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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: xiao y. 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.
American Association of Physicists in Medicine Task Group 263: Standardizing Nomenclatures in Radiation Oncology.
Mayo CS, Moran JM, Bosch W, Xiao Y, McNutt T, Popple R, Michalski J, Feng M, Marks LB, Fuller CD, Yorke E, Palta J, Gabriel PE, Molineu A, Matuszak MM, Covington E, Masi K, Richardson SL, Ritter T, Morgas T, Flampouri S, Santanam L, Moore JA, Purdie TG, Miller RC, Hurkmans C, Adams J, Jackie Wu QR, Fox CJ, Siochi RA, Brown NL, Verbakel W, Archambault Y, Chmura SJ, Dekker AL, Eagle DG, Fitzgerald TJ, Hong T, Kapoor R, Lansing B, Jolly S, Napolitano ME, Percy J, Rose MS, Siddiqui S, Schadt C, Simon WE, Straube WL, St James ST, Ulin K, Yom SS, Yock TI. Mayo CS, et al. Among authors: xiao y. Int J Radiat Oncol Biol Phys. 2018 Mar 15;100(4):1057-1066. doi: 10.1016/j.ijrobp.2017.12.013. Epub 2017 Dec 15. Int J Radiat Oncol Biol Phys. 2018. PMID: 29485047 Free PMC article. Review.
Improving Quality and Consistency in NRG Oncology Radiation Therapy Oncology Group 0631 for Spine Radiosurgery via Knowledge-Based Planning.
Younge KC, Marsh RB, Owen D, Geng H, Xiao Y, Spratt DE, Foy J, Suresh K, Wu QJ, Yin FF, Ryu S, Matuszak MM. Younge KC, et al. Among authors: xiao y. Int J Radiat Oncol Biol Phys. 2018 Mar 15;100(4):1067-1074. doi: 10.1016/j.ijrobp.2017.12.276. Epub 2018 Jan 4. Int J Radiat Oncol Biol Phys. 2018. PMID: 29485048 Free PMC article. Clinical Trial.
Treatment data and technical process challenges for practical big data efforts in radiation oncology.
Mayo CS, Phillips M, McNutt TR, Palta J, Dekker A, Miller RC, Xiao Y, Moran JM, Matuszak MM, Gabriel P, Ayan AS, Prisciandaro J, Thor M, Dixit N, Popple R, Killoran J, Kaleba E, Kantor M, Ruan D, Kapoor R, Kessler ML, Lawrence TS. Mayo CS, et al. Among authors: xiao y. Med Phys. 2018 Oct;45(10):e793-e810. doi: 10.1002/mp.13114. Epub 2018 Sep 18. Med Phys. 2018. PMID: 30226286 Free PMC article.
NCTN Assessment on Current Applications of Radiomics in Oncology.
Nie K, Al-Hallaq H, Li XA, Benedict SH, Sohn JW, Moran JM, Fan Y, Huang M, Knopp MV, Michalski JM, Monroe J, Obcemea C, Tsien CI, Solberg T, Wu J, Xia P, Xiao Y, El Naqa I. Nie K, et al. Among authors: xiao y. Int J Radiat Oncol Biol Phys. 2019 Jun 1;104(2):302-315. doi: 10.1016/j.ijrobp.2019.01.087. Epub 2019 Jan 31. Int J Radiat Oncol Biol Phys. 2019. PMID: 30711529 Free PMC article. Review.
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