Rapid Detection of Heterogeneous Vancomycin-Intermediate Based on Matrix-Assisted Laser Desorption Ionization Time-of-Flight: Using a Machine Learning Approach and Unbiased Validation

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Rapid Detection of Heterogeneous Vancomycin-Intermediate Based on Matrix-Assisted Laser Desorption Ionization Time-of-Flight: Using a Machine Learning Approach and Unbiased Validation

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im Januar 2018 veröffentlichter wissenschaftlicher Artikel

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scientific article published on 11 October 2018

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wetenschappelijk artikel

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наукова стаття, опублікована у 2018

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Rapid Detection of Heterogeneo ...... proach and Unbiased Validation

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Rapid Detection of Heterogeneo ...... proach and Unbiased Validation

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Rapid Detection of Heterogeneo ...... proach and Unbiased Validation

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Rapid Detection of Heterogeneo ...... proach and Unbiased Validation

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Rapid Detection of Heterogeneo ...... proach and Unbiased Validation

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Rapid Detection of Heterogeneo ...... proach and Unbiased Validation

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P1476

Rapid Detection of Heterogeneo ...... proach and Unbiased Validation

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P2093

Chun-Hsien Chen

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Jang-Jih Lu

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Jorng-Tzong Horng

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Tsui-Ping Liu

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Tzong-Yi Lee

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P2860

Bias in error estimation when using cross-validation for model selection

Reduced vancomycin susceptibility in Staphylococcus aureus, including vancomycin-intermediate and heterogeneous vancomycin-intermediate strains: resistance mechanisms, laboratory detection, and clinical implications

Systematic Review and Meta-Analysis of the Epidemiology of Vancomycin-Intermediate and Heterogeneous Vancomycin-Intermediate Staphylococcus aureus Isolates

Cross-validation pitfalls when selecting and assessing regression and classification models

Multilocus sequence typing for characterization of methicillin-resistant and methicillin-susceptible clones of Staphylococcus aureus

Application of machine learning to proteomics data: classification and biomarker identification in postgenomics biology.

Analysis of the matrix-assisted laser desorption ionization-time of flight mass spectrum of Staphylococcus aureus identifies mutations that allow differentiation of the main clonal lineages

Emergence of methicillin-resistant Staphylococcus aureus with intermediate glycopeptide resistance: clinical significance and treatment options.

MALDI-TOF MS fingerprinting allows for discrimination of major methicillin-resistant Staphylococcus aureus lineages.

Applications of MALDI-TOF mass spectrometry in clinical diagnostic microbiology.

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2393

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scholarly article

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10.3389/FMICB.2018.02393

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English

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Yi-Ju Tseng

Hsin-Yao Wang

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2018-10-11T00:00:00Z

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30364336

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P921

machine learning

bias

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6193097

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