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Using Machine Learning to Predict Antimicrobial Resistance of Acinetobacter Baumannii, Klebsiella Pneumoniae and Pseudomonas Aeruginosa Strains.
Feretzakis G, Sakagianni A, Loupelis E, Kalles D, Martsoukou M, Skarmoutsou N, Christopoulos C, Lada M, Velentza A, Petropoulou S, Michelidou S, Kaldis V, Chatzikyriakou R, Dalainas I, Dimitrellos E. Feretzakis G, et al. Among authors: velentza a. Stud Health Technol Inform. 2021 May 27;281:43-47. doi: 10.3233/SHTI210117. Stud Health Technol Inform. 2021. PMID: 34042702
Machine Learning for Antibiotic Resistance Prediction: A Prototype Using Off-the-Shelf Techniques and Entry-Level Data to Guide Empiric Antimicrobial Therapy.
Feretzakis G, Sakagianni A, Loupelis E, Kalles D, Skarmoutsou N, Martsoukou M, Christopoulos C, Lada M, Petropoulou S, Velentza A, Michelidou S, Chatzikyriakou R, Dimitrellos E. Feretzakis G, et al. Among authors: velentza a. Healthc Inform Res. 2021 Jul;27(3):214-221. doi: 10.4258/hir.2021.27.3.214. Epub 2021 Jul 31. Healthc Inform Res. 2021. PMID: 34384203 Free PMC article.
Using Machine Learning Techniques to Aid Empirical Antibiotic Therapy Decisions in the Intensive Care Unit of a General Hospital in Greece.
Feretzakis G, Loupelis E, Sakagianni A, Kalles D, Martsoukou M, Lada M, Skarmoutsou N, Christopoulos C, Valakis K, Velentza A, Petropoulou S, Michelidou S, Alexiou K. Feretzakis G, et al. Among authors: velentza a. Antibiotics (Basel). 2020 Jan 31;9(2):50. doi: 10.3390/antibiotics9020050. Antibiotics (Basel). 2020. PMID: 32023854 Free PMC article.
A 2-Year Single-Centre Audit on Antibiotic Resistance of Pseudomonas aeruginosa, Acinetobacter baumannii and Klebsiella pneumoniae Strains from an Intensive Care Unit and Other Wards in a General Public Hospital in Greece.
Feretzakis G, Loupelis E, Sakagianni A, Skarmoutsou N, Michelidou S, Velentza A, Martsoukou M, Valakis K, Petropoulou S, Koutalas E. Feretzakis G, et al. Among authors: velentza a. Antibiotics (Basel). 2019 May 15;8(2):62. doi: 10.3390/antibiotics8020062. Antibiotics (Basel). 2019. PMID: 31096587 Free PMC article.