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Multi-centre radiomics for prediction of recurrence following radical radiotherapy for head and neck cancers: Consequences of feature selection, machine learning classifiers and batch-effect harmonization.
Varghese AJ, Gouthamchand V, Sasidharan BK, Wee L, Sidhique SK, Rao JP, Dekker A, Hoebers F, Devakumar D, Irodi A, Balasingh TP, Godson HF, Joel T, Mathew M, Gunasingam Isiah R, Pavamani SP, Thomas HMT. Varghese AJ, et al. Among authors: wee l. Phys Imaging Radiat Oncol. 2023 May 16;26:100450. doi: 10.1016/j.phro.2023.100450. eCollection 2023 Apr. Phys Imaging Radiat Oncol. 2023. PMID: 37260438 Free PMC article.
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: wee l. 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.
Vulnerabilities of radiomic signature development: The need for safeguards.
Welch ML, McIntosh C, Haibe-Kains B, Milosevic MF, Wee L, Dekker A, Huang SH, Purdie TG, O'Sullivan B, Aerts HJWL, Jaffray DA. Welch ML, et al. Among authors: wee l. Radiother Oncol. 2019 Jan;130:2-9. doi: 10.1016/j.radonc.2018.10.027. Epub 2018 Nov 8. Radiother Oncol. 2019. PMID: 30416044 Free article.
Multicenter CT phantoms public dataset for radiomics reproducibility tests.
Kalendralis P, Traverso A, Shi Z, Zhovannik I, Monshouwer R, Starmans MPA, Klein S, Pfaehler E, Boellaard R, Dekker A, Wee L. Kalendralis P, et al. Among authors: wee l. Med Phys. 2019 Mar;46(3):1512-1518. doi: 10.1002/mp.13385. Epub 2019 Jan 29. Med Phys. 2019. PMID: 30629299 Free PMC article.
Erratum: "Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers" [Med. Phys. 45 (7), 3449-3459 (2018)].
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: wee l. Med Phys. 2019 Feb;46(2):1080-1087. doi: 10.1002/mp.13329. Epub 2019 Jan 7. Med Phys. 2019. PMID: 30730570 Free PMC article. No abstract available.
Learning from scanners: Bias reduction and feature correction in radiomics.
Zhovannik I, Bussink J, Traverso A, Shi Z, Kalendralis P, Wee L, Dekker A, Fijten R, Monshouwer R. Zhovannik I, et al. Among authors: wee l. Clin Transl Radiat Oncol. 2019 Jul 16;19:33-38. doi: 10.1016/j.ctro.2019.07.003. eCollection 2019 Nov. Clin Transl Radiat Oncol. 2019. PMID: 31417963 Free PMC article.
371 results