AIMC Topic: Proteus mirabilis

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Antibiotic profile classification of Proteus mirabilis using machine learning: An investigation into multidimensional radiomics features.

Computers in biology and medicine Sep 10, 2024
Antimicrobial resistance (AMR) presents a significant threat to global healthcare. Proteus mirabilis causes catheter-associated urinary tract infections (CAUTIs) and exhibits increased antibiotic resistance. Traditional diagnostics still rely on cult...
Humans Machine Learning Anti-Bacterial Agents Radiomics Urinary Tract Infections Proteus mirabilis Proteus Infections
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Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning.

Nature communications Oct 30, 2019
Raman optical spectroscopy promises label-free bacterial detection, identification, and antibiotic susceptibility testing in a single step. However, achieving clinically relevant speeds and accuracies remains challenging due to weak Raman signal from...
Humans Neural Networks, Computer Anti-Bacterial Agents Deep Learning Microbial Sensitivity Tests Single-Cell Analysis Bacteria Logistic Models Spectrum Analysis, Raman Support Vector Machine Escherichia coli Staphylococcus aureus Methicillin-Resistant Staphylococcus aureus Candida Bacterial Infections Principal Component Analysis Pseudomonas aeruginosa Salmonella enterica Klebsiella Enterococcus Streptococcus Bacterial Typing Techniques Proteus mirabilis
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