AIMC Topic: Community-Acquired Pneumonia

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Comparing large scale and selected feature learning for community acquired pneumonia prognosis prediction using clinical data: a stacked ensemble approach.

Scientific reports Apr 10, 2025
This study investigated and validated all-cause in-hospital death prediction models for hospitalized pneumonia patients based on large-scale clinical data, including diagnoses, medication prescriptions, and laboratory test codes. Feature selection wa...
Community-Acquired Infections Hospital Mortality Community-Acquired Pneumonia Male Humans ROC Curve Middle Aged Pneumonia Machine Learning Prognosis Female Risk Factors Aged Aged, 80 and over
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Machine learning approach for dosage individualization of azithromycin in children with community-acquired pneumonia.

British journal of clinical pharmacology Apr 3, 2025
AIMS: The uncertainty about the efficacy and safety of currently used azithromycin dosing regimens in children warrants individualized therapy. The area under the plasma concentration-time curve over 24 h (AUC) of azithromycin correlates best with it...
Child Algorithms Dose-Response Relationship, Drug Anti-Bacterial Agents Pneumonia Precision Medicine Adolescent Humans Female Child, Preschool Machine Learning Male Drug Dosage Calculations Infant Community-Acquired Infections Community-Acquired Pneumonia Area Under Curve Models, Biological Azithromycin
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Prediction of mortality risk in patients with severe community-acquired pneumonia in the intensive care unit using machine learning.

Scientific reports Jan 10, 2025
The aim of this study was to develop and validate a machine learning-based mortality risk prediction model for patients with severe community-acquired pneumonia (SCAP) in the intensive care unit (ICU). We collected data from two centers as the develo...
Community-Acquired Infections Risk Factors Prognosis Humans Pneumonia Middle Aged Aged Intensive Care Units Risk Assessment Female Machine Learning ROC Curve Male Area Under Curve Community-Acquired Pneumonia
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Severe community-acquired pneumonia (sCAP): advances in management and future directions.

Thorax Jul 15, 2025
Severe community-acquired pneumonia (sCAP) is a major global health challenge, with high morbidity and mortality, especially among patients requiring intensive care. Despite advancements in antimicrobial therapies and supportive care, sCAP remains a ...
Humans Anti-Bacterial Agents Pneumonia Community-Acquired Pneumonia Disease Management Community-Acquired Infections
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Machine Learning Accurately Predicts Need for Critical Care Support in Patients Admitted to Hospital for Community-Acquired Pneumonia.

Critical care explorations Jun 1, 2025
OBJECTIVES: Hospitalized community-acquired pneumonia (CAP) patients are admitted for ventilation, vasopressors, and renal replacement therapy (RRT). This study aimed to develop a machine learning (ML) model that predicts the need for such interventi...
Humans Community-Acquired Infections Machine Learning Community-Acquired Pneumonia COVID-19 Retrospective Studies Male SARS-CoV-2 Middle Aged Renal Replacement Therapy Pneumonia Hospitalization Respiration, Artificial Female Vasoconstrictor Agents Aged Critical Care
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Machine Learning Accurately Predicts Need for Critical Care Support in Patients Admitted to Hospital for Community-Acquired Pneumonia.

Critical care explorations Jun 1, 2025
OBJECTIVES: Hospitalized community-acquired pneumonia (CAP) patients are admitted for ventilation, vasopressors, and renal replacement therapy (RRT). This study aimed to develop a machine learning (ML) model that predicts the need for such interventi...
Respiration, Artificial Pneumonia Vasoconstrictor Agents Male Middle Aged Critical Care Community-Acquired Infections Community-Acquired Pneumonia Retrospective Studies Renal Replacement Therapy Female SARS-CoV-2 Hospitalization Aged Humans Machine Learning COVID-19
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