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Deep Learning Analysis of Vibrational Spectra of Bacterial Lysate for Rapid Antimicrobial Susceptibility Testing

https://doi.org/10.1021/acsnano.0c05693
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1001/jama.2016.11764openalex-snapshot
Antimicrobial Resistance
inferredcites →https://doi.org/10.1001/jama.2016.4151openalex-snapshot
Prevalence of Inappropriate Antibiotic Prescriptions Among US Ambulatory Care Visits, 2010-2011
inferredcites →https://doi.org/10.1002/14651858.cd009593.pub3openalex-snapshot
Xpert® MTB/RIF assay for pulmonary tuberculosis and rifampicin resistance in adults
inferredcites →https://doi.org/10.1002/adfm.201910335openalex-snapshot
Multiplex SERS Detection of Metabolic Alterations in Tumor Extracellular Media
inferredcites →https://doi.org/10.1002/adhm.201701335openalex-snapshot
Surface‐Enhanced Raman Scattering for Rapid Detection and Characterization of Antibiotic‐Resistant Bacteria
inferredcites →https://doi.org/10.1002/chem.201500149openalex-snapshot
Hierarchical Assembly of Plasmonic Nanoparticles
inferredcites →https://doi.org/10.1002/jrs.5750openalex-snapshot
Transfer‐learning‐based Raman spectra identification
inferredcites →https://doi.org/10.1002/smll.201102708openalex-snapshot
Non‐lithographic SERS Substrates: Tailoring Surface Chemistry for Au Nanoparticle Cluster Assembly
inferredcites →https://doi.org/10.1007/s00216-016-9540-xopenalex-snapshot
The biochemical origins of the surface-enhanced Raman spectra of bacteria: a metabolomics profiling by SERS
inferredcites →https://doi.org/10.1007/s00216-017-0244-7openalex-snapshot
Rapid urinary tract infection diagnostics by surface-enhanced Raman spectroscopy (SERS): identification and antibiotic susceptibilities
inferredcites →https://doi.org/10.1016/j.cell.2019.04.016openalex-snapshot
A White-Box Machine Learning Approach for Revealing Antibiotic Mechanisms of Action
inferredcites →https://doi.org/10.1016/j.celrep.2015.09.059openalex-snapshot
Bactericidal Antibiotics Induce Toxic Metabolic Perturbations that Lead to Cellular Damage
inferredcites →https://doi.org/10.1016/j.transproceed.2019.10.019openalex-snapshot
Training and Validation of Deep Neural Networks for the Prediction of 90-Day Post-Liver Transplant Mortality Using UNOS Registry Data
inferredcites →https://doi.org/10.1016/s0140-6736(18)31117-6openalex-snapshot
Global governance of antimicrobial resistance
inferredcites →https://doi.org/10.1021/ac60214a047openalex-snapshot
Smoothing and Differentiation of Data by Simplified Least Squares Procedures.
inferredcites →https://doi.org/10.1021/acs.accounts.6b00409openalex-snapshot
Plasmonic Nanogap-Enhanced Raman Scattering with Nanoparticles
inferredcites →https://doi.org/10.1021/acs.analchem.5b00137openalex-snapshot
Detection and Direct Readout of Drugs in Human Urine Using Dynamic Surface-Enhanced Raman Spectroscopy and Support Vector Machines
inferredcites →https://doi.org/10.1021/acs.analchem.5b03456openalex-snapshot
Surface Enhanced Raman Scattering Detection of Cancer Biomarkers with Bifunctional Nanocomposite Probes
inferredcites →https://doi.org/10.1021/acs.analchem.7b03800openalex-snapshot
Simple Ciprofloxacin Resistance Test and Determination of Minimal Inhibitory Concentration within 2 h Using Raman Spectroscopy
inferredcites →https://doi.org/10.1021/acs.analchem.8b03080openalex-snapshot
Setting Up a Surface-Enhanced Raman Scattering Database for Artificial-Intelligence-Based Label-Free Discrimination of Tumor Suppressor Genes
inferredcites →https://doi.org/10.1021/acs.analchem.9b01027openalex-snapshot
Antibiotic Susceptibility Test with Surface-Enhanced Raman Scattering in a Microfluidic System
inferredcites →https://doi.org/10.1021/acs.analchem.9b03294openalex-snapshot
Label-Free Detection of Multiplexed Metabolites at Single-Cell Level via a SERS-Microfluidic Droplet Platform
inferredcites →https://doi.org/10.1021/acs.analchem.9b03599openalex-snapshot
Quantification of Analyte Concentration in the Single Molecule Regime Using Convolutional Neural Networks
inferredcites →https://doi.org/10.1021/acs.jpcc.6b03317openalex-snapshot
SERS Discrimination of Closely Related Molecules: A Systematic Study of Natural Red Dyes in Binary Mixtures
inferredcites →https://doi.org/10.1021/acs.nanolett.9b00792openalex-snapshot
Hierarchical Assembly of Plasmonic Nanoparticle Heterodimer Arrays with Tunable Sub-5 nm Nanogaps
inferredcites →https://doi.org/10.1021/acsami.7b18592openalex-snapshot
Longitudinal Monitoring of Biofilm Formation via Robust Surface-Enhanced Raman Scattering Quantification of Pseudomonas aeruginosa-Produced Metabolites
inferredcites →https://doi.org/10.1021/acschembio.6b00750openalex-snapshot
Rhamnolipids Mediate an Interspecies Biofilm Dispersal Signaling Pathway
inferredcites →https://doi.org/10.1021/acsnano.7b05815openalex-snapshot
Driving Chemical Reactions in Plasmonic Nanogaps with Electrohydrodynamic Flow
inferredcites →https://doi.org/10.1021/acsnano.8b07024openalex-snapshot
Machine-Learning-Driven Surface-Enhanced Raman Scattering Optophysiology Reveals Multiplexed Metabolite Gradients Near Cells
inferredcites →https://doi.org/10.1021/acssensors.9b00809openalex-snapshot
Surface-Enhanced Raman Scattering-Based Odor Compass: Locating Multiple Chemical Sources and Pathogens
inferredcites →https://doi.org/10.1021/jp054732vopenalex-snapshot
Proof of Single-Molecule Sensitivity in Surface Enhanced Raman Scattering (SERS) by Means of a Two-Analyte Technique
inferredcites →https://doi.org/10.1021/la3051719openalex-snapshot
Directing Cluster Formation of Au Nanoparticles from Colloidal Solution
inferredcites →https://doi.org/10.1038/nature21056openalex-snapshot
Dermatologist-level classification of skin cancer with deep neural networks
inferredcites →https://doi.org/10.1038/nbt.2458openalex-snapshot
Potentiating antibacterial activity by predictably enhancing endogenous microbial ROS production
inferredcites →https://doi.org/10.1038/nmat4720openalex-snapshot
Detection and imaging of quorum sensing in Pseudomonas aeruginosa biofilm communities by surface-enhanced resonance Raman scattering
inferredcites →https://doi.org/10.1038/nmicrobiol.2016.187openalex-snapshot
Combatting antimicrobial resistance globally
inferredcites →https://doi.org/10.1038/s41467-019-12898-9openalex-snapshot
Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning
inferredcites →https://doi.org/10.1038/s41579-018-0098-9openalex-snapshot
Developmental roadmap for antimicrobial susceptibility testing systems
inferredcites →https://doi.org/10.1038/s41591-019-0447-xopenalex-snapshot
End-to-end lung cancer screening with three-dimensional deep learning on low-dose chest computed tomography
inferredcites →https://doi.org/10.1038/s41598-020-68855-wopenalex-snapshot
Rapid antibiotic susceptibility testing of bacteria from patients’ blood via assaying bacterial metabolic response with surface-enhanced Raman spectroscopy
inferredcites →https://doi.org/10.1038/s41746-018-0029-1openalex-snapshot
Scalable and accurate deep learning with electronic health records
inferredcites →https://doi.org/10.1038/s41746-020-0248-0openalex-snapshot
Development and validation of a deep neural network model to predict postoperative mortality, acute kidney injury, and reintubation using a single feature set
inferredcites →https://doi.org/10.1038/srep23375openalex-snapshot
Rapid bacterial antibiotic susceptibility test based on simple surface-enhanced Raman spectroscopic biomarkers
inferredcites →https://doi.org/10.1038/srep24454openalex-snapshot
Computer-Aided Diagnosis with Deep Learning Architecture: Applications to Breast Lesions in US Images and Pulmonary Nodules in CT Scans
inferredcites →https://doi.org/10.1039/c4an00879kopenalex-snapshot
Simultaneous multiplexed quantification of nicotine and its metabolites using surface enhanced Raman scattering
inferredcites →https://doi.org/10.1039/c7cp07103eopenalex-snapshot
Quantification of biomolecules responsible for biomarkers in the surface-enhanced Raman spectra of bacteria using liquid chromatography-mass spectrometry
inferredcites →https://doi.org/10.1053/j.gastro.2018.06.037openalex-snapshot
Deep Learning Localizes and Identifies Polyps in Real Time With 96% Accuracy in Screening Colonoscopy
inferredcites →https://doi.org/10.1073/pnas.1509743112openalex-snapshot
Antibiotic efficacy is linked to bacterial cellular respiration
inferredcites →https://doi.org/10.1073/pnas.1708558114openalex-snapshot
Antibiotic susceptibility testing in less than 30 min using direct single-cell imaging
inferredcites →https://doi.org/10.1086/647952openalex-snapshot
Antimicrobial Susceptibility Testing: A Review of General Principles and Contemporary Practices
inferredcites →https://doi.org/10.1093/jac/dkt253openalex-snapshot
Progress on the development of rapid methods for antimicrobial susceptibility testing
inferredcites →https://doi.org/10.1093/nar/gks992openalex-snapshot
ECMDB: The E. coli Metabolome Database
inferredcites →https://doi.org/10.1109/34.730550openalex-snapshot
Bayesian approaches to Gaussian mixture modeling
inferredcites →https://doi.org/10.1109/icdm.2008.17openalex-snapshot
Isolation Forest
inferredcites →https://doi.org/10.1109/tcbb.2018.2841396openalex-snapshot
Deep Learning for Drug Discovery and Cancer Research: Automated Analysis of Vascularization Images
inferredcites →https://doi.org/10.1109/tmi.2017.2655486openalex-snapshot
Detecting Cardiovascular Disease from Mammograms With Deep Learning
inferredcites →https://doi.org/10.1111/1469-0691.12282openalex-snapshot
Impact of rapid microbial identification directly from positive blood cultures using matrix-assisted laser desorption/ionization time-of-flight mass spectrometry on patient management
inferredcites →https://doi.org/10.1111/j.1469-0691.2011.03708.xopenalex-snapshot
Identification of the naturally occurring genes encoding carbapenem-hydrolysing oxacillinases from Acinetobacter haemolyticus, Acinetobacter johnsonii, and Acinetobacter calcoaceticus
inferredcites →https://doi.org/10.1126/scitranslmed.aal3693openalex-snapshot
Rapid pathogen-specific phenotypic antibiotic susceptibility testing using digital LAMP quantification in clinical samples
inferredcites →https://doi.org/10.1128/jcm.00063-16openalex-snapshot
Point-Counterpoint: The FDA Has a Role in Regulation of Laboratory-Developed Tests
inferredcites →https://doi.org/10.1128/jcm.00221-17openalex-snapshot
Comparison of ePlex Respiratory Pathogen Panel with Laboratory-Developed Real-Time PCR Assays for Detection of Respiratory Pathogens
inferredcites →https://doi.org/10.1128/jcm.00287-11openalex-snapshot
Using Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry To Detect Carbapenem Resistance within 1 to 2.5 Hours
inferredcites →https://doi.org/10.1128/jcm.00313-13openalex-snapshot
Next-Generation Antimicrobial Susceptibility Testing
inferredcites →https://doi.org/10.1128/jcm.00409-12openalex-snapshot
Strategy for Rapid Identification and Antibiotic Susceptibility Testing of Gram-Negative Bacteria Directly Recovered from Positive Blood Cultures Using the Bruker MALDI Biotyper and the BD Phoenix System
inferredcites →https://doi.org/10.1128/jcm.00984-11openalex-snapshot
Carbapenemase Activity Detection by Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry
inferredcites →https://doi.org/10.1128/jcm.01057-16openalex-snapshot
Host-Based Peripheral Blood Gene Expression Analysis for Diagnosis of Infectious Diseases
inferredcites →https://doi.org/10.1128/jcm.01131-16openalex-snapshot
Evaluation of a Semiquantitative Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Method for Rapid Antimicrobial Susceptibility Testing of Positive Blood Cultures
inferredcites →https://doi.org/10.1146/annurev-biodatasci-080917-013343openalex-snapshot
Deep Learning in Biomedical Data Science
inferredcites →https://doi.org/10.1146/annurev-pharmtox-010814-124712openalex-snapshot
Unraveling the Physiological Complexities of Antibiotic Lethality
inferredcites →https://doi.org/10.1162/neco.1993.5.3.402openalex-snapshot
Neural Networks for Fingerprint Recognition
inferredcites →https://doi.org/10.1201/9780429295188-20openalex-snapshot
Hierarchical Assembly of Plasmonic Nanoparticles*
inferredcites →https://doi.org/10.1364/oe.23.018361openalex-snapshot
Noninvasive liver diseases detection based on serum surface enhanced Raman spectroscopy and statistical analysis
inferredcites →https://doi.org/10.1371/journal.ppat.1003311openalex-snapshot
Volatile Metabolites of Pathogens: A Systematic Review
inferredcites →https://doi.org/10.1373/clinchem.2014.221770openalex-snapshot
MALDI-TOF MS for the Diagnosis of Infectious Diseases
inferredcites →https://doi.org/10.15698/mic2016.04.493openalex-snapshot
Bactericidal antibiotics induce programmed metabolic toxicity
inferredcites →https://doi.org/10.1609/aaai.v32i1.11891openalex-snapshot
DeepHeart: Semi-Supervised Sequence Learning for Cardiovascular Risk Prediction
inferredcites →https://doi.org/10.1613/jair.953openalex-snapshot
SMOTE: Synthetic Minority Over-sampling Technique
inferredcites →https://doi.org/10.3174/ajnr.a5667openalex-snapshot
Deep-Learning Convolutional Neural Networks Accurately Classify Genetic Mutations in Gliomas
inferredcites →https://doi.org/10.3389/fphar.2017.00364openalex-snapshot
Antimicrobial Activity and Resistance: Influencing Factors

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4654983openalex-extracted
inferred← citeshttps://doi.org/10.1002/adfm.202210095openalex-snapshot
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inferred← citeshttps://doi.org/10.1002/adfm.70661openalex-snapshot
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inferred← citeshttps://doi.org/10.1002/admi.202300664openalex-snapshot
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inferred← citeshttps://doi.org/10.1002/aisy.202100136openalex-snapshot
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inferred← citeshttps://doi.org/10.1002/anse.202300058openalex-snapshot
Antibiotic Resistance Detection in Pseudomonas aeruginosa: Recent Strategies, Advances, and Challenges
inferred← citeshttps://doi.org/10.1002/inmd.20230060openalex-snapshot
Label‐free surface‐enhanced Raman spectroscopy coupled with machine learning algorithms in pathogenic microbial identification: Current trends, challenges, and perspectives
inferred← citeshttps://doi.org/10.1002/jbio.202100274openalex-snapshot
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inferred← citeshttps://doi.org/10.1002/smll.202204517openalex-snapshot
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inferred← citeshttps://doi.org/10.1002/smll.202204588openalex-snapshot
Machine Learning‐Driven 3D Plasmonic Cavity‐in‐Cavity Surface‐Enhanced Raman Scattering Platform with Triple Synergistic Enhancement Toward Label‐Free Detection of Antibiotics in Milk
inferred← citeshttps://doi.org/10.1002/smll.202207658openalex-snapshot
Machine Learning‐Assisted High‐Throughput SERS Classification of Cell Secretomes
inferred← citeshttps://doi.org/10.1002/smtd.202301243openalex-snapshot
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inferred← citeshttps://doi.org/10.1002/viw.20220038openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/978-3-031-82202-5_2openalex-snapshot
Coping with Stress in Bacterial Communities: Heterogeneity of Stress Responses and Methods for Mapping Them
inferred← citeshttps://doi.org/10.1007/s00216-021-03691-zopenalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s00216-023-04620-yopenalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s00343-025-5087-zopenalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s00604-022-05368-5openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s12257-026-00317-yopenalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s13369-026-11316-9openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/b978-0-323-90049-2.00027-5openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/b978-0-443-27781-8.00005-1openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.aca.2022.340094openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.aca.2024.343118openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.aca.2026.345963openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.aca.2026.346050openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.adbios.2026.100001openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.apsusc.2025.162639openalex-snapshot
Ratiometric SERS sensor for sensitive quantification of methicillin-resistant Staphylococcus aureus using Ti3C2@AuNP films and aptamer-based tags
inferred← citeshttps://doi.org/10.1016/j.asoc.2026.115080openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.bios.2022.114843openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.bios.2023.115231openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.bios.2025.117399openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.ccr.2025.216828openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.ccr.2025.217079openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.crmicr.2026.100588openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.fochx.2024.101507openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.jare.2026.08.019openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.jes.2024.08.022openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.mimet.2026.107599openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.mtnano.2023.100305openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.nantod.2022.101665openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.saa.2021.120239openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.saa.2023.122510openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.saa.2025.126285openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.snb.2022.132812openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.snr.2025.100365openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.talanta.2024.126076openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.talanta.2026.129440openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.talanta.2026.130270openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.talanta.2026.130754openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.tifs.2024.104555openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.trac.2023.116945openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.trac.2023.117341openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.trac.2023.117378openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.trac.2024.117562openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.trac.2024.117612openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.trac.2024.117990openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.trac.2025.118426openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.trac.2026.118700openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.trac.2026.118741openalex-snapshot
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inferred← citeshttps://doi.org/10.1017/9781009313506.002openalex-snapshot
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inferred← citeshttps://doi.org/10.1017/9781009313506.016openalex-snapshot
Machine Learning
inferred← citeshttps://doi.org/10.1021/acs.analchem.2c01450openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acs.analchem.2c02554openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acs.analchem.2c02666openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acs.analchem.2c04020openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acs.analchem.3c04930openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acs.analchem.4c04967openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acs.analchem.4c05800openalex-snapshot
SERS/Fluorescence Dual-Modal Imaging Bioprobe for Accurate Diagnosis of Breast Cancer
inferred← citeshttps://doi.org/10.1021/acs.analchem.5c04833openalex-snapshot
SERS-Based Universal AST: Rapid Treatment Guidance for Blood-Culture Bacteria before Species Identification
inferred← citeshttps://doi.org/10.1021/acs.analchem.6c01951openalex-snapshot
Ultrasensitive SERS Detection and AI-Assisted Differentiation of Structurally Similar Pollutants on Flexible Aluminum Substrates
inferred← citeshttps://doi.org/10.1021/acs.chemmater.1c03220openalex-snapshot
Customized Carbon Dots with Predictable Optical Properties Synthesized at Room Temperature Guided by Machine Learning
inferred← citeshttps://doi.org/10.1021/acs.est.3c00027openalex-snapshot
Sensing Antibiotics in Wastewater Using Surface-Enhanced Raman Scattering
inferred← citeshttps://doi.org/10.1021/acs.est.3c04001openalex-snapshot
Metabolite-Mediated Bacterial Antibiotic Resistance Revealed by Surface-Enhanced Raman Spectroscopy
inferred← citeshttps://doi.org/10.1021/acs.jpca.2c05962openalex-snapshot
The Local Vibrational Mode Theory and Its Place in the Vibrational Spectroscopy Arena
inferred← citeshttps://doi.org/10.1021/acs.jpclett.3c01969openalex-snapshot
Interfacial Self-Assembly of Surfactant-Free Au Nanoparticles as a Clean Surface-Enhanced Raman Scattering Substrate for Quantitative Detection of As5+ in Combination with Convolutional Neural Networks
inferred← citeshttps://doi.org/10.1021/acs.molpharmaceut.4c00540openalex-snapshot
Machine Learning for Deconvolution and Segmentation of Hyperspectral Imaging Data from Biopharmaceutical Resins
inferred← citeshttps://doi.org/10.1021/acs.nanolett.4c03703openalex-snapshot
Bacterial Wastewater-Based Epidemiology Using Surface-Enhanced Raman Spectroscopy and Machine Learning
inferred← citeshttps://doi.org/10.1021/acsaenm.4c00613openalex-snapshot
Seeing beyond Labels: Optical Technologies Reshaping Cell Culture Monitoring in Biomedicine
inferred← citeshttps://doi.org/10.1021/acsami.1c19481openalex-snapshot
Novel CdS/MOF Cathodic Photoelectrochemical (PEC) Platform for the Detection of Doxorubicin Hydrochloride and Gentamicin Sulfate
inferred← citeshttps://doi.org/10.1021/acsami.2c16446openalex-snapshot
Highly Adsorptive Au-TiO2 Nanocomposites for the SERS Face Mask Allow the Machine-Learning-Based Quantitative Assay of SARS-CoV-2 in Artificial Breath Aerosols
inferred← citeshttps://doi.org/10.1021/acsanm.1c02760openalex-snapshot
Lectin-Modified Bacterial Cellulose Nanocrystals Decorated with Au Nanoparticles for Selective Detection of Bacteria Using Surface-Enhanced Raman Scattering Coupled with Machine Learning
inferred← citeshttps://doi.org/10.1021/acsanm.1c02790openalex-snapshot
Ag Nanorods for Label-Free Surface-Enhanced Raman Scattering Analysis of Cancer Cells from Cell Lysates
inferred← citeshttps://doi.org/10.1021/acsanm.2c01644openalex-snapshot
Nanolaminate Plasmonic Substrates for High-Throughput Living Cell SERS Measurements and Artificial Neural Network Classification of Cellular Drug Responses
inferred← citeshttps://doi.org/10.1021/acscentsci.3c00757openalex-snapshot
Modernized Machine Learning Approach to Illuminate Enzyme Immobilization for Biocatalysis
inferred← citeshttps://doi.org/10.1021/acsestwater.3c00441openalex-snapshot
Fingerprinting and Differentiation of Landfill Leachate and Domestic Sewage in Surface Water with Machine Learning Based Surface Enhanced Raman Spectroscopy
inferred← citeshttps://doi.org/10.1021/acsnano.4c15877openalex-snapshot
Surface Enhanced Raman Scattering for Biomolecular Sensing in Human Healthcare Monitoring
inferred← citeshttps://doi.org/10.1021/acsomega.1c07263openalex-snapshot
Accurate Tumor Subtype Detection with Raman Spectroscopy via Variational Autoencoder and Machine Learning
inferred← citeshttps://doi.org/10.1021/acsomega.2c03856openalex-snapshot
Highly Accurate Identification of Bacteria’s Antibiotic Resistance Based on Raman Spectroscopy and U-Net Deep Learning Algorithms
inferred← citeshttps://doi.org/10.1021/acsphotonics.1c01934openalex-snapshot
Prospects of Surface-Enhanced Raman Spectroscopy for Biomarker Monitoring toward Precision Medicine
inferred← citeshttps://doi.org/10.1021/acssensors.3c01938openalex-snapshot
3D Superclusters with Hybrid Bioinks for Early Detection in Breast Cancer
inferred← citeshttps://doi.org/10.1021/acssensors.3c02144openalex-snapshot
Metabolism-Triggered Plasmonic Nanosensor for Bacterial Detection and Antimicrobial Susceptibility Testing of Clinical Isolates
inferred← citeshttps://doi.org/10.1021/acssensors.4c03051openalex-snapshot
Microcapillary-Derived Plasmonic-Enhanced Cluster through the Self-Assembly Process for Breast Cancer Diagnosis
inferred← citeshttps://doi.org/10.1021/acssensors.4c03260openalex-snapshot
Interpretable Multiscale Convolutional Neural Network for Classification and Feature Visualization of Weak Raman Spectra of Biomolecules at Cell Membranes
inferred← citeshttps://doi.org/10.1021/acssensors.4c03397openalex-snapshot
Extracting True Virus SERS Spectra and Augmenting Data for Improved Virus Classification and Quantification
inferred← citeshttps://doi.org/10.1021/acssensors.5c04835openalex-snapshot
SERS-Based E-Tongue Data Analysis Methods: From Spectrum Preparation to Qualitative and Quantitative Modeling
inferred← citeshttps://doi.org/10.1021/acssensors.6c00743openalex-snapshot
Ultrarapid Kinetic Antimicrobial Susceptibility Testing from Blood Using Single-Cell Scattering Phenotypic Imaging
inferred← citeshttps://doi.org/10.1021/acssensors.6c04092openalex-snapshot
Nanoplasmonic SERS-Enabled Structural Identification of an Uncharacterized Metabolite Directly in E. coli Cultures
inferred← citeshttps://doi.org/10.1021/cbmi.4c00007openalex-snapshot
Enhancing Open-World Bacterial Raman Spectra Identification by Feature Regularization for Improved Resilience against Unknown Classes
inferred← citeshttps://doi.org/10.1021/jacs.4c15804openalex-snapshot
Machine Learning-Based SERS Chemical Space for Two-Way Prediction of Structures and Spectra of Untrained Molecules
inferred← citeshttps://doi.org/10.1021/jacs.5c16529openalex-snapshot
SSNet: A Spectral Unmixing Framework for Enhancing the Qualitative Sensitivity of SERS to Trace Targets in Complex Mixtures
inferred← citeshttps://doi.org/10.1021/prechem.4c00096openalex-snapshot
Multiplex Detection of Biomarkers Empowered by Nanomaterials
inferred← citeshttps://doi.org/10.1038/s41467-024-53930-xopenalex-snapshot
Next-generation rapid phenotypic antimicrobial susceptibility testing
inferred← citeshttps://doi.org/10.1038/s41565-022-01284-0openalex-snapshot
Machine learning for nanoplasmonics
inferred← citeshttps://doi.org/10.1038/s41565-024-01753-8openalex-snapshot
Designing nanotheranostics with machine learning
inferred← citeshttps://doi.org/10.1038/s41598-021-97882-4openalex-snapshot
Drug-resistant Staphylococcus aureus bacteria detection by combining surface-enhanced Raman spectroscopy (SERS) and deep learning techniques
inferred← citeshttps://doi.org/10.1038/s41598-026-38497-5openalex-snapshot
Plasmonic artificial inspector for herbal medicines via surface-enhanced Raman spectroscopy and deep learning
inferred← citeshttps://doi.org/10.1038/s42003-023-05524-4openalex-snapshot
Deep learning and single-cell phenotyping for rapid antimicrobial susceptibility detection in Escherichia coli
inferred← citeshttps://doi.org/10.1038/s44259-025-00141-zopenalex-snapshot
Identification and antimicrobial resistance profiling of Pseudomonas aeruginosa using multi-excitation Raman spectroscopy and computational analytics
inferred← citeshttps://doi.org/10.1039/d0nr08353dopenalex-snapshot
Plasmonic nano-antimicrobials: properties, mechanisms and applications in microbe inactivation and sensing
inferred← citeshttps://doi.org/10.1039/d1nr00708dopenalex-snapshot
Surface-enhanced Raman spectroscopy for bioanalysis and diagnosis
inferred← citeshttps://doi.org/10.1039/d2an00703gopenalex-snapshot
Recent advances in antibiotic resistance diagnosis using SERS: focus on the “ Big 5 ” challenges
inferred← citeshttps://doi.org/10.1039/d2na00608aopenalex-snapshot
Machine learning-augmented surface-enhanced spectroscopy toward next-generation molecular diagnostics
inferred← citeshttps://doi.org/10.1039/d3lc00909bopenalex-snapshot
AI-enhanced biomedical micro/nanorobots in microfluidics
inferred← citeshttps://doi.org/10.1039/d3ra02560hopenalex-snapshot
Nano-biosensor for SARS-CoV-2/COVID-19 detection: methods, mechanism and interface design
inferred← citeshttps://doi.org/10.1039/d4cs00090kopenalex-snapshot
Biomedical SERS – the current state and future trends
inferred← citeshttps://doi.org/10.1039/d6ay00224bopenalex-snapshot
Deep learning-empowered SERS: deciphering the multidimensional information code of complex biological samples
inferred← citeshttps://doi.org/10.1039/d6ay01416jopenalex-snapshot
Bacterial catalase-responsive colorimetric array driven by nanozyme cascade for pathogen identification and phenotypic susceptibility testing
inferred← citeshttps://doi.org/10.1063/5.0198013openalex-snapshot
Retrieving genuine nonlinear Raman responses in ultrafast spectroscopy via deep learning
inferred← citeshttps://doi.org/10.1073/pnas.2210061120openalex-snapshot
Decoding the metabolic response of Escherichia coli for sensing trace heavy metals in water
inferred← citeshttps://doi.org/10.1088/2631-8695/ae67d4openalex-snapshot
Digital twin-based real-time stress monitoring for rail-mounted gantry cranes
inferred← citeshttps://doi.org/10.1093/clinchem/hvab207openalex-snapshot
Recent Advances in Rapid Antimicrobial Susceptibility Testing
inferred← citeshttps://doi.org/10.1101/2022.12.08.22283219openalex-snapshot
Deep Learning and Single Cell Phenotyping for Rapid Antimicrobial Susceptibility Testing
inferred← citeshttps://doi.org/10.1101/2024.07.11.24309858openalex-snapshot
Hardware-Free Testing for Antimicrobial Resistance Using Artificial Intelligence
inferred← citeshttps://doi.org/10.1117/1.ap.7.4.046007openalex-snapshot
Bacterial identification by metabolite-level interpretable surface-enhanced Raman spectroscopy
inferred← citeshttps://doi.org/10.1134/s0006297924603678openalex-snapshot
Methods for Rapid Evaluation of Microbial Antibiotics Resistance
inferred← citeshttps://doi.org/10.1146/annurev-anchem-061622-012448openalex-snapshot
Machine Learning–Driven SERS Nanoendoscopy and Optophysiology
inferred← citeshttps://doi.org/10.1186/s12951-022-01711-3openalex-snapshot
Nanomaterials meet surface-enhanced Raman scattering towards enhanced clinical diagnosis: a review
inferred← citeshttps://doi.org/10.17762/ijritcc.v11i9.8824openalex-snapshot
Artificial Intelligence in Battle against Antimicrobial Resistance: Opportunities and Challenges
inferred← citeshttps://doi.org/10.21203/rs.3.rs-536102/v1openalex-snapshot
Drug-resistant Staphylococcus Aureus Bacteria Detection with the Combination of Surface-enhanced Raman Spectroscopy and Deep Learning Techniques
inferred← citeshttps://doi.org/10.2139/ssrn.5070058openalex-snapshot
A Sers Sensor Based on Self-Assembled Ti3c2@Aunp Film, Streptavidin/Aptamer Co-Functionalized Tag and Ratiometric Strategy for Efficient and Sensitive Quantitative Analysis of Methicillin-Resistant Staphylococcus Aureus
inferred← citeshttps://doi.org/10.2147/ijn.s589169openalex-snapshot
SERS for Infectious Disease Diagnostics: An Advanced Platform for Pathogen Detection and Antimicrobial Resistance Analysis
inferred← citeshttps://doi.org/10.26599/nr.2025.94907834openalex-snapshot
Recent research progress in the integration of Raman spectroscopy with machine learning algorithms for disease diagnosis
inferred← citeshttps://doi.org/10.29026/oea.2026.260071openalex-snapshot
Deep-learning-assisted label-free single-cell identification and sorting using femtosecond laser fabricated microfluidic surface-enhanced Raman scattering (SERS) chips with plasmonic ring-shaped nanostructure arrays
inferred← citeshttps://doi.org/10.29026/oea.2026.260163openalex-snapshot
Statistical SERS spectroscopy based on concentration-encoded intensity distributions for deep-learning-assisted quantitation
inferred← citeshttps://doi.org/10.3389/fmicb.2022.830832openalex-snapshot
Pseudotargeted Metabolomic Fingerprinting and Deep Learning for Identification and Visualization of Common Pathogens
inferred← citeshttps://doi.org/10.3389/fmicb.2022.874966openalex-snapshot
Compound Raman microscopy for rapid diagnosis and antimicrobial susceptibility testing of pathogenic bacteria in urine
inferred← citeshttps://doi.org/10.3389/fmicb.2025.1641967openalex-snapshot
Bibliometric analysis of the application of artificial intelligence techniques in bacteriology: a PRISMA-guided research agenda
inferred← citeshttps://doi.org/10.3390/atmos13050721openalex-snapshot
Usefulness of Automatic Hyperparameter Optimization in Developing Radiation Emulator in a Numerical Weather Prediction Model
inferred← citeshttps://doi.org/10.3390/bios13030350openalex-snapshot
Recent Progress of Surface-Enhanced Raman Spectroscopy for Bacteria Detection
inferred← citeshttps://doi.org/10.3390/chemosensors9080232openalex-snapshot
Advances in Antimicrobial Resistance Monitoring Using Sensors and Biosensors: A Review
inferred← citeshttps://doi.org/10.3390/microorganisms10122383openalex-snapshot
Overcoming Antibiotic Resistance with Novel Paradigms of Antibiotic Selection
inferred← citeshttps://doi.org/10.3390/nano13182529openalex-snapshot
Nano-Biotechnology for Bacteria Identification and Potent Anti-bacterial Properties: A Review of Current State of the Art
inferred← citeshttps://doi.org/10.3390/photonics9030133openalex-snapshot
A Review of Raman-Based Technologies for Bacterial Identification and Antimicrobial Susceptibility Testing
inferred← citeshttps://doi.org/10.36227/techrxiv.24498862openalex-snapshot
Enhancing Open-World Bacterial Raman Spectra Identification by Feature Regularization for Improved Resilience against Unknown Classes
inferred← citeshttps://doi.org/10.36468/pharmaceutical-sciences.spl.467openalex-snapshot
Influence of Broncho-Vaxom Immunotherapy Combined with Trelegy Ellipta on Blood Eosinophils in Patients with Chronic Obstructive Pulmonary Disease
inferred← citeshttps://doi.org/10.7150/thno.100298openalex-snapshot
Real-time monitoring of single dendritic cell maturation using deep learning-assisted surface-enhanced Raman spectroscopy
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