Enhancing clinical decision support with physiological waveforms -- a multimodal benchmark in emergency care [PDF]
J.M. Lopez Alcaraz, H. Bouma, N. Strodthoff, Enhancing clinical
decision support with physiological waveforms -- A multimodal benchmark in
emergency care, Computers in Biology and Medicine, Vol. 192, Part A, 2025,
110196Background: AI-driven prediction algorithms have the potential to enhance emergency medicine by enabling rapid and accurate decision-making regarding patient status and potential deterioration. However, the integration of multimodal data, including raw waveform signals, remains underexplored in clinical decision support.
arxiv +1 more source
Outcome of in-Hospital Pediatric Cardiac Arrest
Annals of Saudi Medicine, 1998 The outcome of pediatric cardiac arrest is poor, and attempts to improve it have not been very successful. The aim of this study was to analyze the outcome of a large number of in-hospital pediatric cardiac arrest patients, and to determine the factors that influence this outcome.The records of hospital inpatients at King Faisal Specialist Hospital and
Neil T. Matthews +2 more
openaire +3 more sources
Perils of Label Indeterminacy: A Case Study on Prediction of Neurological Recovery After Cardiac Arrest [PDF]
The design of AI systems to assist human decision-making typically requires the availability of labels to train and evaluate supervised models. Frequently, however, these labels are unknown, and different ways of estimating them involve unverifiable assumptions or arbitrary choices.
arxiv +1 more source
BMC Emergency MedicineBackground The impact of the chronological sequence of events, including cardiac arrest (CA), initial cardiopulmonary resuscitation (CPR), return of spontaneous circulation (ROSC), and extracorporeal cardiopulmonary resuscitation (ECPR) implementation ...
Amir Vahedian-Azimi +10 more
doaj +1 more source
Detection and Prediction of Cardiac Anomalies Using Wireless Body Sensors and Bayesian Belief Networks [PDF]
arXiv, 2019 Intricating cardiac complexities are the primary factor associated with healthcare costs and the highest cause of death rate in the world. However, preventive measures like the early detection of cardiac anomalies can prevent severe cardiovascular arrests of varying complexities and can impose a substantial impact on healthcare cost.
arxiv
Better outcome after pediatric resuscitation is still a dilemma
Journal of Emergencies, Trauma and Shock, 2010 Pediatric cardiac arrest is not a single problem. Although most episodes of pediatric cardiac arrest occur as complications and progression of respiratory failure and shock. Sudden cardiac arrest may result from abrupt and unexpected arrhythmias.
Sahu Sandeep, Kishore Kamal, Lata Indu
doaj
Journal of Epidemiology and Global Health, 2019 The annual Hajj (pilgrimage) to the Islamic holy shrines at the city of Makkah in the Kingdom of Saudi Arabia is one of the largest yearly recurring mass gatherings worldwide.
Bader Hamza Shirah +3 more
doaj +1 more source
Deciphering Cardiac Destiny: Unveiling Future Risks Through Cutting-Edge Machine Learning Approaches [PDF]
arXivCardiac arrest remains a leading cause of death worldwide, necessitating proactive measures for early detection and intervention. This project aims to develop and assess predictive models for the timely identification of cardiac arrest incidents, utilizing a comprehensive dataset of clinical parameters and patient histories. Employing machine learning (
arxiv
Recommended guidelines for uniform reporting of data from out-of-hospital cardiac arrest: the Utstein Style. A statement for health professionals from a task force of the American Heart Association, the European Resuscitation Council, the Heart and Stroke Foundation of Canada, and the Australian Resuscitation Council. [PDF]
, 1991 Richard O. Cummins +9 more
openalex +1 more source