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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: dekker 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.
Big Data in radiation therapy: challenges and opportunities.
Lustberg T, van Soest J, Jochems A, Deist T, van Wijk Y, Walsh S, Lambin P, Dekker A. Lustberg T, et al. Among authors: dekker a. Br J Radiol. 2017 Jan;90(1069):20160689. doi: 10.1259/bjr.20160689. Epub 2016 Dec 8. Br J Radiol. 2017. PMID: 27781485 Free PMC article.
Developing and Validating a Survival Prediction Model for NSCLC Patients Through Distributed Learning Across 3 Countries.
Jochems A, Deist TM, El Naqa I, Kessler M, Mayo C, Reeves J, Jolly S, Matuszak M, Ten Haken R, van Soest J, Oberije C, Faivre-Finn C, Price G, de Ruysscher D, Lambin P, Dekker A. Jochems A, et al. Among authors: dekker a. Int J Radiat Oncol Biol Phys. 2017 Oct 1;99(2):344-352. doi: 10.1016/j.ijrobp.2017.04.021. Epub 2017 Apr 24. Int J Radiat Oncol Biol Phys. 2017. PMID: 28871984 Free PMC article.
A prediction model for early death in non-small cell lung cancer patients following curative-intent chemoradiotherapy.
Jochems A, El-Naqa I, Kessler M, Mayo CS, Jolly S, Matuszak M, Faivre-Finn C, Price G, Holloway L, Vinod S, Field M, Barakat MS, Thwaites D, de Ruysscher D, Dekker A, Lambin P. Jochems A, et al. Among authors: dekker a. Acta Oncol. 2018 Feb;57(2):226-230. doi: 10.1080/0284186X.2017.1385842. Epub 2017 Oct 14. Acta Oncol. 2018. PMID: 29034756 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: dekker al. 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.
Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers.
Deist TM, Dankers FJWM, Valdes G, Wijsman R, Hsu IC, Oberije C, Lustberg T, van Soest J, Hoebers F, Jochems A, El Naqa I, Wee L, Morin O, Raleigh DR, Bots W, Kaanders JH, Belderbos J, Kwint M, Solberg T, Monshouwer R, Bussink J, Dekker A, Lambin P. Deist TM, et al. Among authors: dekker a. Med Phys. 2018 Jul;45(7):3449-3459. doi: 10.1002/mp.12967. Epub 2018 Jun 13. Med Phys. 2018. PMID: 29763967 Free PMC article.
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: dekker a. 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.
839 results