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Expert-augmented machine learning.
Gennatas ED, Friedman JH, Ungar LH, Pirracchio R, Eaton E, Reichmann LG, Interian Y, Luna JM, Simone CB 2nd, Auerbach A, Delgado E, van der Laan MJ, Solberg TD, Valdes G. Gennatas ED, et al. Among authors: luna jm. Proc Natl Acad Sci U S A. 2020 Mar 3;117(9):4571-4577. doi: 10.1073/pnas.1906831117. Epub 2020 Feb 18. Proc Natl Acad Sci U S A. 2020. PMID: 32071251 Free PMC article.
Building more accurate decision trees with the additive tree.
Luna JM, Gennatas ED, Ungar LH, Eaton E, Diffenderfer ES, Jensen ST, Simone CB 2nd, Friedman JH, Solberg TD, Valdes G. Luna JM, et al. Proc Natl Acad Sci U S A. 2019 Oct 1;116(40):19887-19893. doi: 10.1073/pnas.1816748116. Epub 2019 Sep 16. Proc Natl Acad Sci U S A. 2019. PMID: 31527280 Free PMC article.
Development of a robust radiomic biomarker of progression-free survival in advanced non-small cell lung cancer patients treated with first-line immunotherapy.
Singh A, Horng H, Roshkovan L, Weeks JK, Hershman M, Noël P, Luna JM, Cohen EA, Pantalone L, Shinohara RT, Bauml JM, Thompson JC, Aggarwal C, Carpenter EL, Katz SI, Kontos D. Singh A, et al. Among authors: luna jm. Sci Rep. 2022 Jun 15;12(1):9993. doi: 10.1038/s41598-022-14160-7. Sci Rep. 2022. PMID: 35705618 Free PMC article.
Impact of Interobserver Variability in Manual Segmentation of Non-Small Cell Lung Cancer (NSCLC) Applying Low-Rank Radiomic Representation on Computed Tomography.
Hershman M, Yousefi B, Serletti L, Galperin-Aizenberg M, Roshkovan L, Luna JM, Thompson JC, Aggarwal C, Carpenter EL, Kontos D, Katz SI. Hershman M, et al. Among authors: luna jm. Cancers (Basel). 2021 Nov 28;13(23):5985. doi: 10.3390/cancers13235985. Cancers (Basel). 2021. PMID: 34885094 Free PMC article.
Machine learning highlights the deficiency of conventional dosimetric constraints for prevention of high-grade radiation esophagitis in non-small cell lung cancer treated with chemoradiation.
Luna JM, Chao HH, Shinohara RT, Ungar LH, Cengel KA, Pryma DA, Chinniah C, Berman AT, Katz SI, Kontos D, Simone CB 2nd, Diffenderfer ES. Luna JM, et al. Clin Transl Radiat Oncol. 2020 Mar 24;22:69-75. doi: 10.1016/j.ctro.2020.03.007. eCollection 2020 May. Clin Transl Radiat Oncol. 2020. PMID: 32274426 Free PMC article.