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Application of convex hull analysis for the evaluation of data heterogeneity between patient populations of different origin and implications of hospital bias in downstream machine-learning-based data processing: A comparison of 4 critical-care patient datasets.
Sharafutdinov K, Bhat JS, Fritsch SJ, Nikulina K, E Samadi M, Polzin R, Mayer H, Marx G, Bickenbach J, Schuppert A. Sharafutdinov K, et al. Among authors: marx g. Front Big Data. 2022 Oct 31;5:603429. doi: 10.3389/fdata.2022.603429. eCollection 2022. Front Big Data. 2022. PMID: 36387013 Free PMC article.
Dissecting CD8+ T cell pathology of severe SARS-CoV-2 infection by single-cell immunoprofiling.
Schreibing F, Hannani MT, Kim H, Nagai JS, Ticconi F, Fewings E, Bleckwehl T, Begemann M, Torow N, Kuppe C, Kurth I, Kranz J, Frank D, Anslinger TM, Ziegler P, Kraus T, Enczmann J, Balz V, Windhofer F, Balfanz P, Kurts C, Marx G, Marx N, Dreher M, Schneider RK, Saez-Rodriguez J, Costa I, Hayat S, Kramann R. Schreibing F, et al. Among authors: marx n, marx g. Front Immunol. 2022 Dec 16;13:1066176. doi: 10.3389/fimmu.2022.1066176. eCollection 2022. Front Immunol. 2022. PMID: 36591270 Free PMC article.
Computational Simulation of Virtual Patients Reduces Dataset Bias and Improves Machine Learning-Based Detection of ARDS from Noisy Heterogeneous ICU Datasets.
Sharafutdinov K, Fritsch SJ, Iravani M, Ghalati PF, Saffaran S, Bates DG, Hardman JG, Polzin R, Mayer H, Marx G, Bickenbach J, Schuppert A. Sharafutdinov K, et al. Among authors: marx g. IEEE Open J Eng Med Biol. 2023 Feb 8;5:611-620. doi: 10.1109/OJEMB.2023.3243190. eCollection 2024. IEEE Open J Eng Med Biol. 2023. PMID: 39184970 Free PMC article.
1,257 results