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A computational pipeline for data augmentation towards the improvement of disease classification and risk stratification models: A case study in two clinical domains.
Pezoulas VC, Grigoriadis GI, Gkois G, Tachos NS, Smole T, Bosnić Z, Pičulin M, Olivotto I, Barlocco F, Robnik-Šikonja M, Jakovljevic DG, Goules A, Tzioufas AG, Fotiadis DI. Pezoulas VC, et al. Among authors: piculin m. Comput Biol Med. 2021 Jul;134:104520. doi: 10.1016/j.compbiomed.2021.104520. Epub 2021 Jun 6. Comput Biol Med. 2021. PMID: 34118751 Free article.
A machine learning-based risk stratification model for ventricular tachycardia and heart failure in hypertrophic cardiomyopathy.
Smole T, Žunkovič B, Pičulin M, Kokalj E, Robnik-Šikonja M, Kukar M, Fotiadis DI, Pezoulas VC, Tachos NS, Barlocco F, Mazzarotto F, Popović D, Maier L, Velicki L, MacGowan GA, Olivotto I, Filipović N, Jakovljević DG, Bosnić Z. Smole T, et al. Among authors: piculin m. Comput Biol Med. 2021 Aug;135:104648. doi: 10.1016/j.compbiomed.2021.104648. Epub 2021 Jul 12. Comput Biol Med. 2021. PMID: 34280775 Free article.
Disease Progression of Hypertrophic Cardiomyopathy: Modeling Using Machine Learning.
Pičulin M, Smole T, Žunkovič B, Kokalj E, Robnik-Šikonja M, Kukar M, Fotiadis DI, Pezoulas VC, Tachos NS, Barlocco F, Mazzarotto F, Popović D, Maier LS, Velicki L, Olivotto I, MacGowan GA, Jakovljević DG, Filipović N, Bosnić Z. Pičulin M, et al. JMIR Med Inform. 2022 Feb 2;10(2):e30483. doi: 10.2196/30483. JMIR Med Inform. 2022. PMID: 35107432 Free PMC article.
Machine learning and physical based modeling for cardiac hypertrophy.
Milićević B, Milošević M, Simić V, Preveden A, Velicki L, Jakovljević Đ, Bosnić Z, Pičulin M, Žunkovič B, Kojić M, Filipović N. Milićević B, et al. Among authors: piculin m. Heliyon. 2023 May 27;9(6):e16724. doi: 10.1016/j.heliyon.2023.e16724. eCollection 2023 Jun. Heliyon. 2023. PMID: 37313176 Free PMC article.