Articles: sepsis.
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Critical care medicine · Nov 2024
Multicenter Study Observational StudyThe Impact of Multi-Institution Datasets on the Generalizability of Machine Learning Prediction Models in the ICU.
To evaluate the transferability of deep learning (DL) models for the early detection of adverse events to previously unseen hospitals. ⋯ Our results emphasize the importance of diverse training data for DL-based risk prediction. They suggest that as data from more hospitals become available for training, models may become increasingly generalizable. Even so, good performance at a new hospital still depended on the inclusion of compatible hospitals during training.
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Critical care medicine · Nov 2024
Moderate IV Fluid Resuscitation Is Associated With Decreased Sepsis Mortality.
Significant practice variation exists in the amount of resuscitative IV fluid given to patients with sepsis. Current research suggests equipoise between a tightly restrictive or more liberal strategy but data is lacking on a wider range of resuscitation practices. We sought to examine the relationship between a wide range of fluid resuscitation practices and sepsis mortality and then identify the primary driver of this practice variation. ⋯ Individual physician practice drives excess variation in the amount of IV fluid given to patients with sepsis. A moderate approach to IV fluid resuscitation is associated with decreased sepsis mortality and should be tested in future randomized controlled trials.
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Sepsis is one of the major causes of morbidity and mortality in burn patients. However, the optimal timing of admission which can minimize the probability of sepsis is still unclear. This study aims to determine the optimal time period of admission for severely burned patients and find out the possible reasons for it. ⋯ In our study population, we found that delayed admission time was not a risk factor associated with a reduced incidence of sepsis among severely burned patients. This might be attributed to variations in prehospital treatments (whole blood transfusion and tracheotomy), whether the hospital had a burn department/ICU, and certain complications (AHF, ARDS and GI bleeding). It can be inferred that early prehospital care plays a crucial role in reducing sepsis risk among severe burn patients.
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Critical care medicine · Nov 2024
Observational StudyFrequency of and Risk Factors for Increased Healthcare Utilization After Pediatric Sepsis Hospitalization.
To determine the frequency of and risk factors for increased post-sepsis healthcare utilization compared with pre-sepsis healthcare utilization. ⋯ In this nationally representative cohort of children who survived sepsis hospitalization in the United States, nearly one in three had increased healthcare utilization in the 90 days after discharge. Children with hospitalizations longer than 30 days and complex chronic conditions were more likely to experience increased healthcare utilization.
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International Consensus Criteria for Pediatric Sepsis and Septic Shock RELEASE DATE: January 21, 2024 PRIOR VERSION(S): International Pediatric Sepsis Consensus Conference: Definitions for Sepsis and Organ Dysfunction in Pediatrics (2005) DEVELOPER: Society of Critical Care Medicine FUNDING SOURCE: Society of Critical Care Medicine (grant R01HD105939 from the National Institute of Child Health and Human Development) TARGET POPULATION: Children with sepsis and septic shock.