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The Evaluation of Machine Learning Models using Matrix-Assisted Laser Desorption/Ionization Time-of-Flight Mass Spectrometry (MALDI-TOF MS) Spectra for the Prediction of Antibiotic Resistance in Klebsiella pneumoniae.

2026-01-27

Abstract excerpt

<title>Abstract</title> <p> Antimicrobial resistance in <italic>Klebsiella pneumoniae</italic> poses a major clinical challenge, driving development in rapid, diagnostic strategies that extend beyond conventional susceptibility testing. Twenty-one studies demonstrate that using Matrix-Assisted Laser Desorption/Ionization Time-of-Flight Mass Spectrometry (MALDI-TOF MS) spectra to create machine learning (ML) mo...

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Literature Corpus work
aefe5475-e15f-5125-a779-168d8e11761e
DOI
10.21203/rs.3.rs-8678152/v1
Open publication

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The Evaluation of Machine Learning Models using Matrix-Assisted Laser Desorption/Ionization Time-of-Flight Mass Spectrometry (MALDI-TOF MS) Spectra for the Prediction of Antibiotic Resistance in Klebsiella pneumoniae.DOI 10.21203/rs.3.rs-8678152/v1
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