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Pneumonia, Ventilator-Associated

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Ventilator-Associated Pneumonia: Comparing Cadaveric Liver Transplant and Non-Transplant Surgical Patients.

Acta clinica Croatica 29045094
Ventilator-associated pneumonia is a frequent complication in intensive care surgical patients, particularly those with high severity scores on admission. We studied the incidence and clinical outcome of ventilator-associated pneumonia among patients...
Aged Croatia Female Humans Incidence Intensive Care Units Liver Transplantation Male Middle Aged Pneumonia, Ventilator-Associated Postoperative Complications Prospective Studies Respiration, Artificial Retrospective Studies Risk Factors
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Diagnosis of ventilator-associated pneumonia using electronic nose sensor array signals: solutions to improve the application of machine learning in respiratory research.

Respiratory research 32033607
BACKGROUND: Ventilator-associated pneumonia (VAP) is a significant cause of mortality in the intensive care unit. Early diagnosis of VAP is important to provide appropriate treatment and reduce mortality. Developing a noninvasive and highly accurate ...
Aged Aged, 80 and over Biomedical Research Case-Control Studies Decision Trees Electronic Nose Female Humans Intensive Care Units Machine Learning Male Middle Aged Pneumonia, Ventilator-Associated Respiratory Mechanics
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Combined Use of Three Machine Learning Modeling Methods to Develop a Ten-Gene Signature for the Diagnosis of Ventilator-Associated Pneumonia.

Medical science monitor : international medical journal of experimental and clinical research 32031163
BACKGROUND This study aimed to use three modeling methods, logistic regression analysis, random forest analysis, and fully-connected neural network analysis, to develop a diagnostic gene signature for the diagnosis of ventilator-associated pneumonia ...
Algorithms Area Under Curve Databases, Genetic Gene Expression Profiling Gene Expression Regulation Gene Ontology Genome, Human Humans Machine Learning Molecular Sequence Annotation Pneumonia, Ventilator-Associated Protein Interaction Maps
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Predicting ventilator-associated pneumonia with machine learning.

Medicine 34115013
Ventilator-associated pneumonia (VAP) is the most common and fatal nosocomial infection in intensive care units (ICUs). Existing methods for identifying VAP display low accuracy, and their use may delay antimicrobial therapy. VAP diagnostics derived ...
Adult Aged Aged, 80 and over Boston Electronic Health Records Female Forecasting Humans Intensive Care Units Machine Learning Male Middle Aged Pneumonia, Ventilator-Associated Respiration, Artificial Retrospective Studies Sensitivity and Specificity
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Machine learning models for the early prediction of ventilator-associated pneumonia.

European journal of internal medicine 38161110
Aged Female Humans Intensive Care Units Machine Learning Male Middle Aged Pneumonia, Ventilator-Associated
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Machine learning models for the early prediction of ventilator-associated pneumonia: Author's reply.

European journal of internal medicine 38453569
Humans Machine Learning Pneumonia, Ventilator-Associated
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An interpretable machine learning model for predicting in-hospital mortality in ICU patients with ventilator-associated pneumonia.

PloS one 39774553
BACKGROUND: Ventilator-associated pneumonia (VAP) is a common nosocomial infection in ICU, significantly associated with poor outcomes. However, there is currently a lack of reliable and interpretable tools for assessing the risk of in-hospital morta...
Aged Female Hospital Mortality Humans Intensive Care Units Machine Learning Male Middle Aged Pneumonia, Ventilator-Associated ROC Curve
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Machine learning prediction models for multidrug-resistant organism infections in ICU ventilator-associated pneumonia patients: Analysis using the MIMIC-IV database.

Computers in biology and medicine 40154202
OBJECTIVE: This study aims to construct and compare four machine learning models using the MIMIC-IV database to identify high-risk factors for multidrug-resistant organism (MDRO) infection in Ventilator-associated pneumonia (VAP) patients.
Adult Aged Databases, Factual Drug Resistance, Multiple, Bacterial Female Humans Intensive Care Units Machine Learning Male Middle Aged Pneumonia, Ventilator-Associated Risk Factors
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Deep learning models for early and accurate diagnosis of ventilator-associated pneumonia in mechanically ventilated neonates.

Computers in biology and medicine 40037168
BACKGROUND: Early and accurate confirmation of critically ill neonates with a suspected diagnosis of ventilator-associated pneumonia (VAP) can optimize the therapeutic strategy and avoid unnecessary use of empirical antibiotics. We aimed to examine w...
Deep Learning Female Humans Infant, Newborn Intensive Care Units, Neonatal Male Pneumonia, Ventilator-Associated Respiration, Artificial
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Enhanced prediction of ventilator-associated pneumonia in patients with traumatic brain injury using advanced machine learning techniques.

Scientific reports 40175458
Ventilator-associated pneumonia significantly increases morbidity, mortality, and healthcare costs among patients with traumatic brain injury. Accurately predicting risk can facilitate earlier interventions and improve patient outcomes. This study le...
Adult Aged Algorithms Brain Injuries, Traumatic Female Humans Machine Learning Male Middle Aged Pneumonia, Ventilator-Associated Risk Factors Support Vector Machine
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