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 |
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| Hlavní autori: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
| Médium: | Journal Article |
| Jazyk: | English |
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London
Nature Publishing Group UK
01.01.2025
Nature Publishing Group |
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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. |
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| 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. |
| Author_xml | – sequence: 1 givenname: Betina surname: Idnay fullname: Idnay, Betina organization: Department of Biomedical Informatics, Columbia University Irving Medical Center – sequence: 2 givenname: Zihan surname: Xu fullname: Xu, Zihan organization: Department of Population Health Sciences, Weill Cornell Medicine – sequence: 3 givenname: William G. surname: Adams fullname: Adams, William G. organization: Department of Pediatrics, Boston Medical Center, Boston, MA, USA; Chobanian & Avedisian School of Medicine, Boston University – sequence: 4 givenname: Mohammad surname: Adibuzzaman fullname: Adibuzzaman, Mohammad organization: Oregon Clinical and Translational Research Institute, Oregon Health and Science University – sequence: 5 givenname: Nicholas R. surname: Anderson fullname: Anderson, Nicholas R. organization: Department of Public Health Sciences, University of California, Davis – sequence: 6 givenname: Neil surname: Bahroos fullname: Bahroos, Neil organization: Keck School of Medicine, University of Southern California – sequence: 7 givenname: Douglas S. surname: Bell fullname: Bell, Douglas S. organization: Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles – sequence: 8 givenname: Cody surname: Bumgardner fullname: Bumgardner, Cody organization: Department of Pathology and Laboratory Medicine, University of Kentucky College of Medicine – sequence: 9 givenname: Thomas surname: Campion fullname: Campion, Thomas organization: Department of Population Health Sciences, Weill Cornell Medicine, Clinical and Translational Science Center, Weill Cornell Medicine – sequence: 10 givenname: Mario surname: Castro fullname: Castro, Mario organization: Division of Pulmonary, Critical Care and Sleep Medicine, University of Kansas School of Medicine – sequence: 11 givenname: James J. surname: Cimino fullname: Cimino, James J. organization: Department of Biomedical Informatics and Data Science, Heersink School of Medicine, University of Alabama – sequence: 12 givenname: I. Glenn surname: Cohen fullname: Cohen, I. Glenn organization: Harvard Law School, Petrie-Flom Center for Health Law Policy, Biotechnology, and Bioethics, Harvard University – sequence: 13 givenname: David surname: Dorr fullname: Dorr, David organization: Oregon Clinical and Translational Research Institute, Oregon Health and Science University – sequence: 14 givenname: Peter L. surname: Elkin fullname: Elkin, Peter L. organization: Department of Biomedical Informatics, University at Buffalo – sequence: 15 givenname: Jungwei W. surname: Fan fullname: Fan, Jungwei W. organization: Center for Clinical and Translational Science, Mayo Clinic – sequence: 16 givenname: Todd surname: Ferris fullname: Ferris, Todd organization: Technology and Digital Solutions, Stanford Medicine, Stanford University – sequence: 17 givenname: David J. surname: Foran fullname: Foran, David J. organization: Center for Biomedical Informatics, Rutgers Cancer Institute – sequence: 18 givenname: David surname: Hanauer fullname: Hanauer, David organization: Department of Learning Health Sciences, University of Michigan Medical School – sequence: 19 givenname: Mike surname: Hogarth fullname: Hogarth, Mike organization: Altman Clinical and Translational Research Institute (ACTRI), University of California San Diego – sequence: 20 givenname: Kun surname: Huang fullname: Huang, Kun organization: Department of Biostatistics and Health Data Science, School of Medicine, Indiana University – sequence: 21 givenname: Jayashree surname: Kalpathy-Cramer fullname: Kalpathy-Cramer, Jayashree organization: Department of Ophthalmology, CCTSI, University of Colorado – sequence: 22 givenname: Manoj surname: Kandpal fullname: Kandpal, Manoj organization: Center for Clinical and Translational Science, Rockefeller University Hospital, Rockefeller University – sequence: 23 givenname: Niranjan S. surname: Karnik fullname: Karnik, Niranjan S. organization: AI.Health4All Center, Center for Clinical & Translational Science, and Department of Psychiatry, University of Illinois Chicago – sequence: 24 givenname: Avnish surname: Katoch fullname: Katoch, Avnish organization: Department of Public Health Sciences, Penn State College of Medicine, Penn State Clinical and Translational Science Institute – sequence: 25 givenname: Albert M. surname: Lai fullname: Lai, Albert M. organization: Department of Medicine, Washington University School of Medicine – sequence: 26 givenname: Christophe G. surname: Lambert fullname: Lambert, Christophe G. organization: Division of Translational Informatics, Department of Internal Medicine, University of New Mexico Health Sciences Center – sequence: 27 givenname: Lang surname: Li fullname: Li, Lang organization: Department of Biomedical Informatics, The Ohio State University – sequence: 28 givenname: Christopher surname: Lindsell fullname: Lindsell, Christopher organization: Duke Clinical Research Institute, Duke University – sequence: 29 givenname: Jinze surname: Liu fullname: Liu, Jinze organization: Department of Population Health, Virginia Commonwealth University – sequence: 30 givenname: Zhiyong surname: Lu fullname: Lu, Zhiyong organization: Division of Intramural Research, National Library of Medicine, National Institutes of Health – sequence: 31 givenname: Yuan surname: Luo fullname: Luo, Yuan organization: Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University – sequence: 32 givenname: Peter surname: McGarvey fullname: McGarvey, Peter organization: Georgetown-Howard Universities Center for Clinical and Translational Science – sequence: 33 givenname: Eneida A. surname: Mendonca fullname: Mendonca, Eneida A. organization: Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center – sequence: 34 givenname: Parsa surname: Mirhaji fullname: Mirhaji, Parsa organization: Institute for Clinical Translational Research, Albert Einstein College of Medicine – sequence: 35 givenname: Shawn surname: Murphy fullname: Murphy, Shawn organization: Department of Neurology, Mass General Brigham – sequence: 36 givenname: John D. surname: Osborne fullname: Osborne, John D. organization: Department of Medicine, University of Alabama – sequence: 37 givenname: Ioannis C. surname: Paschalidis fullname: Paschalidis, Ioannis C. organization: College of Engineering and Faculty of Computing & Data Sciences, Boston University – sequence: 38 givenname: Paul A. surname: Harris fullname: Harris, Paul A. organization: Department of Biomedical Informatics, Vanderbilt University Medical Center – sequence: 39 givenname: Fred surname: Prior fullname: Prior, Fred organization: Department of Biomedical Informatics, University of Arkansas for Medical Sciences – sequence: 40 givenname: Nicholas J. surname: Shaheen fullname: Shaheen, Nicholas J. organization: Division of Gastroenterology and Hepatology, University of North Carolina School of Medicine – sequence: 41 givenname: Nawar surname: Shara fullname: Shara, Nawar organization: Georgetown-Howard Universities Center for Clinical and Translational Science – sequence: 42 givenname: Ida surname: Sim fullname: Sim, Ida organization: Department of Medicine, University of California, San Francisco – sequence: 43 givenname: Umberto surname: Tachinardi fullname: Tachinardi, Umberto organization: Department of Biostatistics, Health Informatics and Data Sciences, University of Cincinnati College of Medicine – sequence: 44 givenname: Lemuel R. surname: Waitman fullname: Waitman, Lemuel R. organization: Department of Biomedical Informatics, Biostatistics, and Medical Epidemiology, School of Medicine, University of Missouri – sequence: 45 givenname: Rosalind J. surname: Wright fullname: Wright, Rosalind J. organization: Department of Public Health, Icahn School of Medicine at Mount Sinai – sequence: 46 givenname: Adrian H. surname: Zai fullname: Zai, Adrian H. organization: Division of Health Informatics and Implementation Science, Department of Population and Quantitative Health Sciences, UMass Chan Medical School – sequence: 47 givenname: Kai surname: Zheng fullname: Zheng, Kai organization: Department of Informatics, University of California, Irvine – sequence: 48 givenname: Sandra Soo-Jin surname: Lee fullname: Lee, Sandra Soo-Jin organization: Department of Medical Humanities and Ethics, Columbia University – sequence: 49 givenname: Bradley A. surname: Malin fullname: Malin, Bradley A. organization: Department of Biomedical Informatics, Vanderbilt University Medical Center – sequence: 50 givenname: Karthik surname: Natarajan fullname: Natarajan, Karthik organization: Department of Biomedical Informatics, Columbia University Irving Medical Center – sequence: 51 givenname: W. Nicholson surname: Price II fullname: Price II, W. Nicholson organization: Michigan Law School, University of Michigan – sequence: 52 givenname: Rui surname: Zhang fullname: Zhang, Rui organization: Division of Computational Health Sciences, Medical School, University of Minnesota – sequence: 53 givenname: Yiye surname: Zhang fullname: Zhang, Yiye organization: Department of Population Health Sciences, Weill Cornell Medicine – sequence: 54 givenname: Hua surname: Xu fullname: Xu, Hua email: hua.xu@yale.edu organization: Department of Biomedical Informatics and Data Science, Yale School of Medicine, Yale University – sequence: 55 givenname: Jiang surname: Bian fullname: Bian, Jiang email: bianji@iu.edu organization: Health Outcomes & Biomedical Informatics, College of Medicine, University of Florida, Biostatistics and Health Data Science, School of Medicine, Indiana University, Regenstrief Institute – sequence: 56 givenname: Chunhua surname: Weng fullname: Weng, Chunhua email: cw2384@cumc.columbia.edu organization: Department of Biomedical Informatics, Columbia University Irving Medical Center, The Irving Institute for Clinical and Translational Research, Columbia University – sequence: 57 givenname: Yifan surname: Peng fullname: Peng, Yifan email: yip4002@med.cornell.edu organization: Department of Population Health Sciences, Weill Cornell Medicine, Clinical and Translational Science Center, Weill Cornell Medicine |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/39872195$$D View this record in MEDLINE/PubMed |
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| Title | Environment scan of generative AI infrastructure for clinical and translational science |
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