Cardiac auscultation is an accessible diagnostic screening tool that can help to identify
patients with heart murmurs, who may need follow-up diagnostic screening and treatment for …

Severe or life threatening infections are common among patients in the intensive care unit
(ICU). Most infections in the ICU are bacterial or fungal in origin and require antimicrobial …

Objective: Vast 12-lead ECGs repositories provide opportunities to develop new machine
learning approaches for creating accurate and automatic diagnostic systems for cardiac …

Neural ordinary differential equations are an attractive option for modelling temporal
dynamics. However, a fundamental issue is that the solution to an ordinary differential …

Abstract Nowadays Artificial Intelligence (AI) has become a fundamental component of
healthcare applications, both clinical and remote, but the best performing AI systems are …

In many domains, including healthcare, biology, and climate science, time series are
irregularly sampled with varying time intervals between successive readouts and different …

Background: Sepsis is among the leading causes of death in intensive care units (ICUs)
worldwide and its recognition, particularly in the early stages of the disease, remains a …

Sepsis remains a major problem for human health worldwide, thereby manifesting high rates
of morbidity and mortality. Sepsis, once understood as a monophasic sustained …

Heart failure (HF) is a heterogeneous syndrome affecting more than 60 million individuals
globally. Despite recent advancements in understanding of the pathophysiology of HF, many …

Despite the eminent successes of deep neural networks, many architectures are often hard
to transfer to irregularly-sampled and asynchronous time series that commonly occur in real …