Intensive care medicine
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Intensive care medicine · Jan 2024
Prediction of post-traumatic stress disorder in family members of ICU patients: a machine learning approach.
Post-traumatic stress disorder (PTSD) can affect family members of patients admitted to the intensive care unit (ICU). Easily accessible patient's and relative's information may help develop accurate risk stratification tools to direct relatives at higher risk of PTSD toward appropriate management. ⋯ We propose a machine learning-based approach to predict PTSD in relatives of ICU patients at an individual level. In this model, PTSD is mostly influenced by non-modifiable factors.
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Intensive care medicine · Jan 2024
Identification of genetic profile and biomarkers involved in acute respiratory distress syndrome.
The purpose of this study was to profile genetic causal factors of acute respiratory distress syndrome (ARDS) and early predict patients at high ARDS risk. ⋯ This study identifies a wide range of ARDS relevant factors and develops a promising prediction model, enhancing early clinical management and intervention for ARDS development.