{"id":"https://openalex.org/W4410447861","doi":"https://doi.org/10.1038/s43588-025-00806-9","title":"Computational challenges arising in algorithmic fairness and health equity with generative AI","display_name":"Computational challenges arising in algorithmic fairness and health equity with generative AI","publication_year":2025,"publication_date":"2025-05-16","ids":{"openalex":"https://openalex.org/W4410447861","doi":"https://doi.org/10.1038/s43588-025-00806-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/40379962"},"language":"en","primary_location":{"id":"doi:10.1038/s43588-025-00806-9","is_oa":false,"landing_page_url":"https://doi.org/10.1038/s43588-025-00806-9","pdf_url":null,"source":{"id":"https://openalex.org/S4210228084","display_name":"Nature Computational Science","issn_l":"2662-8457","issn":["2662-8457"],"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 Computational Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12983476/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014472990","display_name":"Vinith M. Suriyakumar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210110987","display_name":"IIT@MIT","ror":"https://ror.org/01wp8zh54","country_code":"US","type":"facility","lineage":["https://openalex.org/I30771326","https://openalex.org/I4210110987"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Vinith M. Suriyakumar","raw_affiliation_strings":["MIT, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"MIT, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210110987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006382868","display_name":"Anna Zink","orcid":"https://orcid.org/0000-0001-5752-1569"},"institutions":[{"id":"https://openalex.org/I4210164862","display_name":"Artificial Intelligence in Medicine (Canada)","ror":"https://ror.org/05p590m36","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210164862"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Anna Zink","raw_affiliation_strings":["Center for Applied Artificial Intelligence University of Chicago Booth School of Business, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Center for Applied Artificial Intelligence University of Chicago Booth School of Business, Chicago, IL, USA","institution_ids":["https://openalex.org/I4210164862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107513876","display_name":"Maia Hightower","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121040","display_name":"Equality Now","ror":"https://ror.org/0345vzk85","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210121040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maia Hightower","raw_affiliation_strings":["Equality AI"],"affiliations":[{"raw_affiliation_string":"Equality AI","institution_ids":["https://openalex.org/I4210121040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070063054","display_name":"Marzyeh Ghassemi","orcid":"https://orcid.org/0000-0001-6349-7251"},"institutions":[{"id":"https://openalex.org/I4210110987","display_name":"IIT@MIT","ror":"https://ror.org/01wp8zh54","country_code":"US","type":"facility","lineage":["https://openalex.org/I30771326","https://openalex.org/I4210110987"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marzyeh Ghassemi","raw_affiliation_strings":["MIT, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"MIT, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210110987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023428054","display_name":"Brett K. Beaulieu\u2010Jones","orcid":"https://orcid.org/0000-0002-6700-1468"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Brett Beaulieu-Jones","raw_affiliation_strings":["Department of Medicine, University of Chicago, Chicago, IL, USA. beaulieujones@uchicago.edu"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, University of Chicago, Chicago, IL, USA. beaulieujones@uchicago.edu","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5014472990"],"corresponding_institution_ids":["https://openalex.org/I4210110987"],"apc_list":{"value":9750,"currency":"EUR","value_usd":11690},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09957213,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"5","issue":"9","first_page":"698","last_page":"700"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9866999983787537,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9866999983787537,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9513000249862671,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7117526531219482},{"id":"https://openalex.org/keywords/equity","display_name":"Equity (law)","score":0.6072513461112976},{"id":"https://openalex.org/keywords/health-equity","display_name":"Health equity","score":0.5721273422241211},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5196234583854675},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.36829718947410583},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2646027207374573},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.2540883421897888},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.25169408321380615},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.14992424845695496},{"id":"https://openalex.org/keywords/economic-growth","display_name":"Economic growth","score":0.1043572723865509}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7117526531219482},{"id":"https://openalex.org/C199728807","wikidata":"https://www.wikidata.org/wiki/Q2578557","display_name":"Equity (law)","level":2,"score":0.6072513461112976},{"id":"https://openalex.org/C2250968","wikidata":"https://www.wikidata.org/wiki/Q1512929","display_name":"Health equity","level":3,"score":0.5721273422241211},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5196234583854675},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.36829718947410583},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2646027207374573},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2540883421897888},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.25169408321380615},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.14992424845695496},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.1043572723865509},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1038/s43588-025-00806-9","is_oa":false,"landing_page_url":"https://doi.org/10.1038/s43588-025-00806-9","pdf_url":null,"source":{"id":"https://openalex.org/S4210228084","display_name":"Nature Computational Science","issn_l":"2662-8457","issn":["2662-8457"],"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 Computational Science","raw_type":"journal-article"},{"id":"pmid:40379962","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40379962","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":"Nature computational science","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12983476","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12983476/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Nat Comput Sci","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:12983476","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12983476/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Nat Comput Sci","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306202","display_name":"Gordon and Betty Moore Foundation","ror":"https://ror.org/006wxqw41"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W4382394524","https://openalex.org/W4389178822","https://openalex.org/W4390919221","https://openalex.org/W4391995913","https://openalex.org/W4399528455","https://openalex.org/W4400126525","https://openalex.org/W4401947350","https://openalex.org/W4402675481","https://openalex.org/W4405968021","https://openalex.org/W6606566292"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2380075625","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W2163184657","https://openalex.org/W2018661294","https://openalex.org/W4318965972"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-21T08:13:44.787528","created_date":"2025-10-10T00:00:00"}
