- Pressure Ulcer Prevention and Management
- Hemodynamic Monitoring and Therapy
- Sepsis Diagnosis and Treatment
- Wound Healing and Treatments
- Respiratory Support and Mechanisms
- Diabetic Foot Ulcer Assessment and Management
The rapid development in big data analytics and the data-rich environment of intensive care units together provide unprecedented opportunities for medical breakthroughs field critical care. We developed validated a machine learning-based model, Pediatric Risk Mortality Prediction Tool (PROMPT), real-time prediction all-cause mortality pediatric units. Utilizing two separate retrospective observational cohorts, we conducted model validation using learning algorithm with convolutional neural...
<sec> <title>BACKGROUND</title> A pressure ulcer (PU) is a localized cutaneous injury caused by or shear, which usually occurs in the region of bony prominence. PUs are common hospitalized patients and cause complications including infection. </sec> <title>OBJECTIVE</title> This study aimed to build recurrent neural network-based algorithm predict 24 hours before their occurrence. <title>METHODS</title> analyzed freely accessible intensive care unit (ICU) dataset, MIMIC- III. Deep learning...