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Community-acquired pneumonia: Machine learning enhances early risk prediction in hospitalized patients

Community-acquired pneumonia: Machine learning enhances early risk prediction in hospitalized patients
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Yewandee Odeyemi , Acquired Pneumonia , Machine Learning Enhances Early Risk Prediction , Hospitalized Patients , Pneumonia Severity Index , Mayo Clinic , Machine Learning Prediction , Low Risk , Respiratory Deterioration , Community Acquired Pneumonia , Multivariable Model ,

Machine-learning model superior in community-acquired pneumonia mortality prediction

A machine-learning model showed excellent discriminative ability in predicting 30-day mortality in patients with community-acquired pneumonia, according to study results published in CHEST.“[SepsisFinder adapted for CAP with machine learning] offers some advantages over current scoring methods, for example, calculations easily made on routinely collected data and based on structured ....

United States , Comunidad Autonoma De Cataluna , Richardg Wunderink , Catia Cilloniz , University Of Barcelona , Northwestern University Feinberg School Of Medicine , Infectious Diseases Society Of America , American Thoracic Society , Pneumonia Severity Index , Hospital Clinic , Northwestern University , Feinberg School , Infectious Diseases Society ,

New Machine Learning Tool to Predict Pneumonia Progression Outperforms PSI

A newly developed machine learning model to predict clinical deterioration in pneumonia outperformed the pneumonia severity index. ....

United States , American College Of Chest Physicians , World Health Organization , American College , Chest Physicians , Pneumonia Severity Index , Gradient Boosting Machine ,

Common scoring systems comparably predict mortality in SARS-CoV-2-related CAP

Two widely used clinical scoring systems — the Pneumonia Severity Index and CURB-65 score — comparatively predicted in-hospital mortality in patients with and without SARS-CoV-2-related community-acquired pneumonia, researchers reported.“Triaging patients with SARS-CoV-2 community-acquired pneumonia requires an accurate assessment of mortality risk; however, this is challenging ....

United States , University Of Louisville , James Bradley , Pneumonia Severity Index ,

Two Factors Tied to Risk of Antibiotic Failure in Pneumonia Patients

Male sex, older age linked with treatment failure in hospitalized CAP patients ....

France General , United States , Zaina Hamza , Poincare University Hospital In Garches , Raymond Poincare University Hospital , Pneumonia Severity Index , Pneumonia Short Treatment , Medpage Today ,