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Pulmonary gas exchange evaluated by machine learning a computer simulation

Authors: Thomas J., Morgan; Adrian N., Langley; Robin D. C., Barrett; Advisor: -; Co-Author: - (2023)

Using computer simulation we investigated whether machine learning (ML) analysis of selected ICU monitoring data can quantify pulmonary gas exchange in multi-compartment format. A 21 compartment ventilation/perfusion (V/Q) model of pulmonary blood flow processed 34,551 combinations of cardiac output, hemoglobin concentration, standard P50, base excess, VO2 and VCO2 plus three model-defining parameters: shunt, log SD and mean V/Q.

Development and validation of a survival prediction model in elder patients with community-acquired pneumonia: a MIMIC-population-based study

Authors: Na, Li; Wenli, Chu; Advisor: -; Co-Author: - (2023)

To develop a prediction model predicting in-hospital mortality of elder patients with community-acquired pneumonia (CAP) admitted to the intensive care unit (ICU).

Heart rate variability as an indicator of COVID-19 induced myocardial injury a retrospective cohort study

Authors: Hani, Taman; Nabil, Mageed; Mohamed, Elmorsy; Advisor: -; Co-Author: - (2023)

Heart rate variability (HRV) is a valuable indicator of autonomic nervous system integrity and can be a prognostic tool of COVID-19 induced myocardial affection. This study aimed to compare HRV indices between patients who developed myocardial injury and those without myocardial injury in COVID-19 patients who were admitted to intensive care unit (ICU).

Temporal trends in mortality and provision of intensive care in younger women and men with acute myocardial infarction or stroke

Authors: Ketina, Arslani; Janna, Tontsch; Atanas, Todorov; Advisor: -; Co-Author: - (2023)

Timely management of acute myocardial infarction (AMI) and acute stroke has undergone impressive progress during the last decade. However, it is currently unknown whether both sexes have profited equally from improved strategies. We sought to analyze sex-specific temporal trends in intensive care unit (ICU) admission and mortality in younger patients presenting with AMI or stroke in Switzerland.

Characteristics and clinical outcomes of patients with lung cancer requiring ICU admission a retrospective analysis based on the MIMIC-III database

Authors: Jie, Qian; Ruoyan, Qin; Liang, Hong; Advisor: -; Co-Author: - (2023)

Lung cancer (LC) is the most common solid tumor type in the intensive care unit (ICU). This study investigated the characteristics of LC patients admitted to the ICU, the major reasons for their admission, short-term mortality, and associated risk factors.