{"id":"https://openalex.org/W4392913518","doi":"https://doi.org/10.1038/s42256-024-00813-x","title":"Federated learning is not a cure-all for data ethics","display_name":"Federated learning is not a cure-all for data ethics","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392913518","doi":"https://doi.org/10.1038/s42256-024-00813-x"},"language":"en","primary_location":{"id":"doi:10.1038/s42256-024-00813-x","is_oa":false,"landing_page_url":"https://doi.org/10.1038/s42256-024-00813-x","pdf_url":null,"source":{"id":"https://openalex.org/S2912241403","display_name":"Nature Machine Intelligence","issn_l":"2522-5839","issn":["2522-5839"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nature Machine Intelligence","raw_type":"journal-article"},"type":"article","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":"https://openalex.org/A5025361966","display_name":"Marieke Bak","orcid":"https://orcid.org/0000-0003-0655-0743"},"institutions":[{"id":"https://openalex.org/I4210151833","display_name":"Amsterdam University Medical Centers","ror":"https://ror.org/05grdyy37","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I4210151833"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["DE","NL"],"is_corresponding":true,"raw_author_name":"Marieke Bak","raw_affiliation_strings":["Department of Ethics, Law and Humanities, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands","Institute of History and Ethics in Medicine, Department of Clinical Medicine, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0655-0743","affiliations":[{"raw_affiliation_string":"Department of Ethics, Law and Humanities, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands","institution_ids":["https://openalex.org/I4210151833","https://openalex.org/I887064364"]},{"raw_affiliation_string":"Institute of History and Ethics in Medicine, Department of Clinical Medicine, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034493341","display_name":"Vince I. Madai","orcid":"https://orcid.org/0000-0002-8552-6954"},"institutions":[{"id":"https://openalex.org/I12870472","display_name":"Birmingham City University","ror":"https://ror.org/00t67pt25","country_code":"GB","type":"education","lineage":["https://openalex.org/I12870472"]},{"id":"https://openalex.org/I4210139777","display_name":"Berlin Institute of Health at Charit\u00e9 - Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/0493xsw21","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210139777","https://openalex.org/I7877124"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Vince I. Madai","raw_affiliation_strings":["Faculty of Computing, Engineering and the Built Environment, School of Computing and Digital Technology, Birmingham City University, Birmingham, UK","QUEST Centre for Responsible Research at the Berlin Institute of Health (BIH), Charit\u00e9 Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing, Engineering and the Built Environment, School of Computing and Digital Technology, Birmingham City University, Birmingham, UK","institution_ids":["https://openalex.org/I12870472"]},{"raw_affiliation_string":"QUEST Centre for Responsible Research at the Berlin Institute of Health (BIH), Charit\u00e9 Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4210139777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031401755","display_name":"Leo Anthony Celi","orcid":"https://orcid.org/0000-0001-6712-6626"},"institutions":[{"id":"https://openalex.org/I1316535847","display_name":"Beth Israel Deaconess Medical Center","ror":"https://ror.org/04drvxt59","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1316535847"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Leo Anthony Celi","raw_affiliation_strings":["Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA","Division of Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA","Laboratory for Computational Physiology, Massachusetts Institute of Technology, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA","institution_ids":["https://openalex.org/I136199984"]},{"raw_affiliation_string":"Division of Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA","institution_ids":["https://openalex.org/I1316535847"]},{"raw_affiliation_string":"Laboratory for Computational Physiology, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000554104","display_name":"Georgios Kaissis","orcid":"https://orcid.org/0000-0001-8382-8062"},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Georgios A. Kaissis","raw_affiliation_strings":["Department of Computing, Faculty of Engineering, Imperial College of Science, Technology and Medicine, London, UK","Institute for Artificial Intelligence and Informatics in Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany","Institute for Machine Learning in Biomedical Imaging, Helmholtz Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8382-8062","affiliations":[{"raw_affiliation_string":"Department of Computing, Faculty of Engineering, Imperial College of Science, Technology and Medicine, London, UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Institute for Artificial Intelligence and Informatics in Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"raw_affiliation_string":"Institute for Machine Learning in Biomedical Imaging, Helmholtz Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017129044","display_name":"Ronald Cornet","orcid":"https://orcid.org/0000-0002-1704-5980"},"institutions":[{"id":"https://openalex.org/I4210151833","display_name":"Amsterdam University Medical Centers","ror":"https://ror.org/05grdyy37","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I4210151833"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ronald Cornet","raw_affiliation_strings":["Department of Medical Informatics, Amsterdam UMC, Amsterdam, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-1704-5980","affiliations":[{"raw_affiliation_string":"Department of Medical Informatics, Amsterdam UMC, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I4210151833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094181148","display_name":"Menno Maris","orcid":"https://orcid.org/0009-0003-8907-3221"},"institutions":[{"id":"https://openalex.org/I4210151833","display_name":"Amsterdam University Medical Centers","ror":"https://ror.org/05grdyy37","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I4210151833"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Menno Maris","raw_affiliation_strings":["Department of Ethics, Law and Humanities, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ethics, Law and Humanities, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands","institution_ids":["https://openalex.org/I4210151833","https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006461848","display_name":"Daniel Rueckert","orcid":"https://orcid.org/0000-0002-5683-5889"},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Daniel Rueckert","raw_affiliation_strings":["Department of Computing, Faculty of Engineering, Imperial College of Science, Technology and Medicine, London, UK","Institute for Artificial Intelligence and Informatics in Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5683-5889","affiliations":[{"raw_affiliation_string":"Department of Computing, Faculty of Engineering, Imperial College of Science, Technology and Medicine, London, UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Institute for Artificial Intelligence and Informatics in Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060046585","display_name":"Alena Buyx","orcid":"https://orcid.org/0000-0002-5726-7633"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alena Buyx","raw_affiliation_strings":["Institute of History and Ethics in Medicine, Department of Clinical Medicine, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of History and Ethics in Medicine, Department of Clinical Medicine, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020702389","display_name":"Stuart McLennan","orcid":"https://orcid.org/0000-0002-2019-6253"},"institutions":[{"id":"https://openalex.org/I1850255","display_name":"University of Basel","ror":"https://ror.org/02s6k3f65","country_code":"CH","type":"education","lineage":["https://openalex.org/I1850255"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["CH","DE"],"is_corresponding":false,"raw_author_name":"Stuart McLennan","raw_affiliation_strings":["Institute for Biomedical Ethics, University of Basel, Basel, Switzerland","Institute of History and Ethics in Medicine, Department of Clinical Medicine, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-2019-6253","affiliations":[{"raw_affiliation_string":"Institute for Biomedical Ethics, University of Basel, Basel, Switzerland","institution_ids":["https://openalex.org/I1850255"]},{"raw_affiliation_string":"Institute of History and Ethics in Medicine, Department of Clinical Medicine, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5025361966"],"corresponding_institution_ids":["https://openalex.org/I4210151833","https://openalex.org/I62916508","https://openalex.org/I887064364"],"apc_list":{"value":11690,"currency":"USD","value_usd":11690},"apc_paid":null,"fwci":5.8155,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.964851,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"6","issue":"4","first_page":"370","last_page":"372"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12943","display_name":"COVID-19 Digital Contact Tracing","score":0.9916999936103821,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/acknowledgement","display_name":"Acknowledgement","score":0.9459855556488037},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.5801636576652527},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.5263665318489075},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.4411270022392273},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4344610571861267},{"id":"https://openalex.org/keywords/ethical-issues","display_name":"Ethical issues","score":0.4153040647506714},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.40483877062797546},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3703964054584503},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3607036769390106},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2561827003955841},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15792638063430786},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14381515979766846}],"concepts":[{"id":"https://openalex.org/C2777880217","wikidata":"https://www.wikidata.org/wiki/Q4674282","display_name":"Acknowledgement","level":2,"score":0.9459855556488037},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.5801636576652527},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.5263665318489075},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.4411270022392273},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4344610571861267},{"id":"https://openalex.org/C2986663376","wikidata":"https://www.wikidata.org/wiki/Q9465","display_name":"Ethical issues","level":2,"score":0.4153040647506714},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.40483877062797546},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3703964054584503},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3607036769390106},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2561827003955841},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15792638063430786},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14381515979766846}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1038/s42256-024-00813-x","is_oa":false,"landing_page_url":"https://doi.org/10.1038/s42256-024-00813-x","pdf_url":null,"source":{"id":"https://openalex.org/S2912241403","display_name":"Nature Machine Intelligence","issn_l":"2522-5839","issn":["2522-5839"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nature Machine Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1788768","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1788768","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"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":"article"},{"id":"pmh:oai:pure.amsterdamumc.nl:openaire_cris_publications/7560c750-a880-4cd7-b5a1-1299b9be3ac1","is_oa":false,"landing_page_url":"https://pure.amsterdamumc.nl/en/publications/7560c750-a880-4cd7-b5a1-1299b9be3ac1","pdf_url":null,"source":{"id":"https://openalex.org/S7407055222","display_name":"Pure Amsterdam UMC","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bak, M, Madai, V I, Celi, L A, Kaissis, G A, Cornet, R, Maris, M, Rueckert, D, Buyx, A & McLennan, S 2024, 'Federated learning is not a cure-all for data ethics', Nature Machine Intelligence, vol. 6, no. 4, pp. 370-372. https://doi.org/10.1038/s42256-024-00813-x","raw_type":"info:eu-repo/semantics/annotation"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/7ba9a279-6639-4c98-a9d0-891158a1c228","is_oa":false,"landing_page_url":"https://research.vumc.nl/en/publications/7ba9a279-6639-4c98-a9d0-891158a1c228","pdf_url":null,"source":{"id":"https://openalex.org/S7407055350","display_name":"Amsterdam UMC (VU Amsterdam) - Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bak, M, Madai, V I, Celi, L A, Kaissis, G A, Cornet, R, Maris, M, Rueckert, D, Buyx, A & McLennan, S 2024, 'Federated learning is not a cure-all for data ethics', Nature Machine Intelligence, vol. 6, no. 4, pp. 370-372. https://doi.org/10.1038/s42256-024-00813-x","raw_type":"info:eu-repo/semantics/annotation"},{"id":"pmh:oai:push-zb.helmholtz-munich.de:70318","is_oa":false,"landing_page_url":"https://push-zb.helmholtz-munich.de/frontdoor.php?source_opus=70318","pdf_url":null,"source":{"id":"https://openalex.org/S7407055352","display_name":"PuSH - Publication Server of Helmholtz Zentrum M\u00fcnchen","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Nat. Mach. Intell. 6, 370\u2013372 (2024)","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W3012501605","https://openalex.org/W3033511014","https://openalex.org/W3042637685","https://openalex.org/W3045757596","https://openalex.org/W3086590218","https://openalex.org/W4225743906","https://openalex.org/W4280499562","https://openalex.org/W4288089135","https://openalex.org/W4317952770","https://openalex.org/W4364302664"],"related_works":["https://openalex.org/W4300506154","https://openalex.org/W2177530805","https://openalex.org/W3211386016","https://openalex.org/W4255784647","https://openalex.org/W2060969805","https://openalex.org/W2779160393","https://openalex.org/W4392104646","https://openalex.org/W191070824","https://openalex.org/W250348290","https://openalex.org/W4386767403"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":6}],"updated_date":"2026-07-25T15:57:00.446498","created_date":"2025-10-10T00:00:00"}