Raising awareness of sex and gender bias in artificial intelligence and health

Historically, biomedical research has been led by and focused on men. The recent introduction of Artificial Intelligence (AI) in this area has further proven this practice to be discriminatory for other sexes and genders, more noticeably for women. To move towards a fair AI development, it is essent...

Full description

Saved in:
Bibliographic Details
Published in:Frontiers in Global Women's Health Vol. 4; p. 970312
Main Authors: Buslón, Nataly, Cortés, Atia, Catuara-Solarz, Silvina, Cirillo, Davide, Rementeria, Maria José
Format: Journal Article
Language:English
Published: Switzerland Frontiers Media SA 06.09.2023
Frontiers Media S.A
Subjects:
ISSN:2673-5059, 2673-5059
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Historically, biomedical research has been led by and focused on men. The recent introduction of Artificial Intelligence (AI) in this area has further proven this practice to be discriminatory for other sexes and genders, more noticeably for women. To move towards a fair AI development, it is essential to include sex and gender diversity both in research practices and in the workplace. In this context, the Bioinfo4women (B4W) program of the Barcelona Supercomputing Center (i) promotes the participation of women scientists by improving their visibility, (ii) fosters international collaborations between institutions and programs and (iii) advances research on sex and gender bias in AI and health. In this article, we discuss methodology and results of a series of conferences, titled “Sex and Gender Bias in Artificial Intelligence and Health, organized by B4W and La Caixa Foundation from March to June 2021 in Barcelona, Spain. The series consisted of nine hybrid events, composed of keynote sessions and seminars open to the general audience, and two working groups with invited experts from different professional backgrounds (academic fields such as biology, engineering, and sociology, as well as NGOs, journalists, lawyers, policymakers, industry). Based on this awareness-raising action, we distilled key recommendations to facilitate the inclusion of sex and gender perspective into public policies, educational programs, industry, and biomedical research, among other sectors, and help overcome sex and gender biases in AI and health.
AbstractList Historically, biomedical research has been led by and focused on men. The recent introduction of Artificial Intelligence (AI) in this area has further proven this practice to be discriminatory for other sexes and genders, more noticeably for women. To move towards a fair AI development, it is essential to include sex and gender diversity both in research practices and in the workplace. In this context, the Bioinfo4women (B4W) program of the Barcelona Supercomputing Center (i) promotes the participation of women scientists by improving their visibility, (ii) fosters international collaborations between institutions and programs and (iii) advances research on sex and gender bias in AI and health. In this article, we discuss methodology and results of a series of conferences, titled “Sex and Gender Bias in Artificial Intelligence and Health, organized by B4W and La Caixa Foundation from March to June 2021 in Barcelona, Spain. The series consisted of nine hybrid events, composed of keynote sessions and seminars open to the general audience, and two working groups with invited experts from different professional backgrounds (academic fields such as biology, engineering, and sociology, as well as NGOs, journalists, lawyers, policymakers, industry). Based on this awareness-raising action, we distilled key recommendations to facilitate the inclusion of sex and gender perspective into public policies, educational programs, industry, and biomedical research, among other sectors, and help overcome sex and gender biases in AI and health.
Historically, biomedical research has been led by and focused on men. The recent introduction of Artificial Intelligence (AI) in this area has further proven this practice to be discriminatory for other sexes and genders, more noticeably for women. To move towards a fair AI development, it is essential to include sex and gender diversity both in research practices and in the workplace. In this context, the Bioinfo4women (B4W) program of the Barcelona Supercomputing Center (i) promotes the participation of women scientists by improving their visibility, (ii) fosters international collaborations between institutions and programs and (iii) advances research on sex and gender bias in AI and health. In this article, we discuss methodology and results of a series of conferences, titled “Sex and Gender Bias in Artificial Intelligence and Health, organized by B4W and La Caixa Foundation from March to June 2021 in Barcelona, Spain. The series consisted of nine hybrid events, composed of keynote sessions and seminars open to the general audience, and two working groups with invited experts from different professional backgrounds (academic fields such as biology, engineering, and sociology, as well as NGOs, journalists, lawyers, policymakers, industry). Based on this awareness-raising action, we distilled key recommendations to facilitate the inclusion of sex and gender perspective into public policies, educational programs, industry, and biomedical research, among other sectors, and help overcome sex and gender biases in AI and health.Historically, biomedical research has been led by and focused on men. The recent introduction of Artificial Intelligence (AI) in this area has further proven this practice to be discriminatory for other sexes and genders, more noticeably for women. To move towards a fair AI development, it is essential to include sex and gender diversity both in research practices and in the workplace. In this context, the Bioinfo4women (B4W) program of the Barcelona Supercomputing Center (i) promotes the participation of women scientists by improving their visibility, (ii) fosters international collaborations between institutions and programs and (iii) advances research on sex and gender bias in AI and health. In this article, we discuss methodology and results of a series of conferences, titled “Sex and Gender Bias in Artificial Intelligence and Health, organized by B4W and La Caixa Foundation from March to June 2021 in Barcelona, Spain. The series consisted of nine hybrid events, composed of keynote sessions and seminars open to the general audience, and two working groups with invited experts from different professional backgrounds (academic fields such as biology, engineering, and sociology, as well as NGOs, journalists, lawyers, policymakers, industry). Based on this awareness-raising action, we distilled key recommendations to facilitate the inclusion of sex and gender perspective into public policies, educational programs, industry, and biomedical research, among other sectors, and help overcome sex and gender biases in AI and health.
Author Buslón, Nataly
Catuara-Solarz, Silvina
Cortés, Atia
Rementeria, Maria José
Cirillo, Davide
AuthorAffiliation 2 Women’s Brain Project, Guntershausen , Switzerland
1 Life Sciences Department , Barcelona Supercomputing Center , Barcelona , Spain
AuthorAffiliation_xml – name: 1 Life Sciences Department , Barcelona Supercomputing Center , Barcelona , Spain
– name: 2 Women’s Brain Project, Guntershausen , Switzerland
Author_xml – sequence: 1
  givenname: Nataly
  surname: Buslón
  fullname: Buslón, Nataly
– sequence: 2
  givenname: Atia
  surname: Cortés
  fullname: Cortés, Atia
– sequence: 3
  givenname: Silvina
  surname: Catuara-Solarz
  fullname: Catuara-Solarz, Silvina
– sequence: 4
  givenname: Davide
  surname: Cirillo
  fullname: Cirillo, Davide
– sequence: 5
  givenname: Maria José
  surname: Rementeria
  fullname: Rementeria, Maria José
BackLink https://www.ncbi.nlm.nih.gov/pubmed/37746321$$D View this record in MEDLINE/PubMed
BookMark eNp1ks1v1DAQxS1UREvpnROKxIXLLv5Ixs4JoYqPShVICM7WxJlkvcraxc5S-O9xuqVqK3Gyx_7N0_j5PWdHIQZi7KXga6VM-3YYrzdryaVat5orIZ-wEwlarRretEf39sfsLOct51w2QkqlnrFjpXUNSooT9uUb-uzDWOE1JgqUcxWHKtPvCkNfjRR6SlXnMVc-VJhmP3jncSrVTNPkC-DoBt0QTvPmBXs64JTp7HY9ZT8-fvh-_nl1-fXTxfn7y5WrWzGvemMa5NDUnetVr03dAfC6deBICAfalbIfgMOAQAZbLQFrrpA3uoXeSXXKLg66fcStvUp-h-mPjejtzUFMo12GdRPZhsgZ41wruKihhpZkcaED1Zlm6GjRenfQutp3O-odhTnh9ED04U3wGzvGX1bwYqgwi8KbW4UUf-4pz3bnsyv-YKC4z1YaMKClbkxBXz9Ct3GfQvHKKgm1klqbhXp1f6S7Wf79WwH4AXAp5pxouEMEt0s67JIOu6TDHtJRWuBRi_Mzzj4uj_LT_xv_AkEDvcY
CitedBy_id crossref_primary_10_1057_s41254_024_00324_x
crossref_primary_10_2196_67383
crossref_primary_10_2147_JPR_S495934
crossref_primary_10_1016_j_lanepe_2025_101421
crossref_primary_10_1111_nhs_70059
crossref_primary_10_1007_s00146_024_02067_y
Cites_doi 10.1038/s41591-021-01614-0
10.1038/s41591-021-01597-y
10.1172/JCI142029
10.1016/S0140-6736(19)30986-9
10.1016/j.neuron.2021.12.008
10.1038/s41572-021-00316-8
10.1038/s42254-022-00518-3
10.1001/jamanetworkopen.2021.14509
10.1016/j.respol.2018.02.009
10.1016/j.xcrm.2022.100553
10.3390/e23010018
10.1371/journal.pcbi.1005134
10.1186/s12909-019-1528-8
10.48550/arXiv.2011.12919
10.1038/s41590-020-0618-4
10.1038/s41746-020-0288-5
10.1371/journal.pcbi.1010731
10.1038/s43856-021-00028-w
10.3233/SHTI190213
10.48550/arXiv.2010.03986
10.1007/s43681-021-00069-w
10.1038/s41746-021-00549-7
10.1186/s13063-022-06316-7
10.1371/journal.pbio.2004956
10.1038/s43588-020-00013-8
10.1038/s41591-018-0300-7
10.1016/j.patter.2022.100449
10.1016/j.tins.2021.03.004
10.1038/d41586-022-04504-8
10.1038/s41551-022-00898-y
10.1179/030801811X13013181961518
10.1007/978-981-19-7408-3_4
10.1016/S0140-6736(20)31561-0
ContentType Journal Article
Copyright 2023 Buslón, Cortés, Catuara-Solarz, Cirillo and Rementeria.
2023. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2023 Buslón, Cortés, Catuara-Solarz, Cirillo and Rementeria. 2023 Buslón, Cortés, Catuara-Solarz, Cirillo and Rementeria
Copyright_xml – notice: 2023 Buslón, Cortés, Catuara-Solarz, Cirillo and Rementeria.
– notice: 2023. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: 2023 Buslón, Cortés, Catuara-Solarz, Cirillo and Rementeria. 2023 Buslón, Cortés, Catuara-Solarz, Cirillo and Rementeria
DBID AAYXX
CITATION
NPM
3V.
7X7
7XB
88E
8C1
8FI
8FJ
8FK
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
COVID
DWQXO
FYUFA
GHDGH
K9.
M0S
M1P
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQQKQ
PQUKI
PRINS
7X8
5PM
DOA
DOI 10.3389/fgwh.2023.970312
DatabaseName CrossRef
PubMed
ProQuest Central (Corporate)
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
Public Health Database
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni Edition)
ProQuest Central UK/Ireland
ProQuest Central Essentials
ProQuest Central
ProQuest One Community College
Coronavirus Research Database
ProQuest Central Korea
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Health & Medical Complete (Alumni)
Health & Medical Collection (Alumni Edition)
Medical Database
ProQuest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
ProQuest One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
PubMed
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Health & Nursing
ProQuest Central China
ProQuest Central
ProQuest Health & Medical Research Collection
Health Research Premium Collection
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
Health & Medical Research Collection
ProQuest Central (New)
ProQuest Medical Library (Alumni)
ProQuest Public Health
ProQuest One Academic Eastern Edition
Coronavirus Research Database
ProQuest Hospital Collection
Health Research Premium Collection (Alumni)
ProQuest Hospital Collection (Alumni)
ProQuest Health & Medical Complete
ProQuest Medical Library
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList PubMed
Publicly Available Content Database
MEDLINE - Academic

CrossRef

Database_xml – sequence: 1
  dbid: DOA
  name: Directory of Open Access Journals (DOAJ)
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: NPM
  name: PubMed
  url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: PIMPY
  name: Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Public Health
EISSN 2673-5059
ExternalDocumentID oai_doaj_org_article_5eec88cc910146469e2223b63b85fbe2
PMC10512182
37746321
10_3389_fgwh_2023_970312
Genre Journal Article
Report
GrantInformation_xml – fundername: “5a Convocatòria de projectes de Reflexió del Palau Macaya”
  grantid: PM19-00039
GroupedDBID 7X7
88E
8C1
8FI
8FJ
9T4
AAFWJ
AAYXX
ABUWG
AFFHD
AFKRA
AFPKN
ALMA_UNASSIGNED_HOLDINGS
BENPR
CCPQU
CITATION
EIHBH
FYUFA
GROUPED_DOAJ
HMCUK
M1P
OK1
PGMZT
PHGZM
PHGZT
PIMPY
PJZUB
PPXIY
PSQYO
RPM
UKHRP
ACXDI
NPM
3V.
7XB
8FK
AZQEC
COVID
DWQXO
K9.
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
7X8
5PM
ID FETCH-LOGICAL-c491t-d885a0654bcd3d784b66049c6ce11c67c660df606fa6e8a9726a403a05796dc23
IEDL.DBID 8C1
ISICitedReferencesCount 14
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001070728000001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 2673-5059
IngestDate Mon Nov 10 04:23:23 EST 2025
Tue Nov 04 02:06:11 EST 2025
Fri Sep 05 08:13:48 EDT 2025
Sat Oct 25 07:02:08 EDT 2025
Thu Jan 02 22:27:22 EST 2025
Sat Nov 29 03:31:03 EST 2025
Tue Nov 18 21:30:59 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords gender policies
AI
gender bias
health
bias in science
Language English
License 2023 Buslón, Cortés, Catuara-Solarz, Cirillo and Rementeria.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c491t-d885a0654bcd3d784b66049c6ce11c67c660df606fa6e8a9726a403a05796dc23
Notes SourceType-Scholarly Journals-1
content type line 14
ObjectType-Report-1
ObjectType-Article-1
ObjectType-Feature-2
content type line 23
Edited by: Sanne Peters, Imperial College London, United Kingdom
Reviewed by: Carinna Hockham, Imperial College London, United Kingdom
OpenAccessLink https://www.proquest.com/docview/3264327788?pq-origsite=%requestingapplication%
PMID 37746321
PQID 3264327788
PQPubID 7426796
ParticipantIDs doaj_primary_oai_doaj_org_article_5eec88cc910146469e2223b63b85fbe2
pubmedcentral_primary_oai_pubmedcentral_nih_gov_10512182
proquest_miscellaneous_2868672758
proquest_journals_3264327788
pubmed_primary_37746321
crossref_primary_10_3389_fgwh_2023_970312
crossref_citationtrail_10_3389_fgwh_2023_970312
PublicationCentury 2000
PublicationDate 2023-09-06
PublicationDateYYYYMMDD 2023-09-06
PublicationDate_xml – month: 09
  year: 2023
  text: 2023-09-06
  day: 06
PublicationDecade 2020
PublicationPlace Switzerland
PublicationPlace_xml – name: Switzerland
– name: Lausanne
PublicationTitle Frontiers in Global Women's Health
PublicationTitleAlternate Front Glob Womens Health
PublicationYear 2023
Publisher Frontiers Media SA
Frontiers Media S.A
Publisher_xml – name: Frontiers Media SA
– name: Frontiers Media S.A
References B20
B21
B23
Bierer (B28) 2022; 3
Zhang (B56) 2022; 6
B29
Hutchinson (B53) 2021
Kronk (B22) 2019; 264
McLaughlin (B18) 2019; 19
Chatterjee (B13) 2021; 4
de Hond (B47) 2022; 5
Schiebinger (B62) 2011; 36
Qureshi (B52) 2022; 23
Holman (B8) 2018; 16
B35
Tran (B11)
B38
B39
Rajpurkar (B1) 2022; 28
Herold (B30) 2022; 12
Jones (B37)
Vokinger (B48) 2021; 1
B4
Lakens (B51) 2023; 613
B5
B6
Krenn (B34) 2022; 4
Guevara-Ramírez (B40) 2022; 18
Lerchenmueller (B12) 2018; 47
Boden-Albala (B27) 2022; 110
Baeza-Yates (B36) 2016
Clark (B24) 2019; 393
Pierce (B41) 2020; 21
B42
Linardatos (B33) 2020; 23
B45
Topol (B55) 2019; 25
Holloman (B43)
Stone (B61)
Hsu (B32) 2022; 3
Safer (B25) 2021; 131
Cirillo (B46) 2020; 3
Chirigati (B9) 2021; 1
Buolamwini (B31)
Cirillo (B2) 2022
B50
Cassels (B60) 2020
Mauvais-Jarvis (B3) 2020; 396
B10
B54
Sharma (B49) 2021; 7
Berryhill (B44) 2021; 44
B14
B58
Bonham (B7) 2017; 13
B15
B59
B16
Gardner (B57) 2022; 2
B17
Santora (B26) 2021; 27
Pauceanu (B19) 2023
References_xml – ident: B35
– year: 2016
  ident: B36
– ident: B45
– volume: 28
  start-page: 31
  year: 2022
  ident: B1
  article-title: AI in health and medicine
  publication-title: Nat Med
  doi: 10.1038/s41591-021-01614-0
– year: 2022
  ident: B2
  publication-title: Sex and gender bias in technology and artificial intelligence: Biomedicine and healthcare applications
– volume: 27
  start-page: 2074
  year: 2021
  ident: B26
  article-title: How four transgender researchers are improving the health of their communities
  publication-title: Nat Med
  doi: 10.1038/s41591-021-01597-y
– ident: B29
– volume: 131
  start-page: e142029
  year: 2021
  ident: B25
  article-title: Research gaps in medical treatment of transgender/nonbinary people
  publication-title: J Clin Invest
  doi: 10.1172/JCI142029
– ident: B50
– ident: B21
– volume: 393
  start-page: 2367
  year: 2019
  ident: B24
  article-title: A coming of age for gender in global health
  publication-title: Lancet
  doi: 10.1016/S0140-6736(19)30986-9
– volume: 110
  start-page: 746
  year: 2022
  ident: B27
  article-title: Confronting legacies of underrepresentation in clinical trials: the case for greater diversity in research
  publication-title: Neuron
  doi: 10.1016/j.neuron.2021.12.008
– volume: 7
  start-page: 74
  year: 2021
  ident: B49
  article-title: Improving diversity in medical research
  publication-title: Nat Rev Dis Primers
  doi: 10.1038/s41572-021-00316-8
– ident: B16
– volume: 4
  start-page: 761
  year: 2022
  ident: B34
  article-title: On scientific understanding with artificial intelligence
  publication-title: Nat Rev Phys
  doi: 10.1038/s42254-022-00518-3
– ident: B58
– volume: 4
  start-page: e2114509
  year: 2021
  ident: B13
  article-title: Gender disparity in citations in high-impact journal articles
  publication-title: JAMA Netw Open
  doi: 10.1001/jamanetworkopen.2021.14509
– ident: B39
– ident: B54
– volume: 47
  start-page: 1007
  year: 2018
  ident: B12
  article-title: The gender gap in early career transitions in the life sciences
  publication-title: Res Policy
  doi: 10.1016/j.respol.2018.02.009
– ident: B59
– volume: 3
  start-page: 100553
  year: 2022
  ident: B28
  article-title: Advancing the inclusion of underrepresented women in clinical research
  publication-title: Cell Rep Med
  doi: 10.1016/j.xcrm.2022.100553
– ident: B61
– volume: 23
  start-page: 18
  year: 2020
  ident: B33
  article-title: Explainable AI: a review of machine learning interpretability methods
  publication-title: Entropy
  doi: 10.3390/e23010018
– volume: 13
  start-page: e1005134
  year: 2017
  ident: B7
  article-title: Women are underrepresented in computational biology: an analysis of the scholarly literature in biology, computer science and computational biology
  publication-title: PLoS Comput Biol
  doi: 10.1371/journal.pcbi.1005134
– ident: B6
– volume-title: Gender equity insights 2020: Delivering the business outcomes
  year: 2020
  ident: B60
– ident: B17
– ident: B38
– volume: 19
  start-page: 98
  year: 2019
  ident: B18
  article-title: A qualitative review of the design thinking framework in health professions education
  publication-title: BMC Med Educ
  doi: 10.1186/s12909-019-1528-8
– ident: B14
– ident: B10
– ident: B11
  article-title: Analyzing the machine learning conference review process 2020
  doi: 10.48550/arXiv.2011.12919
– volume: 21
  start-page: 254
  year: 2020
  ident: B41
  article-title: Women in immunology: 2020 and beyond
  publication-title: Nat Immunol
  doi: 10.1038/s41590-020-0618-4
– ident: B20
– volume: 3
  start-page: 81
  year: 2020
  ident: B46
  article-title: Sex and gender differences and biases in artificial intelligence for biomedicine and healthcare
  publication-title: NPJ Digit Med
  doi: 10.1038/s41746-020-0288-5
– year: 2021
  ident: B53
– volume: 12
  start-page: 13
  year: 2022
  ident: B30
  article-title: Why schools need to talk about racial bias in AI-powered technologies
  publication-title: Education Week
– volume: 18
  start-page: e1010731
  year: 2022
  ident: B40
  article-title: Ten simple rules for empowering women in STEM
  publication-title: PLoS Comput Biol
  doi: 10.1371/journal.pcbi.1010731
– ident: B5
– volume: 1
  start-page: 25
  year: 2021
  ident: B48
  article-title: Mitigating bias in machine learning for medicine
  publication-title: Commun Med
  doi: 10.1038/s43856-021-00028-w
– volume: 264
  start-page: 208
  year: 2019
  ident: B22
  article-title: Creating a queer ontology: the gender, sex, and sexual orientation (GSSO) ontology
  publication-title: Stud Health Technol Inform
  doi: 10.3233/SHTI190213
– ident: B23
– ident: B37
  article-title: Metrics and methods for a systematic comparison of fairness-aware machine learning algorithms 2020
  doi: 10.48550/arXiv.2010.03986
– volume: 2
  start-page: 277
  year: 2022
  ident: B57
  article-title: Ethical funding for trustworthy AI: proposals to address the responsibilities of funders to ensure that projects adhere to trustworthy AI practice
  publication-title: AI Ethics
  doi: 10.1007/s43681-021-00069-w
– volume: 5
  start-page: 2
  year: 2022
  ident: B47
  article-title: Guidelines and quality criteria for artificial intelligence-based prediction models in healthcare: a scoping review
  publication-title: NPJ Digit Med
  doi: 10.1038/s41746-021-00549-7
– volume: 23
  start-page: 359
  year: 2022
  ident: B52
  article-title: The SPIRIT checklist-lessons from the experience of SPIRIT protocol editors
  publication-title: Trials
  doi: 10.1186/s13063-022-06316-7
– volume: 16
  start-page: e2004956
  year: 2018
  ident: B8
  article-title: The gender gap in science: how long until women are equally represented?
  publication-title: PLoS Biol
  doi: 10.1371/journal.pbio.2004956
– ident: B31
– volume: 1
  start-page: 11
  year: 2021
  ident: B9
  article-title: Connecting black women in computational biology
  publication-title: Nat Comput Sci
  doi: 10.1038/s43588-020-00013-8
– volume: 25
  start-page: 44
  year: 2019
  ident: B55
  article-title: High-performance medicine: the convergence of human and artificial intelligence
  publication-title: Nat Med
  doi: 10.1038/s41591-018-0300-7
– volume: 3
  start-page: 100449
  year: 2022
  ident: B32
  article-title: Empowering local communities using artificial intelligence
  publication-title: Patterns
  doi: 10.1016/j.patter.2022.100449
– ident: B42
– volume: 44
  start-page: 419
  year: 2021
  ident: B44
  article-title: Addressing the gender gap in research: insights from a women in neuroscience conference
  publication-title: Trends Neurosci
  doi: 10.1016/j.tins.2021.03.004
– volume: 613
  start-page: 9
  year: 2023
  ident: B51
  article-title: Is my study useless? Why researchers need methodological review boards
  publication-title: Nature
  doi: 10.1038/d41586-022-04504-8
– ident: B4
– volume: 6
  start-page: 1330
  year: 2022
  ident: B56
  article-title: Shifting machine learning for healthcare from development to deployment and from models to data
  publication-title: Nat Biomed Eng
  doi: 10.1038/s41551-022-00898-y
– volume: 36
  start-page: 154
  year: 2011
  ident: B62
  article-title: Interdisciplinary approaches to achieving gendered innovations in science, medicine, and Engineering1
  publication-title: Interdiscip Sci Rev
  doi: 10.1179/030801811X13013181961518
– start-page: 71
  volume-title: Design thinking for innovation. Innovation, innovators and business
  year: 2023
  ident: B19
  doi: 10.1007/978-981-19-7408-3_4
– volume: 396
  start-page: 565
  year: 2020
  ident: B3
  article-title: Sex and gender: modifiers of health, disease, and medicine
  publication-title: Lancet
  doi: 10.1016/S0140-6736(20)31561-0
– ident: B43
– ident: B15
SSID ssj0002512233
Score 2.3528664
Snippet Historically, biomedical research has been led by and focused on men. The recent introduction of Artificial Intelligence (AI) in this area has further proven...
SourceID doaj
pubmedcentral
proquest
pubmed
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
Enrichment Source
StartPage 970312
SubjectTerms Artificial intelligence
Bias
bias in science
gender bias
gender policies
Global Women's Health
health
Precision medicine
Seminars
Womens health
Workshops
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwEB6higMSQlBegYKMxIVD2I1fsY9QUfWAVgiB1JvlZ4mEsqjZ0v58PHa62kUILhyTTCL789ieyXi-AXhtg6RJeN2GyGLLkwut04m2PMokuh5JzQu7_sd-tVJnZ_rTTqkvPBNW6YErcAsRo1fKe41FZWV25iLuaE4yp0Rysay-2erZcaZwDcZdmzJW45LZC9OLdH6FsQfK3mqkbKd7-1Ch6_-Tjfn7UcmdvefkPtybjUbyrjb2AdyK4yHcrX_cSE0kegirz3ZAx5_YK0zwyisYWScyxWtix0DOS8k44gY7kWEk2O_KHUGGHVLOIlpTIx_B15MPX45P27laQuu57jZtUEpYTBV1PrDQK-6kzOa_lz52nZe9z5chZX8lWRmV1T2Vli-ZLdmowVP2GA7G9RifAuEy-r4X1mesufJOC50_m7iOSyECWzawuMHO-JlKHCtafDfZpUC0DaJtEG1T0W7gzfaNH5VG4y-y73E4tnJIgF1uZLUws1qYf6lFA0c3g2nmWTmZbKpyRvvs9Tfwavs4zycMktgxri8nQ5VUGJ0WWeZJHfttS1i2lSWjXQNqTyv2mrr_ZBy-Fc7ubMZ2SJb_7H907jncQbzKUTd5BAebi8v4Am77n5thunhZZsIvGB4NRw
  priority: 102
  providerName: Directory of Open Access Journals
Title Raising awareness of sex and gender bias in artificial intelligence and health
URI https://www.ncbi.nlm.nih.gov/pubmed/37746321
https://www.proquest.com/docview/3264327788
https://www.proquest.com/docview/2868672758
https://pubmed.ncbi.nlm.nih.gov/PMC10512182
https://doaj.org/article/5eec88cc910146469e2223b63b85fbe2
Volume 4
WOSCitedRecordID wos001070728000001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: Directory of Open Access Journals (DOAJ)
  customDbUrl:
  eissn: 2673-5059
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002512233
  issn: 2673-5059
  databaseCode: DOA
  dateStart: 20200101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVPQU
  databaseName: Health & Medical Collection
  customDbUrl:
  eissn: 2673-5059
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002512233
  issn: 2673-5059
  databaseCode: 7X7
  dateStart: 20200601
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/healthcomplete
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 2673-5059
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002512233
  issn: 2673-5059
  databaseCode: BENPR
  dateStart: 20200601
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Public Health Database
  customDbUrl:
  eissn: 2673-5059
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002512233
  issn: 2673-5059
  databaseCode: 8C1
  dateStart: 20200601
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/publichealth
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 2673-5059
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002512233
  issn: 2673-5059
  databaseCode: PIMPY
  dateStart: 20200601
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwELZoywEJ8X4slJWRuHAIu_HbJ0SrViDBalWBtJwsx48lEkrKZkv5-Xic7NJFqBcukRw70cjjsefh-QahV9YLErnThQ80FCxWvqh0JAULIvJSAqh5Rtf_KGcztVjo-eBw64ZrlZs9MW_UvnXgI58kNYNRIpPF9vb8RwFVoyC6OpTQ2EMHJZkyEEx1XG59LHB2E0r76GSyxfQkLi8hAkHoGw3A7WTnNMqg_f_SNP--MHnlBDq9-7-030N3Bt0Tv-sXy310IzQP0O3ecYf7fKSHaHZma_AfYHsJeWJpI8RtxF34hW3j8TJXnsNVbTtcNxjWXQ9Bgesr2J55aJ9h-Qh9OT35fPy-GIouFI7pcl14pbiFjNPKeeqlYpUQyYpwwoWydEK61PQxmT3RiqCslkRYNqU2J7V6R-hjtN-0TXiKMBPBScmtC0lPUK7SXKffRqbDlHNPpyM02Uy-cQMiORTG-G6SZQLsMsAuA-wyPbtG6PX2i_MejeOasUfAz-04wNHOL9rV0gxiaXgITinnNJQsFkzoAPpSJWileKxC-snhhqNmEO7O_GHnCL3cdiexhFiLbUJ70RmihIIgN09jnvSLZ0sJTSq3oKQcIbWzrHZI3e1p6m8Z-jtpwyVg7j-7nq7n6BbMRL4LJw7R_np1EV6gm-7nuu5WY7QnFzI_1TgLzBgdHJ3M5mfj7JFIrfmHT_OvvwFK5iFy
linkProvider ProQuest
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Jb9QwFLaqggQSYl8GChgJDhzCTOx4OyDEVrXqMEKoSHNzHS9DJJSUyZSBP8VvxC8bHYR664FjEidynM8v3_Pz-x5CT43jJDCrEuepT7KQuyRXgSSZ54GlAkTNG3X9qZjN5HyuPm6hX30uDGyr7G1iY6hdZWGNfBxpRkaJiB7bq-NvCVSNguhqX0KjhcWB_7mOLlv9cv9d_L7PCNl9f_h2L-mqCiQ2U-kqcVIyAymVuXXUCZnlnEeabLn1aWq5sPHQhcjrg-FeGiUIN9mEmiZr01kQOogm_0K04wK2kIm5GNZ0gCsQSttoaPT91Dgs1hDxIPSFAqF4svH3a4oE_IvZ_r1B89Qfb_fa_zZW19HVjlvj1-1kuIG2fHkTXWkXJnGbb3ULzT6ZAtZHsFlDHlw09LgKuPY_sCkdXjSV9XBemBoXJYZ51Ups4OKUdmnTtM0gvY0-n8sr3UHbZVX6ewhn3FshmLE-8iBpc8VUfGzIlJ8w5uhkhMb9x9a2U1yHwh9fdfS8AB4a4KEBHrqFxwg9H-44btVGzmj7BvAztAOd8OZEtVzozuxo5r2V0loFJZl5xpUHPphzmksWch8fstMjSHfGq9Z_4DNCT4bL0exALMmUvjqpNZFcQhCfxTZ3W7AOPaHRpeCUpCMkN2C80dXNK2XxpZE2j2w_hZoC98_u12N0ae_ww1RP92cHD9BlGJVm3x_fQdur5Yl_iC7a76uiXj5qJihGR-eN8t_pDHdJ
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Raising+awareness+of+sex+and+gender+bias+in+artificial+intelligence+and+health&rft.jtitle=Frontiers+in+Global+Women%27s+Health&rft.au=Busl%C3%B3n%2C+Nataly&rft.au=Cort%C3%A9s%2C+Atia&rft.au=Catuara-Solarz%2C+Silvina&rft.au=Cirillo%2C+Davide&rft.date=2023-09-06&rft.pub=Frontiers+Media+S.A&rft.eissn=2673-5059&rft.volume=4&rft_id=info:doi/10.3389%2Ffgwh.2023.970312&rft.externalDocID=PMC10512182
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2673-5059&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2673-5059&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2673-5059&client=summon