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Keyphrases
Antibiotic Resistance
42%
Antibiotic Selection
28%
Antibiotic-resistant Bacteria
14%
Area under the Receiver Operating Characteristic Curve
14%
Ciprofloxacin
14%
Ciprofloxacin Resistance
100%
Clinical Treatment
14%
Clustering Analysis
14%
Community-acquired Pneumonia
28%
Construction Process
14%
Early Antibiotics
14%
EXtreme Gradient Boosting (XGB) Model
14%
Identification Performance
14%
Initial Antibiotics
14%
Inspection Interval
14%
June 2013
14%
Klebsiella Pneumoniae (K. pneumoniae)
100%
Large-scale Data
14%
Large-scale Samples
100%
Logistic Regression
14%
Longitudinal Investigation
14%
Machine Learning Models
14%
Machine Learning Techniques
100%
Mass Spectrometry Data
14%
Matrix-assisted Laser Desorption Ionization-time of Flight Mass Spectrometry (MALDI-TOF MS)
28%
Memorials
14%
Model Accuracy
14%
Model Building
14%
Model Performance
14%
Model Stability
14%
Most Common Cause
14%
Pneumonia Treatment
14%
Potential Information
14%
Precise Identification
14%
Prediction Model
14%
Quinolone Antibiotics
14%
Random Forest Regression
14%
Rapid Detection
100%
Rapid Identification
14%
Regression Forest
14%
Resistance Evaluation
28%
Sampling Methods
100%
Selected Features
14%
Significant Biomarkers
28%
Statistical Power
14%
Substrain
28%
Support Vector Machine
14%
Engineering
Construction Process
50%
Learning System
50%
Machine Learning Method
100%
Matrix Assisted Laser Desorption Ionisation
100%
Operating-Characteristic Curve
50%
Random Forest
50%
Receiver Operating Characteristic
50%
Resistant Bacteria
50%
Support Vector Machine
50%
Testing Set
50%
Time-of-Flight
100%
Chemistry
Antibiotic Resistance
75%
Area Under the Curve
50%
Biological Marker
75%
Ciprofloxacin
100%
Matrix Assisted Laser Desorption Ionization - Time of Flight (MALDI-TOF)
50%
Quinoline Derived Antiinfective Agent
25%
stability
25%
Agricultural and Biological Sciences
Antimicrobial Resistance
42%
Branches
14%
Ciprofloxacin
100%
Klebsiella pneumoniae
100%
Matrix-Assisted Laser Desorption/Ionization
28%
Quinolone
14%
Support Vector Machine
14%
Time-of-Flight Mass Spectrometry
28%
Chemical Engineering
Desorption
66%
Learning System
100%
Mass Spectrometry
66%
Support Vector Machine
33%
Material Science
Matrix-Assisted Laser Desorption-Ionization
100%
Time-of-Flight Mass Spectrometry
100%