A Machine Learning Approach for Monitoring and Classifying Healthcare Data-A Case of Emergency Department of KSA Hospitals.

The Emergency Departments (EDs), in hospitals located in a few important areas in Saudi Arabia, experience a heavy inflow of patients due to viral illnesses, pandemics, and even on a few special occasions events such as Hajj or Umrah, when pilgrims travel from one region to another with severe disease conditions. Apart from the EDs, it is critical to monitor the movements of patients from EDs to other wards inside the hospital or in the region. This is to track the spread of viral illnesses that require more attention.

Surgical Non-Surgical Management of Obstructive Sleep-disordered Breathing in Children: A Meta-analysis.

Background: Obstructive sleep-disordered breathing (OSDB) is a term for several chronic conditions in which partial or complete cessation of breathing occurs many times throughout the night, resulting in fatigue or daytime sleepiness that interferes with a person's functions and reduces the quality of life.

Objective: Comparing the effectiveness of surgical non-surgical treatment of OSDB in children in clinical trials through a meta-analysis study.

Patients And Methods: A number of available studies and abstracts concerning the surgical non-surgical treatment of OSDB in children were identified through a comprehensive search of electronic databases.