SinoXivFederated learning (FL) has emerged as a paradigm-shifting approach to distributed machine learning, enabling multiple participants to collaboratively train models without exposing raw data. However, ...
Background: Oxygen therapy is life-saving, but inappropriate administration causes morbidity and mortality. Knowledge gaps among emergency clinicians in resource-limited, high-acuity settings may comp...
Introduction: Hepatitis B virus (HBV) infection still poses an important public health issue in Saudi Arabia, despite the availability of effective vaccines and national prevention programs. It is par...
Background Adverse Childhood Experiences (ACEs) profoundly affect lifelong health, yet primary care screening remains underutilized globally. As the first study in Qatar examining this issue, we asses...
Academic institutions manage large volumes of information including regulations, schedules, policies, and notices that students and staff frequently need to access. Existing conversational systems rel...
Background: Continuing professional development (CPD) is widely promoted as a mechanism for improving healthcare practice and patient care, yet little is known about how CPD providers operationalise a...
Background: Mpox is a rare but re-emerging zoonotic disease that causes significant morbidity and mortality. As primary care physicians serve as gatekeepers in the healthcare system, it is essential t...
As enterprise environments increasingly manage large volumes of technical documentation across multiple heterogeneous sources, users face growing challenges in efficiently locating relevant informatio...
Smallholder farmers in developing countries generate rich, structured agricultural knowledge through social media platforms every day — crop diagnostic descriptions, peer-validated price information, ...
Background Sepsis is a life-threatening organ dysfunction caused by a dysregulated host response to infection. Early and accurate prediction is crucial for reducing mortality. However, clinical settin...
