{"id":"https://openalex.org/W4413807672","doi":"https://doi.org/10.1038/s41746-025-01926-2","title":"Robustness tests for biomedical foundation models should tailor to specifications","display_name":"Robustness tests for biomedical foundation models should tailor to specifications","publication_year":2025,"publication_date":"2025-08-29","ids":{"openalex":"https://openalex.org/W4413807672","doi":"https://doi.org/10.1038/s41746-025-01926-2","pmid":"https://pubmed.ncbi.nlm.nih.gov/40883427"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-025-01926-2","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01926-2","pdf_url":"https://www.nature.com/articles/s41746-025-01926-2.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-025-01926-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069751628","display_name":"R. Patrick Xian","orcid":"https://orcid.org/0000-0001-9895-6956"},"institutions":[{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"R. Patrick Xian","raw_affiliation_strings":["Department of Neurology, University of California, San Francisco, San Francisco, CA, USA. xrpatrick@gmail.com","Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA. xrpatrick@gmail.com","Department of Neurology, University of California, San Francisco, San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, University of California, San Francisco, San Francisco, CA, USA. xrpatrick@gmail.com","institution_ids":[]},{"raw_affiliation_string":"Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA. xrpatrick@gmail.com","institution_ids":[]},{"raw_affiliation_string":"Department of Neurology, University of California, San Francisco, San Francisco, CA, USA","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014988145","display_name":"Noah Baker","orcid":"https://orcid.org/0000-0002-6368-2083"},"institutions":[{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Noah R. Baker","raw_affiliation_strings":["Biological and Medical Informatics Graduate Program, University of California, San Francisco, San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"Biological and Medical Informatics Graduate Program, University of California, San Francisco, San Francisco, CA, USA","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017356720","display_name":"Tom David","orcid":"https://orcid.org/0000-0003-3063-8657"},"institutions":[{"id":"https://openalex.org/I4210096782","display_name":"Laboratoire Pluridisciplinaire de Recherche en Ing\u00e9nierie des Syst\u00e8mes, M\u00e9canique et Energ\u00e9tique","ror":"https://ror.org/00sbth994","country_code":"FR","type":"facility","lineage":["https://openalex.org/I12449238","https://openalex.org/I4210096782","https://openalex.org/I4210143826"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Tom David","raw_affiliation_strings":["PRISM Eval, Paris, France"],"affiliations":[{"raw_affiliation_string":"PRISM Eval, Paris, France","institution_ids":["https://openalex.org/I4210096782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026034009","display_name":"Qiming Cui","orcid":"https://orcid.org/0009-0001-7993-3561"},"institutions":[{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]},{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qiming Cui","raw_affiliation_strings":["Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA","Department of Neurology, University of California, San Francisco, San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]},{"raw_affiliation_string":"Department of Neurology, University of California, San Francisco, San Francisco, CA, USA","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027068804","display_name":"A Jay Holmgren","orcid":"https://orcid.org/0000-0002-7939-6831"},"institutions":[{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"A. Jay Holmgren","raw_affiliation_strings":["Division of Clinical Informatics and Digital Transformation, University of California, San Francisco, San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"Division of Clinical Informatics and Digital Transformation, University of California, San Francisco, San Francisco, CA, USA","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018488407","display_name":"Stefan Bauer","orcid":"https://orcid.org/0000-0003-1712-060X"},"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"]},{"id":"https://openalex.org/I4210152448","display_name":"Isotopen Technologien M\u00fcnchen (Germany)","ror":"https://ror.org/03tre7r66","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210152448"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Bauer","raw_affiliation_strings":["School of Computation, Information and Technology, Technical University of Munich & Helmholtz AI, Garching bei M\u00fcnchen, Germany"],"affiliations":[{"raw_affiliation_string":"School of Computation, Information and Technology, Technical University of Munich & Helmholtz AI, Garching bei M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508","https://openalex.org/I4210152448"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009516496","display_name":"Madhumita Sushil","orcid":"https://orcid.org/0000-0001-7884-0526"},"institutions":[{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Madhumita Sushil","raw_affiliation_strings":["Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, USA","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029714016","display_name":"Reza Abbasi-Asl","orcid":"https://orcid.org/0000-0001-7824-4628"},"institutions":[{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Reza Abbasi-Asl","raw_affiliation_strings":["Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, USA. reza.abbasiasl@ucsf.edu","Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, USA. reza.abbasiasl@ucsf.edu","Department of Neurology, University of California, San Francisco, San Francisco, CA, USA. reza.abbasiasl@ucsf.edu","Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA. reza.abbasiasl@ucsf.edu","Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco,  CA, USA"],"affiliations":[{"raw_affiliation_string":"Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, USA. reza.abbasiasl@ucsf.edu","institution_ids":[]},{"raw_affiliation_string":"Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, USA. reza.abbasiasl@ucsf.edu","institution_ids":[]},{"raw_affiliation_string":"Department of Neurology, University of California, San Francisco, San Francisco, CA, USA. reza.abbasiasl@ucsf.edu","institution_ids":[]},{"raw_affiliation_string":"Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA. reza.abbasiasl@ucsf.edu","institution_ids":[]},{"raw_affiliation_string":"Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco,  CA, USA","institution_ids":["https://openalex.org/I180670191"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5029714016","https://openalex.org/A5069751628"],"corresponding_institution_ids":["https://openalex.org/I180670191"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":6.6789,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.96780766,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"8","issue":"1","first_page":"557","last_page":"557"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9854999780654907,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9775999784469604,"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/robustness","display_name":"Robustness (evolution)","score":0.8825596570968628},{"id":"https://openalex.org/keywords/standardization","display_name":"Standardization","score":0.7068783640861511},{"id":"https://openalex.org/keywords/authorization","display_name":"Authorization","score":0.6960464715957642},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.687892735004425},{"id":"https://openalex.org/keywords/robustness-testing","display_name":"Robustness testing","score":0.4818324148654938},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4335975646972656},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.37288159132003784},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.3206968605518341},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22020289301872253},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.14378881454467773},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1384737491607666},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.0669136643409729}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8825596570968628},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.7068783640861511},{"id":"https://openalex.org/C108759981","wikidata":"https://www.wikidata.org/wiki/Q788590","display_name":"Authorization","level":2,"score":0.6960464715957642},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.687892735004425},{"id":"https://openalex.org/C137726913","wikidata":"https://www.wikidata.org/wiki/Q7353550","display_name":"Robustness testing","level":3,"score":0.4818324148654938},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4335975646972656},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.37288159132003784},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3206968605518341},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22020289301872253},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.14378881454467773},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1384737491607666},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0669136643409729},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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":4,"locations":[{"id":"doi:10.1038/s41746-025-01926-2","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01926-2","pdf_url":"https://www.nature.com/articles/s41746-025-01926-2.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:40883427","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40883427","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:f3ebe6f6dffa4454929f5ab28888098e","is_oa":true,"landing_page_url":"https://doaj.org/article/f3ebe6f6dffa4454929f5ab28888098e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 8, Iss 1, Pp 1-6 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11205100","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12397224","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-025-01926-2","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01926-2","pdf_url":"https://www.nature.com/articles/s41746-025-01926-2.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3295524100","display_name":null,"funder_award_id":"CA082103","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5133976721","display_name":null,"funder_award_id":"P30CA082103","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G7178345801","display_name":null,"funder_award_id":"CA082103","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G8881677771","display_name":null,"funder_award_id":"P30CA082103","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413807672.pdf","grobid_xml":"https://content.openalex.org/works/W4413807672.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W2110068396","https://openalex.org/W2967990436","https://openalex.org/W3036618332","https://openalex.org/W4312226936","https://openalex.org/W4366339852","https://openalex.org/W4385190584","https://openalex.org/W4396815672","https://openalex.org/W4399045945","https://openalex.org/W4400324908","https://openalex.org/W4401820448","https://openalex.org/W4402773236","https://openalex.org/W4403420201","https://openalex.org/W4403689553","https://openalex.org/W4405995927","https://openalex.org/W4407848027","https://openalex.org/W4412887831","https://openalex.org/W4412888514"],"related_works":["https://openalex.org/W1985538490","https://openalex.org/W2385695368","https://openalex.org/W2048346223","https://openalex.org/W1566806263","https://openalex.org/W1980755708","https://openalex.org/W2560201613","https://openalex.org/W172227863","https://openalex.org/W2112647495","https://openalex.org/W1576602683","https://openalex.org/W2013496695"],"abstract_inverted_index":{"The":[0],"rise":[1],"of":[2,39,53],"biomedical":[3],"foundation":[4],"models":[5],"creates":[6],"new":[7],"hurdles":[8],"in":[9,41,56],"model":[10,58],"testing":[11,68],"and":[12,18,33,60],"authorization,":[13],"given":[14],"their":[15],"broad":[16],"capabilities":[17],"susceptibility":[19],"to":[20,30,35,45],"complex":[21],"distribution":[22],"shifts.":[23],"We":[24],"suggest":[25],"tailoring":[26],"robustness":[27,40,54],"tests":[28],"according":[29],"task-dependent":[31],"priorities":[32],"propose":[34],"integrate":[36],"granular":[37],"notions":[38],"a":[42],"predefined":[43],"specification":[44],"guide":[46],"implementation.":[47],"Our":[48],"approach":[49],"facilitates":[50],"the":[51,57],"standardization":[52],"assessments":[55],"lifecycle":[59],"connects":[61],"abstract":[62],"AI":[63],"regulatory":[64],"frameworks":[65],"with":[66],"concrete":[67],"procedures.":[69]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
