Rapid extended-spectrum beta-lactamase-confirmation by using a machine learning model directly on routine automated susceptibility testing results

Rapid extended-spectrum beta-lactamase-confirmation by using a machine learning model directly on routine automated susceptibility testing results

ObjectivesPhenotypical Extended Spectrum β-Lactamase (ESBL)-production is commonly determined using the combination disk diffusion test or gradient test. This requires overnight incubation, prolonging time-to-detection and increasing duration of empirical treatment for patients with infections cause...

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Main Authors: Y. El Ghouch, M. C. Schut, K. C. E. Sigaloff, W. Altorf-Van Der Kuil, J. M. Prins, R. P. Schade, the ISIS-AR study group, J.W.T. Cohen Stuart, D.C. Melles, K. van Dijk, A. Alzubaidy, M. Scholing, S.D. Kuil, G.J. Blaauw, W. Altorf, van der Kuil, S.M. Bierman, S.C. de Greeff, S.R. Groenendijk, R. Hertroys, L. Kruithof, I.M. Nauta, D.W. Notermans, J. Polman, W.J. van den Reek, A.F. Schoffelen, F. Velthuis, C.C.H. Wielders, B.J. de Wit, R.E. Zoetigheid, W. van den Bijllaardt, E.M. Kraan, M.B. Haeseker, J.M. da Silva, E. de Jong, B. Maraha, A.J. van Griethuysen, B.B. Wintermans, M.J.C.A. van Trijp, A.E. Muller, M. Wong, A. Ott, E. Bathoorn, M. Lokate, J. Sinnige, L. Bank, N.H. Renders, J.W. Dorigo-Zetsma, L.J. Bakker, W. Ang, K. Waar, M.T. van der Beek, M.A. Leversteijn-van Hall, S.P. van Mens, E. Schaftenaar, M.H. Nabuurs-Franssen, I. Maat, P.D.J. Sturm, B.M.W. Diederen, L.G.M. Bode, D.S.Y. Ong, M. van Rijn, S. Dinant, M. den Reijer, D.W. van Dam, E.I.G.B. de Brauwer, R.G. Bentvelsen, A.L.M. Vlek, M. de Graaf, A. Troelstra, K.B. Gast, M.P.A. van Meer, J. de Vries, J.D. Machiels
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Microbiology
Subjects:
ESBL
machine learning
antimicrobial resistance
bacteria
surveillance
Online Access:https://www.frontiersin.org/articles/10.3389/fmicb.2025.1582703/full
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