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Performance/outcomes data and physician process challenges for practical big data efforts in radiation oncology.
Matuszak MM, Fuller CD, Yock TI, Hess CB, McNutt T, Jolly S, Gabriel P, Mayo CS, Thor M, Caissie A, Rao A, Owen D, Smith W, Palta J, Kapoor R, Hayman J, Waddle M, Rosenstein B, Miller R, Choi S, Moreno A, Herman J, Feng M. Matuszak MM, et al. Among authors: rao a. Med Phys. 2018 Oct;45(10):e811-e819. doi: 10.1002/mp.13136. Epub 2018 Sep 19. Med Phys. 2018. PMID: 30229946 Free PMC article.
Machine learning and modeling: Data, validation, communication challenges.
El Naqa I, Ruan D, Valdes G, Dekker A, McNutt T, Ge Y, Wu QJ, Oh JH, Thor M, Smith W, Rao A, Fuller C, Xiao Y, Manion F, Schipper M, Mayo C, Moran JM, Ten Haken R. El Naqa I, et al. Among authors: rao a. Med Phys. 2018 Oct;45(10):e834-e840. doi: 10.1002/mp.12811. Epub 2018 Aug 24. Med Phys. 2018. PMID: 30144098 Free PMC article.
Combination of a Big Data Analytics Resource System With an Artificial Intelligence Algorithm to Identify Clinically Actionable Radiation Dose Thresholds for Dysphagia in Head and Neck Patients.
Mayo CS, Mierzwa M, Moran JM, Matuszak MM, Wilkie J, Sun G, Yao J, Weyburn G, Anderson CJ, Owen D, Rao A. Mayo CS, et al. Among authors: rao a. Adv Radiat Oncol. 2020 Jan 12;5(6):1296-1304. doi: 10.1016/j.adro.2019.12.007. eCollection 2020 Nov-Dec. Adv Radiat Oncol. 2020. PMID: 33305091 Free PMC article.
Spatial habitats from multiparametric MR imaging are associated with signaling pathway activities and survival in glioblastoma.
Dextraze K, Saha A, Kim D, Narang S, Lehrer M, Rao A, Narang S, Rao D, Ahmed S, Madhugiri V, Fuller CD, Kim MM, Krishnan S, Rao G, Rao A. Dextraze K, et al. Among authors: rao d, rao g, rao a. Oncotarget. 2017 Dec 5;8(68):112992-113001. doi: 10.18632/oncotarget.22947. eCollection 2017 Dec 22. Oncotarget. 2017. PMID: 29348883 Free PMC article.
Deep Learning Algorithm for Auto-Delineation of High-Risk Oropharyngeal Clinical Target Volumes With Built-In Dice Similarity Coefficient Parameter Optimization Function.
Cardenas CE, McCarroll RE, Court LE, Elgohari BA, Elhalawani H, Fuller CD, Kamal MJ, Meheissen MAM, Mohamed ASR, Rao A, Williams B, Wong A, Yang J, Aristophanous M. Cardenas CE, et al. Among authors: rao a. Int J Radiat Oncol Biol Phys. 2018 Jun 1;101(2):468-478. doi: 10.1016/j.ijrobp.2018.01.114. Epub 2018 Feb 7. Int J Radiat Oncol Biol Phys. 2018. PMID: 29559291 Free PMC article.
A PET Radiomics Model to Predict Refractory Mediastinal Hodgkin Lymphoma.
Milgrom SA, Elhalawani H, Lee J, Wang Q, Mohamed ASR, Dabaja BS, Pinnix CC, Gunther JR, Court L, Rao A, Fuller CD, Akhtari M, Aristophanous M, Mawlawi O, Chuang HH, Sulman EP, Lee HJ, Hagemeister FB, Oki Y, Fanale M, Smith GL. Milgrom SA, et al. Among authors: rao a. Sci Rep. 2019 Feb 4;9(1):1322. doi: 10.1038/s41598-018-37197-z. Sci Rep. 2019. PMID: 30718585 Free PMC article.
6,212 results