Discontinuous named entities in clinical Text: A systematic literature review.

Objective: Extracting named entities from clinical free-text presents unique challenges, particularly when dealing with discontinuous entities-mentions that are separated by unrelated words. Traditional NER methods often struggle to accurately identify these entities, prompting the development of specialised computational solutions. This paper systematically reviews and presents the methodologies developed for Discontinuous Named Entity Recognition in clinical texts, highlighting their effectiveness and the challenges they face.

Grenadian cats as potential reservoir for Leptospira.

Leptospirosis is a spirochetal disease caused by Leptospira spp. bacteria with global distribution affecting multiple mammalian species, including humans. The disease is endemic in many geographic areas and is of particular concern in tropical regions with abundant rainfall, such as the Caribbean.

The effects of the paramedics' field work on their mental status in Jeddah.

Background: Paramedics are continuously exposed to stressful events, making them liable to mental disorders. This study assesses the health of paramedics in Jeddah, focusing on their mental, emotional, and physical well-being.

Methods: This cross-sectional study included fieldwork paramedics in Jeddah through an online survey distributed on social media.

Call for elimination program of Malaria among children under 5 years old living in refugee camps in eastern Democratic Republic of Congo.

Malaria is a significant public health challenge in the Democratic Republic of the Congo (DR Congo), with a high prevalence and mortality rate, particularly among children under five years old. This study examines the impact of malaria in eastern DR Congo, where armed conflict and humanitarian crises have resulted in overcrowded refugee and internally displaced persons (IDP) camps, exacerbating malaria transmission. Malnutrition, limited access to healthcare, and poor living conditions makes children under the age of five particularly vulnerable.