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For: Manco L, Maffei N, Strolin S, Vichi S, Bottazzi L, Strigari L. Basic of machine learning and deep learning in imaging for medical physicists. Phys Med 2021;83:194-205. [DOI: 10.1016/j.ejmp.2021.03.026] [Citation(s) in RCA: 12] [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: 12/02/2020] [Revised: 03/07/2021] [Accepted: 03/16/2021] [Indexed: 02/08/2023]  Open
Number Cited by Other Article(s)
1
Abbott NL, Chauvie S, Marcu L, DeJean C, Melidis C, Wientjes R, Gasnier A, Lisbona A, Luzzara M, Mazzoni LN, O'Doherty J, Koutsouveli E, Appelt A, Hansen CR. The role of medical physics experts in clinical trials: A guideline from the European Federation of Organisations for Medical Physics. Phys Med 2024;126:104821. [PMID: 39361978 DOI: 10.1016/j.ejmp.2024.104821] [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: 12/13/2023] [Revised: 08/26/2024] [Accepted: 09/22/2024] [Indexed: 10/05/2024]  Open
2
Lavalle S, Lechien JR, Chiesa-Estomba C, Parisi FM, Maniaci A. Evaluating AI in patient education: The need for a validated performance assessment tool. Am J Otolaryngol 2024;45:104442. [PMID: 39096820 DOI: 10.1016/j.amjoto.2024.104442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2024] [Revised: 04/18/2024] [Accepted: 04/18/2024] [Indexed: 08/05/2024]
3
Urso L, Cittanti C, Manco L, Ortolan N, Borgia F, Malorgio A, Scribano G, Mastella E, Guidoboni M, Stefanelli A, Turra A, Bartolomei M. ML Models Built Using Clinical Parameters and Radiomic Features Extracted from 18F-Choline PET/CT for the Prediction of Biochemical Recurrence after Metastasis-Directed Therapy in Patients with Oligometastatic Prostate Cancer. Diagnostics (Basel) 2024;14:1264. [PMID: 38928679 PMCID: PMC11202947 DOI: 10.3390/diagnostics14121264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Revised: 06/09/2024] [Accepted: 06/12/2024] [Indexed: 06/28/2024]  Open
4
Maniaci A, Fakhry N, Chiesa-Estomba C, Lechien JR, Lavalle S. Synergizing ChatGPT and general AI for enhanced medical diagnostic processes in head and neck imaging. Eur Arch Otorhinolaryngol 2024;281:3297-3298. [PMID: 38353768 DOI: 10.1007/s00405-024-08511-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2024] [Accepted: 01/24/2024] [Indexed: 05/03/2024]
5
Jeong Y, Jeong C, Sung KY, Moon G, Lim J. Development of AI-Based Diagnostic Algorithm for Nasal Bone Fracture Using Deep Learning. J Craniofac Surg 2024;35:29-32. [PMID: 38294297 DOI: 10.1097/scs.0000000000009856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 10/08/2023] [Indexed: 02/01/2024]  Open
6
Manco L, Albano D, Urso L, Arnaboldi M, Castellani M, Florimonte L, Guidi G, Turra A, Castello A, Panareo S. Positron Emission Tomography-Derived Radiomics and Artificial Intelligence in Multiple Myeloma: State-of-the-Art. J Clin Med 2023;12:7669. [PMID: 38137738 PMCID: PMC10743775 DOI: 10.3390/jcm12247669] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 12/02/2023] [Accepted: 12/09/2023] [Indexed: 12/24/2023]  Open
7
Horwitz V, Cohen M, Gore A, Gez R, Gutman H, Kadar T, Dachir S, Kendler S. Predicting clinical outcome of sulfur mustard induced ocular injury using machine learning model. Exp Eye Res 2023;236:109671. [PMID: 37776992 DOI: 10.1016/j.exer.2023.109671] [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: 05/31/2023] [Revised: 09/23/2023] [Accepted: 09/27/2023] [Indexed: 10/02/2023]
8
Sahu A, Das PK, Meher S. Recent advancements in machine learning and deep learning-based breast cancer detection using mammograms. Phys Med 2023;114:103138. [PMID: 37914431 DOI: 10.1016/j.ejmp.2023.103138] [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: 03/11/2023] [Revised: 07/22/2023] [Accepted: 09/14/2023] [Indexed: 11/03/2023]  Open
9
McGale J, Khurana S, Huang A, Roa T, Yeh R, Shirini D, Doshi P, Nakhla A, Bebawy M, Khalil D, Lotfalla A, Higgins H, Gulati A, Girard A, Bidard FC, Champion L, Duong P, Dercle L, Seban RD. PET/CT and SPECT/CT Imaging of HER2-Positive Breast Cancer. J Clin Med 2023;12:4882. [PMID: 37568284 PMCID: PMC10419459 DOI: 10.3390/jcm12154882] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 07/19/2023] [Accepted: 07/23/2023] [Indexed: 08/13/2023]  Open
10
Pacurari AC, Bhattarai S, Muhammad A, Avram C, Mederle AO, Rosca O, Bratosin F, Bogdan I, Fericean RM, Biris M, Olaru F, Dumitru C, Tapalaga G, Mavrea A. Diagnostic Accuracy of Machine Learning AI Architectures in Detection and Classification of Lung Cancer: A Systematic Review. Diagnostics (Basel) 2023;13:2145. [PMID: 37443539 DOI: 10.3390/diagnostics13132145] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 06/19/2023] [Accepted: 06/21/2023] [Indexed: 07/15/2023]  Open
11
Malhotra R, Singh Saini B, Gupta S. An interpretable feature-learned model for overall survival classification of High-Grade Gliomas. Phys Med 2023;110:102591. [PMID: 37126962 DOI: 10.1016/j.ejmp.2023.102591] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Revised: 02/23/2023] [Accepted: 04/13/2023] [Indexed: 05/03/2023]  Open
12
Yi Z, Wang J, Li M. Deep image and feature prior algorithm based on U-ConformerNet structure. Phys Med 2023;107:102535. [PMID: 36764130 DOI: 10.1016/j.ejmp.2023.102535] [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: 08/11/2022] [Revised: 01/04/2023] [Accepted: 01/25/2023] [Indexed: 02/10/2023]  Open
13
EBHI: A new Enteroscope Biopsy Histopathological H&E Image Dataset for image classification evaluation. Phys Med 2023;107:102534. [PMID: 36804696 DOI: 10.1016/j.ejmp.2023.102534] [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: 04/07/2022] [Revised: 08/30/2022] [Accepted: 01/25/2023] [Indexed: 02/19/2023]  Open
14
Hertel M, Liu C, Song H, Golatta M, Kappler S, Nanke R, Radicke M, Maier A, Rose G. Clinical prototype implementation enabling an improved day-to-day mammography compression. Phys Med 2023;106:102524. [PMID: 36641900 DOI: 10.1016/j.ejmp.2023.102524] [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: 04/20/2022] [Revised: 12/22/2022] [Accepted: 01/02/2023] [Indexed: 01/15/2023]  Open
15
Thong LT, Chou HS, Chew HSJ, Lau Y. Diagnostic test accuracy of artificial intelligence-based imaging for lung cancer screening: A systematic review and meta-analysis. Lung Cancer 2023;176:4-13. [PMID: 36566582 DOI: 10.1016/j.lungcan.2022.12.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2022] [Revised: 12/04/2022] [Accepted: 12/08/2022] [Indexed: 12/23/2022]
16
Wu Y, Liu J, White GM, Deng J. Image-based motion artifact reduction on liver dynamic contrast enhanced MRI. Phys Med 2023;105:102509. [PMID: 36565556 DOI: 10.1016/j.ejmp.2022.12.001] [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: 09/12/2021] [Revised: 10/13/2022] [Accepted: 12/12/2022] [Indexed: 12/24/2022]  Open
17
Beyond Imaging and Genetic Signature in Glioblastoma: Radiogenomic Holistic Approach in Neuro-Oncology. Biomedicines 2022;10:biomedicines10123205. [PMID: 36551961 PMCID: PMC9775324 DOI: 10.3390/biomedicines10123205] [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: 11/01/2022] [Revised: 12/02/2022] [Accepted: 12/05/2022] [Indexed: 12/14/2022]  Open
18
Urso L, Manco L, Castello A, Evangelista L, Guidi G, Castellani M, Florimonte L, Cittanti C, Turra A, Panareo S. PET-Derived Radiomics and Artificial Intelligence in Breast Cancer: A Systematic Review. Int J Mol Sci 2022;23:13409. [PMID: 36362190 PMCID: PMC9653918 DOI: 10.3390/ijms232113409] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2022] [Revised: 10/27/2022] [Accepted: 10/28/2022] [Indexed: 08/13/2023]  Open
19
Xu HL, Gong TT, Liu FH, Chen HY, Xiao Q, Hou Y, Huang Y, Sun HZ, Shi Y, Gao S, Lou Y, Chang Q, Zhao YH, Gao QL, Wu QJ. Artificial intelligence performance in image-based ovarian cancer identification: A systematic review and meta-analysis. EClinicalMedicine 2022;53:101662. [PMID: 36147628 PMCID: PMC9486055 DOI: 10.1016/j.eclinm.2022.101662] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Revised: 08/25/2022] [Accepted: 08/30/2022] [Indexed: 11/28/2022]  Open
20
Ho PS, Hwang YS, Tsai HY. Machine learning framework for automatic image quality evaluation involving a mammographic American College of Radiology phantom. Phys Med 2022;102:1-8. [PMID: 36030664 DOI: 10.1016/j.ejmp.2022.08.004] [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: 02/07/2022] [Revised: 07/20/2022] [Accepted: 08/03/2022] [Indexed: 10/15/2022]  Open
21
Saw SN, Ng KH. Current challenges of implementing artificial intelligence in medical imaging. Phys Med 2022;100:12-17. [PMID: 35714523 DOI: 10.1016/j.ejmp.2022.06.003] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 04/26/2022] [Accepted: 06/11/2022] [Indexed: 12/31/2022]  Open
22
Intracerebral hemorrhage detection on computed tomography images using a residual neural network. Phys Med 2022;99:113-119. [PMID: 35671679 DOI: 10.1016/j.ejmp.2022.05.015] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Revised: 04/23/2022] [Accepted: 05/26/2022] [Indexed: 01/31/2023]  Open
23
Inkinen SI, Mäkelä T, Kaasalainen T, Peltonen J, Kangasniemi M, Kortesniemi M. Automatic head computed tomography image noise quantification with deep learning. Phys Med 2022;99:102-112. [PMID: 35671678 DOI: 10.1016/j.ejmp.2022.05.011] [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: 01/20/2022] [Revised: 04/02/2022] [Accepted: 05/25/2022] [Indexed: 10/18/2022]  Open
24
Validation of deep learning-based nonspecific estimates for amyloid burden quantification with longitudinal data. Phys Med 2022;99:85-93. [PMID: 35665624 DOI: 10.1016/j.ejmp.2022.05.016] [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: 10/29/2021] [Revised: 05/26/2022] [Accepted: 05/27/2022] [Indexed: 11/20/2022]  Open
25
Outcome Prediction for SARS-CoV-2 Patients Using Machine Learning Modeling of Clinical, Radiological, and Radiomic Features Derived from Chest CT Images. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12094493] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
26
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: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
27
Wu Y, Zhang L, Guo S, Zhang L, Gao F, Jia M, Zhou Z. Enhanced phase retrieval via deep concatenation networks for in-line X-ray phase contrast imaging. Phys Med 2022;95:41-49. [DOI: 10.1016/j.ejmp.2021.12.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 11/19/2021] [Accepted: 12/28/2021] [Indexed: 12/18/2022]  Open
28
Retico A, Avanzo M, Boccali T, Bonacorsi D, Botta F, Cuttone G, Martelli B, Salomoni D, Spiga D, Trianni A, Stasi M, Iori M, Talamonti C. Enhancing the impact of Artificial Intelligence in Medicine: A joint AIFM-INFN Italian initiative for a dedicated cloud-based computing infrastructure. Phys Med 2021;91:140-150. [PMID: 34801873 DOI: 10.1016/j.ejmp.2021.10.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Revised: 10/04/2021] [Accepted: 10/05/2021] [Indexed: 12/23/2022]  Open
29
Ubaldi L, Valenti V, Borgese RF, Collura G, Fantacci ME, Ferrera G, Iacoviello G, Abbate BF, Laruina F, Tripoli A, Retico A, Marrale M. Strategies to develop radiomics and machine learning models for lung cancer stage and histology prediction using small data samples. Phys Med 2021;90:13-22. [PMID: 34521016 DOI: 10.1016/j.ejmp.2021.08.015] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2021] [Revised: 08/21/2021] [Accepted: 08/28/2021] [Indexed: 02/09/2023]  Open
30
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: 0.7] [Reference Citation Analysis] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]  Open
31
Maffei N, Manco L, Aluisio G, D'Angelo E, Ferrazza P, Vanoni V, Meduri B, Lohr F, Guidi G. Radiomics classifier to quantify automatic segmentation quality of cardiac sub-structures for radiotherapy treatment planning. Phys Med 2021;83:278-286. [DOI: 10.1016/j.ejmp.2021.05.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 04/30/2021] [Accepted: 05/03/2021] [Indexed: 12/24/2022]  Open
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