frank Wallhoff","orcid":"https://orcid.org/0000-0002-7791-3225"},"institutions":[{"id":"https://openalex.org/I10889393","display_name":"Jade University of Applied Sciences","ror":"https://ror.org/02vvvm705","country_code":"DE","type":"education","lineage":["https://openalex.org/I10889393"]},{"id":"https://openalex.org/I4210089302","display_name":"Institute of Technical Chemistry","ror":"https://ror.org/0080yzn09","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210089302","https://openalex.org/I4210145551"]}],"countries":["DE","RU"],"is_corresponding":false,"raw_author_name":"Frank Wallhoff","raw_affiliation_strings":["ITAS - Institute for Technical Assistance Systems, Karlsruhe, Germany","Jade Hochschule, 26121, Oldenburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-7791-3225","affiliations":[{"raw_affiliation_string":"ITAS - Institute for Technical Assistance Systems, Karlsruhe, Germany","institution_ids":["https://openalex.org/I4210089302"]},{"raw_affiliation_string":"Jade Hochschule, 26121, Oldenburg, Germany","institution_ids":["https://openalex.org/I10889393"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I10889393","https://openalex.org/I4210089302","https://openalex.org/I4210161783"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.84850911,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"193","last_page":"206"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10562","display_name":"Total Knee Arthroplasty Outcomes","score":0.508400022983551,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10562","display_name":"Total Knee Arthroplasty Outcomes","score":0.508400022983551,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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":0.2782000005245209,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.027899999171495438,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.5009999871253967},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.49380001425743103},{"id":"https://openalex.org/keywords/total-knee-arthroplasty","display_name":"Total knee arthroplasty","score":0.4512999951839447},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.39800000190734863},{"id":"https://openalex.org/keywords/arthroplasty","display_name":"Arthroplasty","score":0.37619999051094055},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.3181000053882599}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7591999769210815},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5070000290870667},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.5009999871253967},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.49380001425743103},{"id":"https://openalex.org/C3017871827","wikidata":"https://www.wikidata.org/wiki/Q1693864","display_name":"Total knee arthroplasty","level":2,"score":0.4512999951839447},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.39800000190734863},{"id":"https://openalex.org/C2778336525","wikidata":"https://www.wikidata.org/wiki/Q708178","display_name":"Arthroplasty","level":2,"score":0.37619999051094055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.326200008392334},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.3181000053882599},{"id":"https://openalex.org/C3020573985","wikidata":"https://www.wikidata.org/wiki/Q37425","display_name":"Knee surgery","level":4,"score":0.2847999930381775},{"id":"https://openalex.org/C55037315","wikidata":"https://www.wikidata.org/wiki/Q5421151","display_name":"Experimental data","level":2,"score":0.2621999979019165},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2606000006198883}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-11442-6_14","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-11442-6_14","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5901618003845215,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2110764733","https://openalex.org/W3104580161","https://openalex.org/W3163438477","https://openalex.org/W3214430999","https://openalex.org/W4206566424","https://openalex.org/W4288017847","https://openalex.org/W4321378319","https://openalex.org/W4387051799","https://openalex.org/W4388183919","https://openalex.org/W4389884918","https://openalex.org/W4391094954","https://openalex.org/W4396776629","https://openalex.org/W4396781506","https://openalex.org/W4396862413","https://openalex.org/W4401788618","https://openalex.org/W4404822784","https://openalex.org/W4405383069"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2025-11-25T14:43:58.451035","created_date":"2025-11-23T00:00:00"}
