Environment scan of generative AI infrastructure for clinical and translational science

This study reports a comprehensive environmental scan of the generative AI (GenAI) infrastructure in the national network for clinical and translational science across 36 institutions supported by the CTSA Program led by the National Center for Advancing Translational Sciences (NCATS) of the Nationa...

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Vydané v:NPJ Health Systems Ročník 2; číslo 1; s. 4
Hlavní autori: Idnay, Betina, Xu, Zihan, Adams, William G., Adibuzzaman, Mohammad, Anderson, Nicholas R., Bahroos, Neil, Bell, Douglas S., Bumgardner, Cody, Campion, Thomas, Castro, Mario, Cimino, James J., Cohen, I. Glenn, Dorr, David, Elkin, Peter L., Fan, Jungwei W., Ferris, Todd, Foran, David J., Hanauer, David, Hogarth, Mike, Huang, Kun, Kalpathy-Cramer, Jayashree, Kandpal, Manoj, Karnik, Niranjan S., Katoch, Avnish, Lai, Albert M., Lambert, Christophe G., Li, Lang, Lindsell, Christopher, Liu, Jinze, Lu, Zhiyong, Luo, Yuan, McGarvey, Peter, Mendonca, Eneida A., Mirhaji, Parsa, Murphy, Shawn, Osborne, John D., Paschalidis, Ioannis C., Harris, Paul A., Prior, Fred, Shaheen, Nicholas J., Shara, Nawar, Sim, Ida, Tachinardi, Umberto, Waitman, Lemuel R., Wright, Rosalind J., Zai, Adrian H., Zheng, Kai, Lee, Sandra Soo-Jin, Malin, Bradley A., Natarajan, Karthik, Price II, W. Nicholson, Zhang, Rui, Zhang, Yiye, Xu, Hua, Bian, Jiang, Weng, Chunhua, Peng, Yifan
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: London Nature Publishing Group UK 01.01.2025
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ISSN:3005-1959, 3005-1959
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Abstract This study reports a comprehensive environmental scan of the generative AI (GenAI) infrastructure in the national network for clinical and translational science across 36 institutions supported by the CTSA Program led by the National Center for Advancing Translational Sciences (NCATS) of the National Institutes of Health (NIH) at the United States. Key findings indicate a diverse range of institutional strategies, with most organizations in the experimental phase of GenAI deployment. The results underscore the need for a more coordinated approach to GenAI governance, emphasizing collaboration among senior leaders, clinicians, information technology staff, and researchers. Our analysis reveals that 53% of institutions identified data security as a primary concern, followed by lack of clinician trust (50%) and AI bias (44%), which must be addressed to ensure the ethical and effective implementation of GenAI technologies.
AbstractList This study reports a comprehensive environmental scan of the generative AI (GenAI) infrastructure in the national network for clinical and translational science across 36 institutions supported by the CTSA Program led by the National Center for Advancing Translational Sciences (NCATS) of the National Institutes of Health (NIH) at the United States. Key findings indicate a diverse range of institutional strategies, with most organizations in the experimental phase of GenAI deployment. The results underscore the need for a more coordinated approach to GenAI governance, emphasizing collaboration among senior leaders, clinicians, information technology staff, and researchers. Our analysis reveals that 53% of institutions identified data security as a primary concern, followed by lack of clinician trust (50%) and AI bias (44%), which must be addressed to ensure the ethical and effective implementation of GenAI technologies.
This study reports a comprehensive environmental scan of the generative AI (GenAI) infrastructure in the national network for clinical and translational science across 36 institutions supported by the CTSA Program led by the National Center for Advancing Translational Sciences (NCATS) of the National Institutes of Health (NIH) at the United States. Key findings indicate a diverse range of institutional strategies, with most organizations in the experimental phase of GenAI deployment. The results underscore the need for a more coordinated approach to GenAI governance, emphasizing collaboration among senior leaders, clinicians, information technology staff, and researchers. Our analysis reveals that 53% of institutions identified data security as a primary concern, followed by lack of clinician trust (50%) and AI bias (44%), which must be addressed to ensure the ethical and effective implementation of GenAI technologies.This study reports a comprehensive environmental scan of the generative AI (GenAI) infrastructure in the national network for clinical and translational science across 36 institutions supported by the CTSA Program led by the National Center for Advancing Translational Sciences (NCATS) of the National Institutes of Health (NIH) at the United States. Key findings indicate a diverse range of institutional strategies, with most organizations in the experimental phase of GenAI deployment. The results underscore the need for a more coordinated approach to GenAI governance, emphasizing collaboration among senior leaders, clinicians, information technology staff, and researchers. Our analysis reveals that 53% of institutions identified data security as a primary concern, followed by lack of clinician trust (50%) and AI bias (44%), which must be addressed to ensure the ethical and effective implementation of GenAI technologies.
ArticleNumber 4
Author Adibuzzaman, Mohammad
Zai, Adrian H.
Lai, Albert M.
Kalpathy-Cramer, Jayashree
Mirhaji, Parsa
Bahroos, Neil
Peng, Yifan
Campion, Thomas
Ferris, Todd
Li, Lang
McGarvey, Peter
Kandpal, Manoj
Osborne, John D.
Xu, Hua
Dorr, David
Lambert, Christophe G.
Cimino, James J.
Harris, Paul A.
Weng, Chunhua
Huang, Kun
Waitman, Lemuel R.
Hanauer, David
Cohen, I. Glenn
Katoch, Avnish
Zhang, Rui
Malin, Bradley A.
Lee, Sandra Soo-Jin
Elkin, Peter L.
Castro, Mario
Murphy, Shawn
Prior, Fred
Zheng, Kai
Natarajan, Karthik
Fan, Jungwei W.
Anderson, Nicholas R.
Sim, Ida
Luo, Yuan
Liu, Jinze
Mendonca, Eneida A.
Bumgardner, Cody
Idnay, Betina
Foran, David J.
Price II, W. Nicholson
Shara, Nawar
Karnik, Niranjan S.
Bell, Douglas S.
Tachinardi, Umberto
Wright, Rosalind J.
Bian, Jiang
Shaheen, Nicholas J.
Lu, Zhiyong
Zhang, Yiye
Hogarth, Mike
Lindsell, Christopher
Xu, Zihan
Adams, William G.
Paschalidis, Ioannis C.
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/39872195$$D View this record in MEDLINE/PubMed
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CitedBy_id crossref_primary_10_1038_s44401_025_00014_7
Cites_doi 10.1080/0144929X.2013.810779
10.1016/0167-2681(95)00039-9
10.1038/s41746-024-01181-x
10.1186/s12911-021-01488-9
10.1177/1609406917733847
10.1038/s41591-021-01614-0
10.1016/j.ijmedinf.2024.105500
10.1007/978-981-33-6981-8_18
10.2196/25759
10.1093/jamia/ocad091
10.1007/978-3-031-43904-9_74
10.1002/alz.13886
10.1093/jamia/ocad258
10.1109/ACCESS.2020.3048309
10.1001/jamainternmed.2023.5947
10.1038/s41591-018-0300-7
10.1016/j.dld.2024.04.019
10.2196/52399
10.2196/31043
10.1186/s12960-023-00833-5
10.1126/science.aax2342
10.1016/j.ssci.2022.105870
10.3390/pharmacy5020026
10.1109/ISDFS60797.2024.10527275
10.14419/ijet.v7i3.18.16662
10.1007/s10462-022-10246-w
10.1016/j.media.2023.102846
10.1136/svn-2017-000101
10.1055/a-2281-7092
10.1017/cts.2024.555
10.1016/j.jbi.2024.104706
10.3390/info15060299
10.1186/s12909-023-04698-z
10.1001/jamanetworkopen.2023.36100
10.1136/bmjhci-2021-100450
10.1093/inthealth/ihaa007
10.1177/004912418101000205
10.1016/j.cca.2023.117519
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Issue 1
Keywords Health services
Public health
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References CO Matsubayashi (9_CR2) 2024; 56
S Bakken (9_CR27) 2023; 30
9_CR18
R Charow (9_CR36) 2021; 7
T Brown (9_CR6) 2020; 33
B Hao (9_CR12) 2024; 157
9_CR34
Z Obermeyer (9_CR16) 2019; 366
N Stiennon (9_CR22) 2020; 33
E Mosqueira-Rey (9_CR28) 2023; 56
9_CR32
LS Nowell (9_CR43) 2017; 16
S Amini (9_CR13) 2024; 20
S Frehywot (9_CR37) 2023; 21
9_CR3
J Yang (9_CR33) 2024; 189
J Huang (9_CR1) 2023; 6
P Rajpurkar (9_CR11) 2022; 28
C Mircioiu (9_CR42) 2017; 5
EJ Topol (9_CR9) 2019; 25
T Escobar-Rodríguez (9_CR39) 2014; 33
SM Williamson (9_CR29) 2024; 15
P Biernacki (9_CR40) 1981; 10
M Spotnitz (9_CR19) 2024; 15
S Polevikov (9_CR17) 2023; 548
K Denecke (9_CR26) 2024; 26
AY Fishman (9_CR38) 2024; 8
9_CR23
F Jiang (9_CR14) 2017; 2
9_CR41
9_CR7
9_CR20
J Yin (9_CR21) 2021; 23
SA Alowais (9_CR8) 2023; 23
NS Argyres (9_CR25) 1995; 28
R Wei (9_CR5) 2021; 9
S Secinaro (9_CR15) 2021; 21
S Tripathi (9_CR31) 2024; 31
J Kim (9_CR10) 2024; 7
A Kazerouni (9_CR4) 2023; 88
I Hazarika (9_CR35) 2020; 12
BD Menz (9_CR30) 2024; 184
MA Sujan (9_CR24) 2022; 155
41031081 - ArXiv. 2024 Sep 28:arXiv:2410.12793v1.
References_xml – volume: 33
  start-page: 1231
  year: 2014
  ident: 9_CR39
  publication-title: Behav. Inf. Technol.
  doi: 10.1080/0144929X.2013.810779
– volume: 28
  start-page: 337
  year: 1995
  ident: 9_CR25
  publication-title: J. Econ. Behav. Organ.
  doi: 10.1016/0167-2681(95)00039-9
– volume: 7
  start-page: 193
  year: 2024
  ident: 9_CR10
  publication-title: NPJ Digit. Med.
  doi: 10.1038/s41746-024-01181-x
– ident: 9_CR7
– volume: 21
  year: 2021
  ident: 9_CR15
  publication-title: BMC Med. Inform. Decis. Mak.
  doi: 10.1186/s12911-021-01488-9
– volume: 33
  start-page: 3008
  year: 2020
  ident: 9_CR22
  publication-title: Adv. Neural Inf. Process. Syst.
– volume: 16
  start-page: 160940691773384
  year: 2017
  ident: 9_CR43
  publication-title: Int. J. Qual. Methods
  doi: 10.1177/1609406917733847
– volume: 28
  start-page: 31
  year: 2022
  ident: 9_CR11
  publication-title: Nat. Med.
  doi: 10.1038/s41591-021-01614-0
– volume: 189
  start-page: 105500
  year: 2024
  ident: 9_CR33
  publication-title: Int. J. Med. Inform.
  doi: 10.1016/j.ijmedinf.2024.105500
– ident: 9_CR3
  doi: 10.1007/978-981-33-6981-8_18
– volume: 23
  start-page: e25759
  year: 2021
  ident: 9_CR21
  publication-title: J. Med. Internet Res.
  doi: 10.2196/25759
– volume: 30
  start-page: 1225
  year: 2023
  ident: 9_CR27
  publication-title: J. Am. Med. Inform. Assoc.
  doi: 10.1093/jamia/ocad091
– ident: 9_CR23
  doi: 10.1007/978-3-031-43904-9_74
– volume: 20
  start-page: 5262
  year: 2024
  ident: 9_CR13
  publication-title: Alzheimers Dement.
  doi: 10.1002/alz.13886
– volume: 31
  start-page: 1436
  year: 2024
  ident: 9_CR31
  publication-title: J. Am. Med. Inform. Assoc.
  doi: 10.1093/jamia/ocad258
– ident: 9_CR34
– ident: 9_CR20
– volume: 9
  start-page: 4939
  year: 2021
  ident: 9_CR5
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2020.3048309
– volume: 184
  start-page: 92
  year: 2024
  ident: 9_CR30
  publication-title: JAMA Intern. Med.
  doi: 10.1001/jamainternmed.2023.5947
– volume: 25
  start-page: 44
  year: 2019
  ident: 9_CR9
  publication-title: Nat. Med.
  doi: 10.1038/s41591-018-0300-7
– volume: 56
  start-page: 1156
  year: 2024
  ident: 9_CR2
  publication-title: Dig. Liver Dis.
  doi: 10.1016/j.dld.2024.04.019
– volume: 26
  year: 2024
  ident: 9_CR26
  publication-title: J. Med. Internet Res.
  doi: 10.2196/52399
– volume: 7
  year: 2021
  ident: 9_CR36
  publication-title: JMIR Med. Educ.
  doi: 10.2196/31043
– volume: 21
  year: 2023
  ident: 9_CR37
  publication-title: Hum. Resour. Health
  doi: 10.1186/s12960-023-00833-5
– volume: 366
  start-page: 447
  year: 2019
  ident: 9_CR16
  publication-title: Science
  doi: 10.1126/science.aax2342
– volume: 155
  start-page: 105870
  year: 2022
  ident: 9_CR24
  publication-title: Saf. Sci.
  doi: 10.1016/j.ssci.2022.105870
– volume: 5
  start-page: 26
  year: 2017
  ident: 9_CR42
  publication-title: Pharmacy
  doi: 10.3390/pharmacy5020026
– ident: 9_CR32
  doi: 10.1109/ISDFS60797.2024.10527275
– ident: 9_CR41
  doi: 10.14419/ijet.v7i3.18.16662
– volume: 56
  start-page: 3005
  year: 2023
  ident: 9_CR28
  publication-title: Artif. Intell. Rev.
  doi: 10.1007/s10462-022-10246-w
– volume: 88
  start-page: 102846
  year: 2023
  ident: 9_CR4
  publication-title: Med. Image Anal.
  doi: 10.1016/j.media.2023.102846
– volume: 2
  start-page: 230
  year: 2017
  ident: 9_CR14
  publication-title: Stroke Vasc. Neurol.
  doi: 10.1136/svn-2017-000101
– volume: 15
  start-page: 306
  year: 2024
  ident: 9_CR19
  publication-title: Appl. Clin. Inform.
  doi: 10.1055/a-2281-7092
– volume: 8
  start-page: 1
  year: 2024
  ident: 9_CR38
  publication-title: J. Clin. Transl. Sci.
  doi: 10.1017/cts.2024.555
– volume: 33
  start-page: 1877
  year: 2020
  ident: 9_CR6
  publication-title: Advances in neural information processing systems
– volume: 157
  start-page: 104706
  year: 2024
  ident: 9_CR12
  publication-title: J. Biomed. Inform.
  doi: 10.1016/j.jbi.2024.104706
– volume: 15
  start-page: 299
  year: 2024
  ident: 9_CR29
  publication-title: Information
  doi: 10.3390/info15060299
– volume: 23
  year: 2023
  ident: 9_CR8
  publication-title: BMC Med. Educ.
  doi: 10.1186/s12909-023-04698-z
– volume: 6
  start-page: e2336100
  year: 2023
  ident: 9_CR1
  publication-title: JAMA Netw. Open
  doi: 10.1001/jamanetworkopen.2023.36100
– ident: 9_CR18
  doi: 10.1136/bmjhci-2021-100450
– volume: 12
  start-page: 241
  year: 2020
  ident: 9_CR35
  publication-title: Int. Health
  doi: 10.1093/inthealth/ihaa007
– volume: 10
  start-page: 141
  year: 1981
  ident: 9_CR40
  publication-title: Sociol. Methods Res.
  doi: 10.1177/004912418101000205
– volume: 548
  year: 2023
  ident: 9_CR17
  publication-title: Clin. Chim. Acta
  doi: 10.1016/j.cca.2023.117519
– reference: 41031081 - ArXiv. 2024 Sep 28:arXiv:2410.12793v1.
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692/700/478
Decision making
Electronic health records
Ethics
Generative artificial intelligence
Health Informatics
Health Policy
Health Services Research
Infrastructure
Large language models
Leadership
Medicine
Medicine & Public Health
Patients
Public Health
Stakeholders
Strategic planning
Task forces
Title Environment scan of generative AI infrastructure for clinical and translational science
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