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...
Risk Factors Community-Acquired Infections Aged Community-Acquired Pneumonia Humans Prognosis ROC Curve Aged, 80 and over Machine Learning Female Pneumonia Middle Aged Male Hospital Mortality
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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...
Risk Assessment Intensive Care Units ROC Curve Community-Acquired Infections Female Male Machine Learning Humans Community-Acquired Pneumonia Middle Aged Risk Factors Prognosis Pneumonia Aged Area Under Curve
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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...
Pneumonia Vasoconstrictor Agents Middle Aged Respiration, Artificial Community-Acquired Pneumonia Critical Care Community-Acquired Infections SARS-CoV-2 Hospitalization Aged Male Renal Replacement Therapy Female COVID-19 Retrospective Studies Humans Machine Learning
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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 Respiration, Artificial Pneumonia Community-Acquired Infections Female Male Community-Acquired Pneumonia SARS-CoV-2 Middle Aged Vasoconstrictor Agents Hospitalization Retrospective Studies Critical Care Machine Learning Aged Renal Replacement Therapy COVID-19
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