{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,3]],"date-time":"2026-09-03T03:27:07Z","timestamp":1788406027691,"version":"build-2803163510"},"reference-count":105,"publisher":"Radiological Society of North America (RSNA)","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Radiology"],"published-print":{"date-parts":[[2026,8,1]]},"abstract":"<jats:p>This consensus statement from the International Society for Strategic Studies in Radiology calls for artificial intelligence\u2013driven strategies to streamline workflows and align radiology with broader health system and payer priorities amid rapid digital innovation.<\/jats:p>","DOI":"10.1148\/radiol.253974","type":"journal-article","created":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T13:49:32Z","timestamp":1787060972000},"source":"Crossref","is-referenced-by-count":1,"title":["Call to Action: Accelerating AI-driven Transformation in Medical                     Imaging and the Broader Health Care System"],"prefix":"10.1148","volume":"320","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9564-9360","authenticated-orcid":false,"given":"Linda","family":"Moy","sequence":"first","affiliation":[{"name":"Department of Radiology, NYU Grossman School of Medicine,                     Center for Advanced Imaging Innovation and Research, 560 First Ave, New York, NY                     10016"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1169-133X","authenticated-orcid":false,"given":"Alberto","family":"Vargas","sequence":"additional","affiliation":[{"name":"Department of Radiology, NYU Grossman School of Medicine,                     New York, NY"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1097-316X","authenticated-orcid":false,"given":"Judy Wawira","family":"Gichoya","sequence":"additional","affiliation":[{"name":"Department of Radiology & Imaging Sciences, Emory University, Atlanta, Ga"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8591-5861","authenticated-orcid":false,"given":"Matthew P.","family":"Lungren","sequence":"additional","affiliation":[{"name":"Department of Radiology, Stanford School of Medicine, Microsoft Health & Life Sciences, Stanford, Calif"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8234-010X","authenticated-orcid":false,"given":"Luis","family":"Mart\u00ed-Bonmat\u00ed","sequence":"additional","affiliation":[{"name":"Department of Medical Imaging, Hospital Universitario y                     Polit\u00e9cnico La Fe, Valencia, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5132-5302","authenticated-orcid":false,"given":"Christopher P.","family":"Hess","sequence":"additional","affiliation":[{"name":"Department of Radiology and Biomedical Imaging,                     University of California, San Francisco, San Francisco, Calif"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5482-0440","authenticated-orcid":false,"given":"Miriam A.","family":"Bredella","sequence":"additional","affiliation":[{"name":"Department of Radiology, NYU Grossman School of Medicine,                     New York, NY"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9646-945X","authenticated-orcid":false,"given":"Mitchell","family":"Schnall","sequence":"additional","affiliation":[{"name":"University of Pennsylvania Perelman School of Medicine,                     Philadelphia, Pa"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1577","reference":[{"key":"r1","doi-asserted-by":"publisher","DOI":"10.1007\/s00330-025-12129-4"},{"key":"r2","doi-asserted-by":"publisher","DOI":"10.1186\/s13244-023-01586-4"},{"key":"r3","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacr.2019.04.014"},{"key":"r4","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-019-00308-x"},{"key":"r5","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-020-00348-8"},{"key":"r6","doi-asserted-by":"publisher","DOI":"10.1007\/s00330-020-07230-9"},{"key":"r7","doi-asserted-by":"publisher","DOI":"10.1186\/s13244-020-00931-1"},{"key":"r8","unstructured":"Rasband M, Christensen J. Imaging                         AI 2024: Multiple Solutions Gaining Traction in a Crowded                         Market. https:\/\/klasresearch.com\/report\/imaging-ai-2024-multiple-solutions-gaining-traction-in-a-crowded-market\/3664.                         Accessed October 2025."},{"key":"r9","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMoa066099"},{"key":"r10","doi-asserted-by":"publisher","DOI":"10.1001\/jamainternmed.2015.5231"},{"key":"r11","doi-asserted-by":"publisher","DOI":"10.1016\/j.acra.2024.06.031"},{"key":"r12","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejrad.2024.111783"},{"key":"r13","unstructured":"CXR Suite. Oxipit                         AI. https:\/\/oxipit.ai\/cxr-suite\/. Accessed September 15,                         2025."},{"key":"r14","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-024-01333-1"},{"key":"r15","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-55792-1"},{"key":"r16","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.222268"},{"key":"r17","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-019-1799-6"},{"key":"r18","doi-asserted-by":"publisher","DOI":"10.1016\/S2589-7500(23)00153-X"},{"key":"r19","doi-asserted-by":"publisher","DOI":"10.1016\/S1470-2045(23)00298-X"},{"key":"r20","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-024-01369-1"},{"key":"r21","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-022-00670-3"},{"key":"r22","doi-asserted-by":"publisher","DOI":"10.2196\/64936"},{"key":"r23","doi-asserted-by":"publisher","DOI":"10.3389\/frai.2025.1652397"},{"key":"r24","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.230163"},{"key":"r25","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.240528"},{"key":"r26","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-024-02855-5"},{"key":"r27","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.241051"},{"key":"r28","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.241554"},{"key":"r29","doi-asserted-by":"publisher","DOI":"10.1002\/jmri.29807"},{"key":"r30","doi-asserted-by":"publisher","DOI":"10.3390\/bioengineering12060631"},{"key":"r31","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-32602-w"},{"key":"r32","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.242512"},{"key":"r33","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.252105"},{"key":"r34","doi-asserted-by":"publisher","DOI":"10.1016\/j.radi.2025.102968"},{"key":"r35","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.242134"},{"issue":"7","key":"r36","first-page":"1292","volume":"46","author":"Soni N","year":"2025","journal-title":"AJNR Am J Neuroradiol"},{"key":"r37","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhsg.2024.11.013"},{"key":"r38","unstructured":"Acosta JN, Dogra S, Adithan S, et                             al. (2024) The impact of AI                         assistance on radiology reporting: a pilot study using simulated AI draft                         reports. arXiv 2024. Preprint posted online                         December 16, 2024; doi:10.48550\/arxiv.2412.12042."},{"key":"r39","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-025-01889-4"},{"key":"r40","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2025.13921"},{"key":"r41","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.242575"},{"key":"r42","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.231259"},{"key":"r43","doi-asserted-by":"publisher","DOI":"10.59249\/NKOY5498"},{"key":"r44","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-63824-z"},{"key":"r45","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.251844"},{"key":"r46","unstructured":"Virtual Remote Imaging                         Services: CT and MRI Scanning: Health Technologies (CADTH Health Technology                         Review). Ottawa                         (ON): Canadian Agency for Drugs and                         Technologies in                             Health; 2025. http:\/\/www.ncbi.nlm.nih.gov\/books\/NBK613809\/. Accessed                         September 15, 2025."},{"key":"r47","doi-asserted-by":"publisher","DOI":"10.1002\/nbm.5268"},{"key":"r48","doi-asserted-by":"publisher","DOI":"10.1002\/jmri.29798"},{"key":"r49","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.242924"},{"key":"r50","doi-asserted-by":"crossref","unstructured":"Bhayana R. Chatbots                         and large language models in radiology: a practical primer for clinical and                         research                         applications. Radiology 2024;310(1):e232756.","DOI":"10.1148\/radiol.232756"},{"key":"r51","doi-asserted-by":"publisher","DOI":"10.2214\/AJR.22.27512"},{"key":"r52","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2024.40969"},{"key":"r53","unstructured":"Radiology Technical                         Committee. IHE Radiology                         Technical Support Framework: AI Results                         (AIR). Revision 1.3 \u2013 Trial                         Implementation. https:\/\/www.ihe.net\/uploadedFiles\/Documents\/Radiology\/IHE_RAD_Suppl_AIR.pdf.                         Published August 8,2025. Accessed October                     2025."},{"key":"r54","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.232653"},{"key":"r55","doi-asserted-by":"publisher","DOI":"10.3348\/kjr.2025.0370"},{"key":"r56","unstructured":"Maaz M, Rasheed H, Khan S, Khan FS. Video-ChatGPT:                         towards detailed video understanding via large vision and language                         models. arXiv 2023. Preprint posted online                         June 8, 2023; doi:10.48550\/arxiv.2306.05424."},{"key":"r57","unstructured":"Tang YY, Bi J, Xu S, et                             al. Video understanding with                         large language models: a survey. arXiv 2023.                         Preprint posted online December 29, 2023; doi:10.48550\/arxiv.2312.17432."},{"key":"r58","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-024-02850-w"},{"key":"r59","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-023-00829-4"},{"key":"r60","unstructured":"Regulation (EU) 2016\/679of the                         European Parliament and of the Council of 27 April 2016 on the protection of                         natural persons with regard to the processing of personal data and on the                         free movement of such data, and repealing Directive 95\/46\/EC (General Data                         Protection Regulation). https:\/\/eur-lex.europa.eu\/legal-content\/EN\/TXT\/PDF\/?uri=CELEX:32016R0679.                         Accessed October 2025."},{"key":"r61","unstructured":"Regulation (EU) 2025\/327of the                         European Parliament and of the Council of 11 February 2025 on the European                         Health Data Space and amending Directive 2011\/24\/EU and Regulation (EU)                         2024\/2847. https:\/\/eur-lex.europa.eu\/legal-content\/EN\/TXT\/PDF\/?uri=OJ:L_202500327.                         Accessed October 2025."},{"key":"r62","unstructured":"Regulation (EU) 2022\/868of the                         European Parliament and of the Council of 30 May 2022 on European data                         governance and amending Regulation (EU) 2018\/1724 (Data Governance                         Act). https:\/\/eur-lex.europa.eu\/eli\/reg\/2022\/868\/oj\/eng. Accessed                         October 2025."},{"key":"r63","unstructured":"Regulation (EU) 2024\/1689 of                         the European Parliament and of the Council of 13 June 2024 laying down                         harmonised rules on artificial intelligence and amending Regulations (EC) No                         300\/2008, (EU) No 167\/2013, (EU) No 168\/2013, (EU) 2018\/858, (EU) 2018\/1139                         and (EU) 2019\/2144 and Directives 2014\/90\/EU, (EU) 2016\/797 and (EU)                         2020\/1828 (Artificial Intelligence                             Act). https:\/\/eur-lex.europa.eu\/legal-content\/EN\/TXT\/PDF\/?uri=OJ:L_202401689.                         Accessed October 2025."},{"key":"r64","unstructured":"The European Federation for                         Cancer Images (EUCAIM). https:\/\/cancerimage.eu. Accessed October                     2025."},{"issue":"6","key":"r65","first-page":"061104","volume":"10","author":"Drukker K","year":"2023","journal-title":"J Med Imaging (Bellingham)"},{"key":"r66","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2019191586"},{"key":"r67","doi-asserted-by":"publisher","DOI":"10.1148\/rg.230067"},{"key":"r68","unstructured":"Narayanan A. 21                         fairness definitions and their                             politics. https:\/\/fairmlbook.org\/tutorial2.html. Accessed May 28,                         2021."},{"key":"r69","unstructured":"Matos J, Calster BV, Celi LA, et                             al. Critical appraisal of                         fairness metrics in clinical predictive                         AI. arXiv 2025. Preprint posted online June                         20, 2025; doi:10.48550\/arxiv.2506.17035."},{"key":"r70","doi-asserted-by":"publisher","DOI":"10.1016\/j.patter.2023.100864"},{"key":"r71","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.229021"},{"key":"r72","unstructured":"White House Unveils                         America\u2019s AI Action Plan \u2013 The White                             House. https:\/\/www.whitehouse.gov\/articles\/2025\/07\/white-house-unveils-americas-ai-action-plan\/.                         Published July 23, 2025. Accessed August 9,                     2025."},{"key":"r73","unstructured":"Assess-AI Algorithm                         Performance Monitoring. https:\/\/www.acr.org\/Data-Science-and-Informatics\/AI-in-Your-Practice\/Performance-Monitoring.                         Accessed August 9, 2025."},{"key":"r74","unstructured":"DICOM. https:\/\/www.dicomstandard.org. Accessed August 12,                         2025."},{"key":"r75","unstructured":"HL7 Terminology Home Page -                         HL7 Terminology (THO) v6.5.0. https:\/\/terminology.hl7.org. Accessed August 12,                         2025."},{"key":"r76","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacr.2019.06.009"},{"key":"r77","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2016161553"},{"key":"r78","unstructured":"Beavins E. White                         House and CMS to launch Health Tech Ecosystem Initiative to expand use of                         digital health with a focus on                         consumers. Fierce                             Healthcare. https:\/\/www.fiercehealthcare.com\/regulatory\/white-house-and-cms-launch-health-tech-ecosystem-initiative-expand-use-digital-health.                         Published July 30, 2025. Accessed August 12,                     2025."},{"key":"r79","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-025-01418-5"},{"key":"r80","doi-asserted-by":"publisher","DOI":"10.1109\/TCOM.1974.1092259"},{"key":"r81","unstructured":"History of                         TCP\/IP. https:\/\/documentation.softwareag.com\/adabas\/ark361\/wca\/admin\/wtc_hist.htm.                         Published 2018. Accessed October 2025."},{"key":"r82","unstructured":"Guidance - MDCG endorsed                         documents and other guidance. European                         Commission. https:\/\/health.ec.europa.eu\/medical-devices-sector\/new-regulations\/guidance-mdcg-endorsed-documents-and-other-guidance_en.                         Accessed October 2025."},{"key":"r83","unstructured":"MDCG 2025-6 - FAQ on Interplay                         between the Medical Devices Regulation & In vitro Diagnostic Medical                         Devices Regulation and the Artificial Intelligence Act (June                         2025). European                             Commission. https:\/\/health.ec.europa.eu\/latest-updates\/mdcg-2025-6-faq-interplay-between-medical-devices-regulation-vitro-diagnostic-medical-devices-2025-06-19_en.                         Published June 19, 2025. Accessed October                     2025."},{"key":"r84","unstructured":"Artificial Intelligence in                         Software as a Medical Device. U.S. Food and                         Drug Administration. https:\/\/www.fda.gov\/medical-devices\/software-medical-device-samd\/artificial-intelligence-software-medical-device.                         Updated March 25, 2025. Accessed October                     2025."},{"key":"r85","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.122442"},{"key":"r86","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2025.21785"},{"key":"r87","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2024.60637"},{"key":"r88","doi-asserted-by":"publisher","DOI":"10.2214\/AJR.20.23173"},{"key":"r89","unstructured":"World Health                         Organization. Global                         Initiative on Radiation Safety in Health Care                         Settings. 2025. https:\/\/www.who.int\/initiatives\/global-initiative-on-radiation-safety-in-health-care-settings.                         Accessed October 2025."},{"key":"r90","doi-asserted-by":"publisher","DOI":"10.2214\/AJR.22.28851"},{"key":"r91","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.229010"},{"key":"r92","doi-asserted-by":"publisher","DOI":"10.1259\/bjr.20180726"},{"issue":"3","key":"r93","first-page":"1181","volume":"48","author":"Pickhardt PJ","year":"2023","journal-title":"Abdom Radiol (NY)"},{"key":"r94","doi-asserted-by":"publisher","DOI":"10.1016\/j.ahj.2025.04.019"},{"key":"r95","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacr.2024.10.003"},{"key":"r96","doi-asserted-by":"publisher","DOI":"10.1016\/j.spinee.2021.10.011"},{"key":"r97","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCULATIONAHA.123.064398"},{"key":"r98","doi-asserted-by":"publisher","DOI":"10.1093\/bjr\/tqae041"},{"key":"r99","doi-asserted-by":"publisher","DOI":"10.1016\/j.bone.2024.117176"},{"key":"r100","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-publhealth-032315-021353"},{"key":"r101","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejrad.2025.112166"},{"key":"r102","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-025-01597-1"},{"key":"r103","unstructured":"Hatami D. Developing                         Your Institution\u2019s AI                             Policy. https:\/\/hbsp.harvard.edu\/inspiring-minds\/guidelines-effective-ai-policy.                         Published April 2, 2025."},{"key":"r104","doi-asserted-by":"publisher","DOI":"10.1007\/s00330-020-07684-x"},{"key":"r105","doi-asserted-by":"publisher","DOI":"10.1148\/ryai.240300"}],"container-title":["Radiology"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/pubs.rsna.org\/doi\/pdf\/10.1148\/radiol.253974","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T13:49:38Z","timestamp":1787060978000},"score":1,"resource":{"primary":{"URL":"http:\/\/pubs.rsna.org\/doi\/10.1148\/radiol.253974"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8,1]]},"references-count":105,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2026,8,1]]}},"alternative-id":["10.1148\/radiol.253974"],"URL":"https:\/\/doi.org\/10.1148\/radiol.253974","relation":{},"ISSN":["0033-8419","1527-1315"],"issn-type":[{"value":"0033-8419","type":"print"},{"value":"1527-1315","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,8,1]]},"article-number":"e253974"}}