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Non-Invasive Ventilation Failure in Pediatric ICU: A Machine Learning Driven Prediction.

Diagnostics (Basel)

December 2024

Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, and Vascular Sciences and Public Health, University of Padova, Via Loredan 18, 35131 Padova, Italy.

: Non-invasive ventilation (NIV) has emerged as a possible first-step treatment to avoid invasive intubation in pediatric intensive care units (PICUs) due to its advantages in reducing intubation-associated risks. However, the timely identification of NIV failure is crucial to prevent adverse outcomes. This study aims to identify predictors of first-attempt NIV failure in PICU patients by testing various machine learning techniques and comparing their predictive abilities.

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Introduction: Ectopic pregnancies are a significant clinical concern, with 90 % occurring in the fallopian tubes. However, they can also manifest in other locations, including the cervix, ovary, and abdominal cavity. Abdominal pregnancies, which constitute less than 1 % of ectopic pregnancies, are associated with considerable morbidity and mortality.

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[Not Available].

Tunis Med

November 2024

Department of Anaesthesia and Intensive Care, Mongi Slim Hospital. University of Tunis El Manar, Faculty of Medicine, Tunis, Tunisia.

Unlabelled: Introduction-Aim: Clinical reasoning in situations of uncertainty is a skill to be acquired from initial training. The aim of this study was to evaluate the clinical reasoning ability in a context of uncertainty of health science students using the Script Concordance Test (SCT).

Methods: This was a cross-sectional and descriptive study which included students in the third year of the National License in Anesthesia-Resuscitation, with their consent, and a panel of experts made up of ten members.

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Background: Catheter-related bladder discomfort (CRBD) commonly occurs in patients who have indwelling urinary catheters while under general anesthesia. And moderate-to-severe CRBD can lead to significant adverse events and negatively impact patient health outcomes. However, current screening studies for patients experiencing moderate-to-severe CRBD after waking from general anesthesia are insufficient.

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Article Synopsis
  • Endocarditis related to medical care can be particularly dangerous for hemodialysis patients due to their weakened immune systems and various types of vascular access.
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