[HTML][HTML] Establishment of ICU mortality risk prediction models with machine learning algorithm using MIMIC-IV database
K Pang, L Li, W Ouyang, X Liu, Y Tang - Diagnostics, 2022 - mdpi.com
Objective: The mortality rate of critically ill patients in ICUs is relatively high. In order to
evaluate patients' mortality risk, different scoring systems are used to help clinicians assess …
evaluate patients' mortality risk, different scoring systems are used to help clinicians assess …
[HTML][HTML] Mortality prediction for patients with acute respiratory distress syndrome based on machine learning: a population-based study
Background Traditional scoring systems for patients' outcome prediction in intensive care
units such as Oxygenation Saturation Index (OSI) and Oxygenation Index (OI) may not …
units such as Oxygenation Saturation Index (OSI) and Oxygenation Index (OI) may not …
Validation of an Outcome Prediction Model for Critically III Trauma Patients without Head Injury
DJJ Muckart, S Bhagwanjee… - Journal of Trauma and …, 1997 - journals.lww.com
Background The Acute Physiology and Chronic Health Evaluation (APACHE) II system is
inaccurate in predicting the risk of death in trauma patients, especially those without head …
inaccurate in predicting the risk of death in trauma patients, especially those without head …
[HTML][HTML] Machine learning for prediction of in-hospital mortality in lung cancer patients admitted to intensive care unit
T Huang, D Le, L Yuan, S Xu, X Peng - Plos one, 2023 - journals.plos.org
Backgrounds The in-hospital mortality in lung cancer patients admitted to intensive care unit
(ICU) is extremely high. This study intended to adopt machine learning algorithm models to …
(ICU) is extremely high. This study intended to adopt machine learning algorithm models to …
Machine Learning Models for Survival and Neurological Outcome Prediction of Out‐of‐Hospital Cardiac Arrest Patients
Background. Out‐of‐hospital cardiac arrest (OHCA) is a major health problem worldwide,
and neurologic injury remains the leading cause of morbidity and mortality among survivors …
and neurologic injury remains the leading cause of morbidity and mortality among survivors …
Risk factors and novel prognostic score for predicting the 14-day mortality of severe traumatic brain injury patients
Introduction: The mortality of severe traumatic brain injury (TBI) is contributed by the severity
of the head injury, associated trauma, and complication during treatment. This study aimed …
of the head injury, associated trauma, and complication during treatment. This study aimed …
[HTML][HTML] Predictors of outcome in traumatic brain injury: new insight using receiver operating curve indices and Bayesian network analysis
Background Traumatic brain injury remains a global health problem. Understanding the
relative importance of outcome predictors helps optimize our treatment strategies by …
relative importance of outcome predictors helps optimize our treatment strategies by …
Developing machine learning models for prediction of mortality in the medical intensive care unit
B Nistal-Nuño - Computer Methods and Programs in Biomedicine, 2022 - Elsevier
Background and objective Alert of patient deterioration is essential for prompt medical
intervention in the Medical Intensive Care Unit (MICU). Logistic Regression (LR) has been …
intervention in the Medical Intensive Care Unit (MICU). Logistic Regression (LR) has been …
Predicting long-term outcome after traumatic brain injury using repeated measurements of Glasgow Coma Scale and data mining methods
Previous studies have identified some clinical parameters for predicting long-term functional
recovery and mortality after traumatic brain injury (TBI). Here, data mining methods were …
recovery and mortality after traumatic brain injury (TBI). Here, data mining methods were …
[HTML][HTML] Improving prediction of favourable outcome after 6 months in patients with severe traumatic brain injury using physiological cerebral parameters in a …
FC Bennis, B Teeuwen, FA Zeiler, JW Elting… - Neurocritical care, 2020 - Springer
Abstract Background/Objective Current severe traumatic brain injury (TBI) outcome
prediction models calculate the chance of unfavourable outcome after 6 months based on …
prediction models calculate the chance of unfavourable outcome after 6 months based on …