Research graph
References from Impact of dataset partitioning on the reliability of SERS–machine learning models for antimicrobial resistance classification. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
2016 · External reference
Methicillin-resistant Staphylococcus aureus: an overview of basic and clinical research
10.1038/s41579-018-0147-4 · 2019 · External reference
Low-affinity penicillin-binding protein associated with beta-lactam resistance in Staphylococcus aureus
10.1128/jb.158.2.513-516.1984 · 1984 · External reference
Unresolved reference
2015 · External reference
Recent advances in multi-drug resistance (MDR) efflux pump inhibitors of gram-positive bacteria S. aureus
10.3390/antibiotics2010028 · 2013 · External reference
The impact on humans
10.3390/antibiotics4040521 · 2015 · External reference
Comparison of livestock-associated and health care–associated MRSA—Genes, virulence, and resistance
10.1016/j.diagmicrobio.2016.08.016 · 2016 · External reference
Unresolved reference
2019 · External reference
Molecular methods for detection of antimicrobial resistance
2018 · External reference
Rapid methods for antimicrobial resistance diagnostics
10.3390/antibiotics10020209 · 2021 · External reference
Unresolved reference
2021 · External reference
Antimicrobial susceptibility testing: a comprehensive review of currently used methods
10.3390/antibiotics11040427 · 2022 · External reference
Present and future of surface-enhanced raman scattering
10.1021/acsnano.9b04224 · 2020 · External reference
Breakthrough solution for antimicrobial resistance detection: Surface-Enhanced raman spectroscopy-based on artificial intelligence
2023 · External reference
Recent developments on gold nanostructures for surface enhanced Raman spectroscopy: Particle shape, substrates and analytical applications. A review
10.1016/j.aca.2021.338474 · 2021 · External reference
SERS detection of multiple antimicrobial-resistant pathogens using nanosensors
10.1021/acs.analchem.7b02653 · 2017 · External reference
Label and label-free based surface-enhanced Raman scattering for pathogen bacteria detection: a review
10.1016/j.bios.2017.02.032 · 2017 · External reference
Unmasking bacterial identities: exploiting silver nanoparticle ‘Masks’ for enhanced raman scattering in the rapid discrimination of diverse bacterial species and antibiotic-resistant strains
10.1021/acs.analchem.4c00622 · 2024 · External reference
Molecular mechanisms of drug resistance in Staphylococcus aureus
10.3390/ijms23158088 · 2022 · External reference
Unresolved reference
2020 · External reference
Unresolved reference
2008 · External reference
SERS and machine learning-enabled liquid biopsy: a promising tool for early detection and recurrence prediction in acute leukemia
10.1021/acsomega.4c08499 · 2025 · External reference
Highly accurate identification of bacteria's antibiotic resistance based on raman spectroscopy and U-Net deep learning algorithms
10.1021/acsomega.2c03856 · 2022 · External reference
Identification of methicillin-resistant Staphylococcus aureus bacteria using surface-enhanced Raman spectroscopy and machine learning techniques
10.1039/d0an00476f · 2020 · External reference
SERS-based sensor with a machine learning based effective feature extraction technique for fast detection of colistin-resistant Klebsiella pneumoniae
10.1016/j.aca.2022.340094 · 2022 · External reference
Deep learning–assisted surface-enhanced raman scattering for rapid bacterial identification
10.1021/acsami.3c03212 · 2023 · External reference
Drug-resistant Staphylococcus aureus bacteria detection by combining surface-enhanced Raman spectroscopy (SERS) and deep learning techniques
10.1038/s41598-021-97882-4 · 2021 · External reference
Staphylococcus Aureus-Related antibiotic resistance detection using synergy of Surface-Enhanced Raman spectroscopy and deep learning
10.1016/j.bspc.2023.105933 · 2024 · External reference
Machine learning of Raman spectroscopy data for classifying cancers: a review of the recent literature
10.3390/diagnostics12061491 · 2022 · External reference
Temperature-Enhanced purine metabolism-based versatile SERS platform for rapid clinical pathogens diagnosis and drug-resistant assessment
10.1021/acs.analchem.4c04891 · 2025 · External reference
Antibiotic resistance in microbes: history, mechanisms, therapeutic strategies and future prospects
10.1016/j.jiph.2021.10.020 · 2021 · External reference
Adsorption and surface-enhanced Raman of dyes on silver and gold sols
10.1021/j100214a025 · 1982 · External reference
Building predictive models in R using the caret package
10.18637/jss.v028.i05 · 2008 · External reference
Staphylococcus aureus cell wall structure and dynamics during host-pathogen interaction
10.1371/journal.ppat.1009468 · 2021 · External reference
Unresolved reference
2013 · External reference
β-lactam antibiotics: an overview from a medicinal chemistry perspective
10.1016/j.ejmech.2020.112829 · 2020 · External reference
Unresolved reference
2023 · External reference
“Magnet” based on activated silver nanoparticles adsorbed bacteria to predict refractory apical periodontitis via surface-enhanced raman scattering
10.1021/acsami.3c16677 · 2024 · External reference
Methicillin-resistant Staphylococcus aureus
10.1038/nrdp.2018.33 · 2018 · External reference
Molecular mechanisms of antibiotic resistance revisited
10.1038/s41579-022-00820-y · 2023 · External reference
Inhibition of Erythromycin and Erythromycin-Induced resistance among Staphylococcus aureus clinical isolates
10.3390/antibiotics12030503 · 2023 · External reference
Highly sensitive detection of proteins and bacteria in aqueous solution using surface-enhanced raman scattering and optical fibers
10.1021/ac200707t · 2011 · External reference
Using stable isotope probing and raman microspectroscopy to measure growth rates of heterotrophic bacteria
10.1128/aem.01460-21 · 2021 · External reference
Antimicrobial agent against Methicillin-Resistant Staphylococcus aureus biofilm monitored using raman spectroscopy
10.3390/pharmaceutics15071937 · 2023 · External reference
Surface-enhanced Raman spectroscopy for comparison of biochemical profile of bacteriophage sensitive and resistant methicillin-resistant Staphylococcus aureus (MRSA) strains
10.1016/j.saa.2024.123968 · 2024 · External reference
Comparative analysis of machine learning algorithms on surface Enhanced Raman Spectra of clinical staphylococcus species
10.3389/fmicb.2021.696921 · 2021 · External reference
Improved classification performance of bacteria in interference using raman and fourier-transform infrared spectroscopy combined with machine learning
2024 · External reference
Antimicrobial resistance: the lesson from word and its application in space
2024 · External reference
A new and fast approach for antimicrobial resistance detection: combination of artificial intelligence and surface-enhanced Raman spectra
2023 · External reference
Antibiotic susceptibility testing with raman biosensing
10.3390/antibiotics11121812 · 2022 · External reference
A pilot study on single-cell Raman spectroscopy combined with machine learning for phenotypic characterization of Staphylococcus aureus
10.3390/microorganisms13061333 · 2025 · External reference
In situ identification of environmental microorganisms with Raman spectroscopy
10.1016/j.ese.2022.100187 · 2022 · External reference
SERS-based approaches in the investigation of bacterial metabolism, antibiotic resistance, and species identification
10.1016/j.saa.2025.126051 · 2025 · External reference
Characterization of bacteria using surface-enhanced raman spectroscopy (SERS): influence of microbiological factors on the SERS spectra
10.1021/acs.analchem.2c00817 · 2022 · External reference
A comparison of random Forest variable selection methods for classification prediction modeling
10.1016/j.eswa.2019.05.028 · 2019 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics
10.1002/widm.1072 · 2012 · External reference
Increasing value and reducing waste in research design, conduct, and analysis
10.1016/s0140-6736(13)62227-8 · 2014 · External reference
