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For: Zanca F, Hernandez-Giron I, Avanzo M, Guidi G, Crijns W, Diaz O, Kagadis GC, Rampado O, Lønne PI, Ken S, Colgan N, Zaidi H, Zakaria GA, Kortesniemi M. Expanding the medical physicist curricular and professional programme to include Artificial Intelligence. Phys Med 2021;83:174-83. [PMID: 33798903 DOI: 10.1016/j.ejmp.2021.01.069] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 01/07/2021] [Accepted: 01/08/2021] [Indexed: 12/27/2022]  Open
Number Cited by Other Article(s)
1
Badawy MK, Carrion D, Mahesh M. Medical physicists at the forefront of multidisciplinary AI integration in healthcare. Phys Med 2025;135:105007. [PMID: 40409215 DOI: 10.1016/j.ejmp.2025.105007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2025] [Revised: 05/01/2025] [Accepted: 05/19/2025] [Indexed: 05/25/2025]  Open
2
Pandav K, Almahfouz Nasser S, Kimball KH, Higgins K, Madabhushi A. Opportunities for Artificial Intelligence in Oncology: From the Lens of Clinicians and Patients. JCO Oncol Pract 2025:OP2400797. [PMID: 40080779 DOI: 10.1200/op-24-00797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2024] [Revised: 01/08/2025] [Accepted: 01/17/2025] [Indexed: 03/15/2025]  Open
3
Julkunen P, Fitzpatrick J, Bamidis PD, Caruana CJ, Katashev A, Laitinen T, Onur S, Rahne T. European Federation of Organisations for medical physics (EFOMP) policy statement no 20: The role of medical physicists and medical physics experts in physiological measurement and related therapies. Phys Med 2025;130:104923. [PMID: 39904650 DOI: 10.1016/j.ejmp.2025.104923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/08/2025] [Accepted: 01/30/2025] [Indexed: 02/06/2025]  Open
4
Conroy L, Winter J, Khalifa A, Tsui G, Berlin A, Purdie TG. Artificial Intelligence for Radiation Treatment Planning: Bridging Gaps From Retrospective Promise to Clinical Reality. Clin Oncol (R Coll Radiol) 2025;37:103630. [PMID: 39531894 DOI: 10.1016/j.clon.2024.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 07/31/2024] [Accepted: 08/08/2024] [Indexed: 11/16/2024]
5
Maddalo M, Fanizzi A, Lambri N, Loi E, Branchini M, Lorenzon L, Giuliano A, Ubaldi L, Saponaro S, Signoriello M, Fadda F, Belmonte G, Giannelli M, Talamonti C, Iori M, Tangaro S, Massafra R, Mancosu P, Avanzo M. Robust machine learning challenge: An AIFM multicentric competition to spread knowledge, identify common pitfalls and recommend best practice. Phys Med 2024;127:104834. [PMID: 39437492 DOI: 10.1016/j.ejmp.2024.104834] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Revised: 09/19/2024] [Accepted: 10/08/2024] [Indexed: 10/25/2024]  Open
6
Robert C, Meyer P, Séroussi B, Leroy T, Bibault JE. Artificial intelligence and radiotherapy: Evolution or revolution? Cancer Radiother 2024;28:503-509. [PMID: 39406605 DOI: 10.1016/j.canrad.2024.09.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Revised: 08/31/2024] [Accepted: 09/01/2024] [Indexed: 11/03/2024]
7
Lambri N, Dei D, Goretti G, Crespi L, Brioso RC, Pelizzoli M, Parabicoli S, Bresolin A, Gallo P, La Fauci F, Lobefalo F, Paganini L, Reggiori G, Loiacono D, Franzese C, Tomatis S, Scorsetti M, Mancosu P. Machine learning and lean six sigma for targeted patient-specific quality assurance of volumetric modulated arc therapy plans. Phys Imaging Radiat Oncol 2024;31:100617. [PMID: 39224688 PMCID: PMC11367262 DOI: 10.1016/j.phro.2024.100617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 07/25/2024] [Accepted: 07/26/2024] [Indexed: 09/04/2024]  Open
8
Jones S, Thompson K, Porter B, Shepherd M, Sapkaroski D, Grimshaw A, Hargrave C. Automation and artificial intelligence in radiation therapy treatment planning. J Med Radiat Sci 2024;71:290-298. [PMID: 37794690 PMCID: PMC11177028 DOI: 10.1002/jmrs.729] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Accepted: 09/12/2023] [Indexed: 10/06/2023]  Open
9
Bertholet J, Al Hallaq H, Toma-Dasu I, Ingledew PA, Carlson DJ. Medical Physics Training and Education: Learning From the Past and Looking to the Future. Int J Radiat Oncol Biol Phys 2023;117:1039-1044. [PMID: 37980131 DOI: 10.1016/j.ijrobp.2023.07.039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 07/29/2023] [Indexed: 11/20/2023]
10
Korreman SS, Behrens CP, Hansen VN, Thygesen J, Andersen TL. New technologies from bench to bedside - report from the Nordic association for clinical physics 2023 symposium. Acta Oncol 2023;62:1157-1160. [PMID: 37916999 DOI: 10.1080/0284186x.2023.2262111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Accepted: 09/18/2023] [Indexed: 11/03/2023]
11
Zhong J, Huang T, Qiu M, Guan Q, Luo N, Deng Y. A markerless beam's eye view tumor tracking algorithm based on unsupervised deformable registration learning framework of VoxelMorph in medical image with partial data. Phys Med 2023;105:102510. [PMID: 36535237 DOI: 10.1016/j.ejmp.2022.12.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 10/18/2022] [Accepted: 12/12/2022] [Indexed: 12/23/2022]  Open
12
Santos GNM, da Silva HEC, Figueiredo PTDS, Mesquita CRM, Melo NS, Stefani CM, Leite AF. The Introduction of Artificial Intelligence in Diagnostic Radiology Curricula: a Text and Opinion Systematic Review. INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE IN EDUCATION 2022. [DOI: 10.1007/s40593-022-00324-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
13
Prediction and classification of VMAT dosimetric accuracy using plan complexity and log-files analysis. Phys Med 2022;103:76-88. [DOI: 10.1016/j.ejmp.2022.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 09/20/2022] [Accepted: 10/07/2022] [Indexed: 11/18/2022]  Open
14
Regulatory Aspects of the Use of Artificial Intelligence Medical Software. Semin Radiat Oncol 2022;32:432-441. [DOI: 10.1016/j.semradonc.2022.06.012] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
15
Vandewinckele L, Willems S, Lambrecht M, Berkovic P, Maes F, Crijns W. Treatment plan prediction for lung IMRT using deep learning based fluence map generation. Phys Med 2022;99:44-54. [DOI: 10.1016/j.ejmp.2022.05.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 02/09/2022] [Accepted: 05/15/2022] [Indexed: 11/28/2022]  Open
16
Barragán-Montero A, Bibal A, Dastarac MH, Draguet C, Valdés G, Nguyen D, Willems S, Vandewinckele L, Holmström M, Löfman F, Souris K, Sterpin E, Lee JA. Towards a safe and efficient clinical implementation of machine learning in radiation oncology by exploring model interpretability, explainability and data-model dependency. Phys Med Biol 2022;67:10.1088/1361-6560/ac678a. [PMID: 35421855 PMCID: PMC9870296 DOI: 10.1088/1361-6560/ac678a] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 04/14/2022] [Indexed: 01/26/2023]
17
Fiorino C, Rancati T. Artificial intelligence applied to medicine: There is an "elephant in the room". Phys Med 2022;98:8-10. [PMID: 35462274 DOI: 10.1016/j.ejmp.2022.04.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 04/09/2022] [Indexed: 11/27/2022]  Open
18
Recent Applications of Artificial Intelligence in Radiotherapy: Where We Are and Beyond. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12073223] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
19
Ng KH, Wong JHD. A clarion call to introduce artificial intelligence (AI) in postgraduate medical physics curriculum. Phys Eng Sci Med 2022;45:1-2. [PMID: 35006576 DOI: 10.1007/s13246-022-01099-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
20
Artificial Intelligence Assists the Construction of Quantitative Model for the High-Quality Development of Modern Enterprises. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2021;2021:7211790. [PMID: 34868343 PMCID: PMC8639248 DOI: 10.1155/2021/7211790] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 10/09/2021] [Accepted: 11/01/2021] [Indexed: 01/07/2023]
21
Khamisy-Farah R, Gilbey P, Furstenau LB, Sott MK, Farah R, Viviani M, Bisogni M, Kong JD, Ciliberti R, Bragazzi NL. Big Data for Biomedical Education with a Focus on the COVID-19 Era: An Integrative Review of the Literature. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021;18:8989. [PMID: 34501581 PMCID: PMC8430694 DOI: 10.3390/ijerph18178989] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/03/2021] [Revised: 08/19/2021] [Accepted: 08/21/2021] [Indexed: 12/02/2022]
22
Artificial intelligence and the medical physics profession - A Swedish perspective. Phys Med 2021;88:218-225. [PMID: 34304045 DOI: 10.1016/j.ejmp.2021.07.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2021] [Revised: 07/06/2021] [Accepted: 07/13/2021] [Indexed: 02/07/2023]  Open
23
Santos JC, Wong JHD, Pallath V, Ng KH. The perceptions of medical physicists towards relevance and impact of artificial intelligence. Phys Eng Sci Med 2021;44:833-841. [PMID: 34283393 DOI: 10.1007/s13246-021-01036-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Accepted: 07/13/2021] [Indexed: 01/04/2023]
24
Artificial intelligence for quality assurance in radiotherapy. Cancer Radiother 2021;25:623-626. [PMID: 34176724 DOI: 10.1016/j.canrad.2021.06.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 05/26/2021] [Accepted: 06/02/2021] [Indexed: 11/24/2022]
25
Meyer P, Biston MC, Khamphan C, Marghani T, Mazurier J, Bodez V, Fezzani L, Rigaud PA, Sidorski G, Simon L, Robert C. Automation in radiotherapy treatment planning: Examples of use in clinical practice and future trends for a complete automated workflow. Cancer Radiother 2021;25:617-622. [PMID: 34175222 DOI: 10.1016/j.canrad.2021.06.006] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 06/04/2021] [Indexed: 01/19/2023]
26
Zanca F, Avanzo M, Colgan N, Crijns W, Guidi G, Hernandez-Giron I, Kagadis GC, Diaz O, Zaidi H, Russo P, Toma-Dasu I, Kortesniemi M. Focus issue: Artificial intelligence in medical physics. Phys Med 2021;83:287-291. [PMID: 34004585 DOI: 10.1016/j.ejmp.2021.05.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]  Open
27
Data preparation for artificial intelligence in medical imaging: A comprehensive guide to open-access platforms and tools. Phys Med 2021;83:25-37. [DOI: 10.1016/j.ejmp.2021.02.007] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 01/27/2021] [Accepted: 02/15/2021] [Indexed: 02/06/2023]  Open
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