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Integrated models incorporating radiologic and radiomic features predict meningioma grade, local failure, and overall survival.
Morin O, Chen WC, Nassiri F, Susko M, Magill ST, Vasudevan HN, Wu A, Vallières M, Gennatas ED, Valdes G, Pekmezci M, Alcaide-Leon P, Choudhury A, Interian Y, Mortezavi S, Turgutlu K, Bush NAO, Solberg TD, Braunstein SE, Sneed PK, Perry A, Zadeh G, McDermott MW, Villanueva-Meyer JE, Raleigh DR. Morin O, et al. Among authors: gennatas ed. Neurooncol Adv. 2019 May-Dec;1(1):vdz011. doi: 10.1093/noajnl/vdz011. Epub 2019 Aug 28. Neurooncol Adv. 2019. PMID: 31608329 Free PMC article.
Preoperative and postoperative prediction of long-term meningioma outcomes.
Gennatas ED, Wu A, Braunstein SE, Morin O, Chen WC, Magill ST, Gopinath C, Villaneueva-Meyer JE, Perry A, McDermott MW, Solberg TD, Valdes G, Raleigh DR. Gennatas ED, et al. PLoS One. 2018 Sep 20;13(9):e0204161. doi: 10.1371/journal.pone.0204161. eCollection 2018. PLoS One. 2018. PMID: 30235308 Free PMC article.
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. 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. Among authors: gennatas ed. 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.
Reply to Nock and Nielsen: On the work of Nock and Nielsen and its relationship to the additive tree.
Valdes G, Luna JM, Gennatas ED, Ungar LH, Eaton E, Diffenderfer ES, Jensen ST, Simone CB 2nd, Friedman JH, Solberg TD. Valdes G, et al. Among authors: gennatas ed. Proc Natl Acad Sci U S A. 2020 Apr 21;117(16):8694-8695. doi: 10.1073/pnas.2002399117. Epub 2020 Apr 7. Proc Natl Acad Sci U S A. 2020. PMID: 32265277 Free PMC article. No abstract available.
The Conditional Super Learner.
Valdes G, Interian Y, Gennatas E, Van der Laan M. Valdes G, et al. IEEE Trans Pattern Anal Mach Intell. 2022 Dec;44(12):10236-10243. doi: 10.1109/TPAMI.2021.3131976. Epub 2022 Nov 7. IEEE Trans Pattern Anal Mach Intell. 2022. PMID: 34851823
Network-level structural covariance in the developing brain.
Zielinski BA, Gennatas ED, Zhou J, Seeley WW. Zielinski BA, et al. Among authors: gennatas ed. Proc Natl Acad Sci U S A. 2010 Oct 19;107(42):18191-6. doi: 10.1073/pnas.1003109107. Epub 2010 Oct 4. Proc Natl Acad Sci U S A. 2010. PMID: 20921389 Free PMC article.
Dominant hemisphere lateralization of cortical parasympathetic control as revealed by frontotemporal dementia.
Guo CC, Sturm VE, Zhou J, Gennatas ED, Trujillo AJ, Hua AY, Crawford R, Stables L, Kramer JH, Rankin K, Levenson RW, Rosen HJ, Miller BL, Seeley WW. Guo CC, et al. Among authors: gennatas ed. Proc Natl Acad Sci U S A. 2016 Apr 26;113(17):E2430-9. doi: 10.1073/pnas.1509184113. Epub 2016 Apr 11. Proc Natl Acad Sci U S A. 2016. PMID: 27071080 Free PMC article.
37 results