Developing a Virtual Model of the Rhesus Macaque Inner Ear.

A virtual model of the rhesus macaque inner ear was created in the present study. Rhesus macaques have been valuable in cochlear research; however, their high cost prompts a need for alternative methods. Finite Element (FE) analysis offers a promising solution by enabling detailed simulations of the inner ear.

Characterization of ST-Elevation Myocardial Infarction Cases: Association Between Specific Dispatcher-Assigned Dispatch Determinant Codes and Hospital-Confirmed STEMI Cases in Qatar.

Objectives: ST-elevation myocardial infarction (STEMI) is an Acute Myocardial Infarction (AMI) with the greatest risk of death and disability. Getting diagnosed patients rapid definitive treatment at the correct facility is crucial in improving their outcome. Using a Question-and-Answer algorithm (Mobile Priority Dispatch System (MPDS)), trained Emergency Medical Dispatchers (EMDs) can help identifying STEMI at the time of dispatch.

Predictive modelling of transport decisions and resources optimisation in pre-hospital setting using machine learning techniques.

Background: The global evolution of pre-hospital care systems faces dynamic challenges, particularly in multinational settings. Machine learning (ML) techniques enable the exploration of deeply embedded data patterns for improved patient care and resource optimisation. This study's objective was to accurately predict cases that necessitated transportation versus those that did not, using ML techniques, thereby facilitating efficient resource allocation.