A comparison of Antecedents to Cardiac Arrests, Deaths and EMergency Intensive care Admissions in Australia and New Zealand, and the United Kingdom—the ACADEMIA study

By J. Kause, Gary B. Smith, D. Prytherch, Michael Parr, A. Flabouris, K. Hillman. 2004

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Findings of the First Consensus Conference on Medical Emergency Teams* (2006, background): “There is considerable evidence that medical emergencies occur in hospitals (Hillman et al., Resuscitation 2001, Hillman et al. 2002, Kause et al. 2004).”
Barriers and facilitators related to the implementation of a physiological track and trigger system: A systematic review of the qualitative evidence (2017, background): “This deterioration is often preceded by identifiable, negative changes in physiological parameters [2-6] in the hours preceding serious adverse events such as cardiac”
In-hospital cardiac arrest: incidence, prognosis and possible measures to improve survival (2007, background): “The lower prevalence of VF/VT rhythms in IHCA than in OHCA may be explained partially by differences in pathophysiology: IHCA is frequently precipitated by hypoxia or hypotension [4, 41], which are more likely to cause PEA or asystole than VF/VT.”
An Algorithm Based on Deep Learning for Predicting In‐Hospital Cardiac Arrest (2018, background): “These vital signs are associated with adverse clinical outcomes and are measured periodically and frequently.(6,16,26) Furthermore, they are objective values that are barely affected by medical staff measuring them.”