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Machine Learning Models for Classifying High- and Low-Grade Gliomas: A Systematic Review and Quality of Reporting Analysis.
Bahar RC, Merkaj S, Cassinelli Petersen GI, Tillmanns N, Subramanian H, Brim WR, Zeevi T, Staib L, Kazarian E, Lin M, Bousabarah K, Huttner AJ, Pala A, Payabvash S, Ivanidze J, Cui J, Malhotra A, Aboian MS. Bahar RC, et al. Front Oncol. 2022 Apr 22;12:856231. doi: 10.3389/fonc.2022.856231. eCollection 2022. Front Oncol. 2022. PMID: 35530302 Free PMC article.
Machine Learning in Differentiating Gliomas from Primary CNS Lymphomas: A Systematic Review, Reporting Quality, and Risk of Bias Assessment.
Cassinelli Petersen GI, Shatalov J, Verma T, Brim WR, Subramanian H, Brackett A, Bahar RC, Merkaj S, Zeevi T, Staib LH, Cui J, Omuro A, Bronen RA, Malhotra A, Aboian MS. Cassinelli Petersen GI, et al. Among authors: bahar rc. AJNR Am J Neuroradiol. 2022 Apr;43(4):526-533. doi: 10.3174/ajnr.A7473. Epub 2022 Mar 31. AJNR Am J Neuroradiol. 2022. PMID: 35361577 Free PMC article.
Identifying clinically applicable machine learning algorithms for glioma segmentation: recent advances and discoveries.
Tillmanns N, Lum AE, Cassinelli G, Merkaj S, Verma T, Zeevi T, Staib L, Subramanian H, Bahar RC, Brim W, Lost J, Jekel L, Brackett A, Payabvash S, Ikuta I, Lin M, Bousabarah K, Johnson MH, Cui J, Malhotra A, Omuro A, Turowski B, Aboian MS. Tillmanns N, et al. Among authors: bahar rc. Neurooncol Adv. 2022 Jun 14;4(1):vdac093. doi: 10.1093/noajnl/vdac093. eCollection 2022 Jan-Dec. Neurooncol Adv. 2022. PMID: 36071926 Free PMC article. Review.
Clinical implementation of artificial intelligence in neuroradiology with development of a novel workflow-efficient picture archiving and communication system-based automated brain tumor segmentation and radiomic feature extraction.
Aboian M, Bousabarah K, Kazarian E, Zeevi T, Holler W, Merkaj S, Cassinelli Petersen G, Bahar R, Subramanian H, Sunku P, Schrickel E, Bhawnani J, Zawalich M, Mahajan A, Malhotra A, Payabvash S, Tocino I, Lin M, Westerhoff M. Aboian M, et al. Front Neurosci. 2022 Oct 13;16:860208. doi: 10.3389/fnins.2022.860208. eCollection 2022. Front Neurosci. 2022. PMID: 36312024 Free PMC article.
Systematic Literature Review of Machine Learning Algorithms Using Pretherapy Radiologic Imaging for Glioma Molecular Subtype Prediction.
Lost J, Verma T, Jekel L, von Reppert M, Tillmanns N, Merkaj S, Petersen GC, Bahar R, Gordem A, Haider MA, Subramanian H, Brim W, Ikuta I, Omuro A, Conte GM, Marquez-Nostra BV, Avesta A, Bousabarah K, Nabavizadeh A, Kazerooni AF, Aneja S, Bakas S, Lin M, Sabel M, Aboian M. Lost J, et al. AJNR Am J Neuroradiol. 2023 Oct;44(10):1126-1134. doi: 10.3174/ajnr.A8000. AJNR Am J Neuroradiol. 2023. PMID: 37770204