Articlenpj health systems2025
Environment scan of generative AI infrastructure for clinical and translational science.
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In one paragraph
Article in npj health systems, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
–field-weighted citation impact
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
8 citing papers in PubMed.
- The bottleneck was never data or algorithms: building a learning utility for AI-enabled learning health systems.npj health systems · 2026Article
- Narrative review of the ethics of artificial intelligence: are we ready for artificial intelligence in surgery?Journal of thoracic disease · 2026Review
- Federated knowledge retrieval elevates large language model performance on biomedical benchmarks.GigaScience · 2026Article
- Induced pluripotent stem cell reprogramming: methodological evolution and challenges in clinical translation.Frontiers in cell and developmental biology · 2026Review
- Toward governance of artificial intelligence in pediatric healthcare.NPJ digital medicine · 2025Review
- Utilization of Generative AI-drafted Responses for Managing Patient-Provider Communication.NPJ digital medicine · 2025Article
- Evolving Perceptions and Attitudes to Adopting Generative AI in Professional Settings: Multicenter Longitudinal Qualitative Study of Senior Chinese Hospital Leaders.Journal of medical Internet research · 2025Article
- Making shiny objects illuminating: the promise and challenges of large language models in U.S. health systems.npj health systems · 2025Article
Corrections and comments
- Update of
Authors and funding
57 authors.
Betina IdnayDepartment of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY USA.
Zihan XuDepartment of Population Health Sciences, Weill Cornell Medicine, New York, NY USA.
William G AdamsDepartment of Pediatrics, Boston Medical Center, Boston, MA, USA; Chobanian & Avedisian School of Medicine, Boston University, Boston, MA USA.
Mohammad AdibuzzamanOregon Clinical and Translational Research Institute, Oregon Health and Science University, Portland, OR USA.
Nicholas R AndersonDepartment of Public Health Sciences, University of California, Davis, Davis, CA USA.
Neil BahroosKeck School of Medicine, University of Southern California, Los Angeles, CA USA.
Douglas S BellDepartment of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA USA.
Cody BumgardnerDepartment of Pathology and Laboratory Medicine, University of Kentucky College of Medicine, Lexington, KY USA.
Thomas CampionDepartment of Population Health Sciences, Weill Cornell Medicine, New York, NY USA.
Mario CastroDivision of Pulmonary, Critical Care and Sleep Medicine, University of Kansas School of Medicine, Kansas City, KS USA.
James J CiminoDepartment of Biomedical Informatics and Data Science, Heersink School of Medicine, University of Alabama, Birmingham, AL USA.
I Glenn CohenHarvard Law School, Petrie-Flom Center for Health Law Policy, Biotechnology, and Bioethics, Harvard University, Cambridge, MA USA.
David DorrOregon Clinical and Translational Research Institute, Oregon Health and Science University, Portland, OR USA.
Peter L ElkinDepartment of Biomedical Informatics, University at Buffalo, Buffalo, NY USA.
Jungwei W FanCenter for Clinical and Translational Science, Mayo Clinic, Rochester, MN USA.
Todd FerrisTechnology and Digital Solutions, Stanford Medicine, Stanford University, Stanford, CA USA.
David J ForanCenter for Biomedical Informatics, Rutgers Cancer Institute, New Brunswick, NJ USA.
David HanauerDepartment of Learning Health Sciences, University of Michigan Medical School, Ann Arbor, MI USA.
Mike HogarthAltman Clinical and Translational Research Institute (ACTRI), University of California San Diego, La Jolla, CA USA.
Kun HuangDepartment of Biostatistics and Health Data Science, School of Medicine, Indiana University, Indianapolis, IN USA.
Jayashree Kalpathy-CramerDepartment of Ophthalmology, CCTSI, University of Colorado, Aurora, CO USA.
Manoj KandpalCenter for Clinical and Translational Science, Rockefeller University Hospital, Rockefeller University, New York, NY USA.
Niranjan S KarnikAI.Health4All Center, Center for Clinical & Translational Science, and Department of Psychiatry, University of Illinois Chicago, Chicago, IL USA.
Avnish KatochDepartment of Public Health Sciences, Penn State College of Medicine, Hershey, PA USA.
Albert M LaiDepartment of Medicine, Washington University School of Medicine, St. Louis, MO USA.
Christophe G LambertDivision of Translational Informatics, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM USA.
Lang LiDepartment of Biomedical Informatics, The Ohio State University, Columbus, OH USA.
Christopher LindsellDuke Clinical Research Institute, Duke University, Durham, NC USA.
Jinze LiuDepartment of Population Health, Virginia Commonwealth University, Richmond, VA USA.
Zhiyong LuDivision of Intramural Research, National Library of Medicine, National Institutes of Health, Bethesda, MD USA.
Yuan LuoDepartment of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL USA.
Peter McGarveyGeorgetown-Howard Universities Center for Clinical and Translational Science, Washington, DC USA.
Eneida A MendoncaDivision of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH USA.
Parsa MirhajiInstitute for Clinical Translational Research, Albert Einstein College of Medicine, New York, NY USA.
Shawn MurphyDepartment of Neurology, Mass General Brigham, Somerville, MA USA.
John D OsborneDepartment of Medicine, University of Alabama, Birmingham, AL USA.
Ioannis C PaschalidisCollege of Engineering and Faculty of Computing & Data Sciences, Boston University, Boston, MA USA.
Paul A HarrisDepartment of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN USA.
Fred PriorDepartment of Biomedical Informatics, University of Arkansas for Medical Sciences, Little Rock, AR USA.
Nicholas J ShaheenDivision of Gastroenterology and Hepatology, University of North Carolina School of Medicine, Chapel Hill, North Carolina USA.
Nawar SharaGeorgetown-Howard Universities Center for Clinical and Translational Science, Washington, DC USA.
Ida SimDepartment of Medicine, University of California, San Francisco, San Francisco, CA USA.
Umberto TachinardiDepartment of Biostatistics, Health Informatics and Data Sciences, University of Cincinnati College of Medicine, Cincinnati, OH USA.
Lemuel R WaitmanDepartment of Biomedical Informatics, Biostatistics, and Medical Epidemiology, School of Medicine, University of Missouri, Columbia, MO USA.
Rosalind J WrightDepartment of Public Health, Icahn School of Medicine at Mount Sinai, New York, NY USA.
Adrian H ZaiDivision of Health Informatics and Implementation Science, Department of Population and Quantitative Health Sciences, UMass Chan Medical School, Worcester, MA USA.
Kai ZhengDepartment of Informatics, University of California, Irvine, Irvine, CA USA.
Sandra Soo-Jin LeeDepartment of Medical Humanities and Ethics, Columbia University, New York, NY USA.
Bradley A MalinDepartment of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN USA.
Karthik NatarajanDepartment of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY USA.
W Nicholson Price IiMichigan Law School, University of Michigan, Ann Arbor, MI USA.
Rui ZhangDivision of Computational Health Sciences, Medical School, University of Minnesota, Minneapolis, MN USA.
Yiye ZhangDepartment of Population Health Sciences, Weill Cornell Medicine, New York, NY USA.
Hua Xu *Department of Biomedical Informatics and Data Science, Yale School of Medicine, Yale University, New Haven, CT USA.
Jiang Bian *Health Outcomes & Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL USA.
Chunhua Weng *Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY USA.
Yifan Peng *Department of Population Health Sciences, Weill Cornell Medicine, New York, NY USA.
Funding
Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9MClinical and Translational Science AwardUL1TR001873 · NCATS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI REILLY, MUREDACH P · 2016 to 2025
$99.0MWU INSTITUTE OF CLINICAL AND TRANSLATIONAL SCIENCESUL1TR002345 · NCATS · WASHINGTON UNIVERSITY · PI William G. Powderly · 2017 to 2026
$97.8MDisparities in COVID Disease Severity and Outcomes in New York CityUL1TR002384 · NCATS · WEILL MEDICAL COLL OF CORNELL UNIV · PI JULIANNE L IMPERATO-MCGINLEY · 2017 to 2026
$86.2MMayo Clinic Center for Clinical and Translational Science (CCaTS UL1 Supplement - Dr. Timothy Curry)UL1TR002377 · NCATS · MAYO CLINIC ROCHESTER · PI VESNA D GAROVIC · 2017 to 2026
$78.4MProject-005UL1TR001430 · NCATS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI BAIR-MERRITT, MEGAN H, CENTER, DAVID M. · 2015 to 2024
$52.3MDeveloping, Demonstrating, and Disseminating Innovative Programs to Achieve Translational SuccessUL1TR001866 · NCATS · ROCKEFELLER UNIVERSITY · PI COLLER, BARRY, KRUEGER, JAMES G · 2016 to 2025
$40.6MMichigan Institute for Clinical and Health Research (MICHR)UM1TR004404 · NCATS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Julie C Lumeng · 2023 to 2026
$39.8MLCenter for Clinical and Translational Science and TrainingUL1TR001425 · NCATS · UNIVERSITY OF CINCINNATI · PI MEINZEN-DERR, JAREEN, STRAWN, JEFFREY ROBERT · 2015 to 2024
$37.5MUNM HSC Clinical and Translational Science CenterUL1TR001449 · NCATS · UNIVERSITY OF NEW MEXICO HEALTH SCIS CTR · PI CAMPEN, MATTHEW J, PANDHI, NANCY · 2015 to 2024
$36.9MUniversity of Buffalo Clinical and Translational Science Institute - Supplement SchulyerUL1TR001412 · NCATS · STATE UNIVERSITY OF NEW YORK AT BUFFALO · PI MURPHY, TIMOTHY F · 2015 to 2024
$33.8MColorado Clinical and Translational Sciences Institute (CCTSI)UM1TR004399 · NCATS · UNIVERSITY OF COLORADO DENVER · PI JANINE A HIGGINS, RONALD J. SOKOL · 2023 to 2026
$30.7MNCATS NIH HHS UL1 TR001412NCATS NIH HHS UL1 TR001425NCATS NIH HHS UL1 TR001430NCATS NIH HHS UL1 TR001449NCATS NIH HHS UL1 TR001863NCATS NIH HHS UL1 TR001866NCATS NIH HHS UL1 TR001873NCATS NIH HHS UL1 TR002345NCATS NIH HHS UL1 TR002377NCATS NIH HHS UL1 TR002384NCATS NIH HHS UL1 TR003017NCATS NIH HHS UM1 TR004399NCATS NIH HHS UM1 TR004400NCATS NIH HHS UM1 TR004404NCATS NIH HHS UM1 TR004789NCATS NIH HHS UM1 TR004909NIAAA NIH HHS R21 AA026954NIAMS NIH HHS P30 AR072583NIA NIH HHS R01 AG076998NIDDK NIH HHS P30 DK092950NLM NIH HHS R01 LM014344NLM NIH HHS R01 LM014573NLM NIH HHS R25 LM014213NLM NIH HHS T15 LM007079NLM NIH HHS T15 LM012495
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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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.