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Machine learning predictive performance evaluation of conventional and fuzzy radiomics in clinical cancer imaging cohorts.
Grahovac M, Spielvogel CP, Krajnc D, Ecsedi B, Traub-Weidinger T, Rasul S, Kluge K, Zhao M, Li X, Hacker M, Haug A, Papp L. Grahovac M, et al. Among authors: spielvogel cp. Eur J Nucl Med Mol Imaging. 2023 May;50(6):1607-1620. doi: 10.1007/s00259-023-06127-1. Epub 2023 Feb 4. Eur J Nucl Med Mol Imaging. 2023. PMID: 36738311 Free PMC article.
Supervised machine learning enables non-invasive lesion characterization in primary prostate cancer with [68Ga]Ga-PSMA-11 PET/MRI.
Papp L, Spielvogel CP, Grubmüller B, Grahovac M, Krajnc D, Ecsedi B, Sareshgi RAM, Mohamad D, Hamboeck M, Rausch I, Mitterhauser M, Wadsak W, Haug AR, Kenner L, Mazal P, Susani M, Hartenbach S, Baltzer P, Helbich TH, Kramer G, Shariat SF, Beyer T, Hartenbach M, Hacker M. Papp L, et al. Among authors: spielvogel cp. Eur J Nucl Med Mol Imaging. 2021 Jun;48(6):1795-1805. doi: 10.1007/s00259-020-05140-y. Epub 2020 Dec 19. Eur J Nucl Med Mol Imaging. 2021. PMID: 33341915 Free PMC article. Clinical Trial.
Morpho-Molecular Metabolic Analysis and Classification of Human Pituitary Gland and Adenoma Biopsies Based on Multimodal Optical Imaging.
Giardina G, Micko A, Bovenkamp D, Krause A, Placzek F, Papp L, Krajnc D, Spielvogel CP, Winklehner M, Höftberger R, Vila G, Andreana M, Leitgeb R, Drexler W, Wolfsberger S, Unterhuber A. Giardina G, et al. Among authors: spielvogel cp. Cancers (Basel). 2021 Jun 29;13(13):3234. doi: 10.3390/cancers13133234. Cancers (Basel). 2021. PMID: 34209497 Free PMC article.
Radiogenomic markers enable risk stratification and inference of mutational pathway states in head and neck cancer.
Spielvogel CP, Stoiber S, Papp L, Krajnc D, Grahovac M, Gurnhofer E, Trachtova K, Bystry V, Leisser A, Jank B, Schnoell J, Kadletz L, Heiduschka G, Beyer T, Hacker M, Kenner L, Haug AR. Spielvogel CP, et al. Eur J Nucl Med Mol Imaging. 2023 Jan;50(2):546-558. doi: 10.1007/s00259-022-05973-9. Epub 2022 Sep 26. Eur J Nucl Med Mol Imaging. 2023. PMID: 36161512 Free PMC article.
Automated data preparation for in vivo tumor characterization with machine learning.
Krajnc D, Spielvogel CP, Grahovac M, Ecsedi B, Rasul S, Poetsch N, Traub-Weidinger T, Haug AR, Ritter Z, Alizadeh H, Hacker M, Beyer T, Papp L. Krajnc D, et al. Among authors: spielvogel cp. Front Oncol. 2022 Oct 11;12:1017911. doi: 10.3389/fonc.2022.1017911. eCollection 2022. Front Oncol. 2022. PMID: 36303841 Free PMC article.
Sex-specific radiomic features of L-[S-methyl-11C] methionine PET in patients with newly-diagnosed gliomas in relation to IDH1 predictability.
Papp L, Rasul S, Spielvogel CP, Krajnc D, Poetsch N, Woehrer A, Patronas EM, Ecsedi B, Furtner J, Mitterhauser M, Rausch I, Widhalm G, Beyer T, Hacker M, Traub-Weidinger T. Papp L, et al. Among authors: spielvogel cp. Front Oncol. 2023 Feb 3;13:986788. doi: 10.3389/fonc.2023.986788. eCollection 2023. Front Oncol. 2023. PMID: 36816966 Free PMC article.
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