Validation of the CaRdiac Arrest Survival Score (CRASS) for predicting good neurological outcome after out-of-hospital cardiac arrest in an Asian emergency medical service system

Utilizing machine learning dimensionality reduction for risk stratification of chest pain patients in the emergency department

(2021) Nan Liu et al.   BMC Medical Research Methodology

European Resuscitation Council Guidelines 2021: Executive summary

(2021) Gavin D. Perkins et al.   RESUSCITATION

Out of hospital cardiac arrest: Past, present, and future

(2021) Thomas Rea et al.   RESUSCITATION

Development and Assessment of an Interpretable Machine Learning Triage Tool for Estimating Mortality After Emergency Admissions

(2021) Feng Xie et al.   JAMA Network Open

Development and validation of the SARICA score to predict survival after return of spontaneous circulation in out of hospital cardiac arrest using an interpretable machine learning framework

(2021) Xiang Yi Wong et al.   RESUSCITATION

An Utstein-based model score to predict survival to hospital admission: The UB-ROSC score

(2020) Enrico Baldi et al.   INTERNATIONAL JOURNAL OF CARDIOLOGY

Survival after out-of-hospital cardiac arrest in Europe - Results of the EuReCa TWO study

(2020) Jan-Thorsten Gräsner et al.   RESUSCITATION

Validation of the ROSC after cardiac arrest (RACA) score in Pan-Asian out-of-hospital cardiac arrest patients

(2020) Nan Liu et al.   RESUSCITATION

Machine learning algorithms performed no better than regression models for prognostication in traumatic brain injury

(2020) Benjamin Y. Gravesteijn et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Out-of-hospital cardiac arrest across the World: First report from the International Liaison Committee on Resuscitation (ILCOR)

(2020) Tekeyuki Kiguchi et al.   RESUSCITATION

Predictive value of hospital discharge neurological outcome scores for long-term neurological status following out-of-hospital cardiac arrest: A systematic review

(2020) Wen Wu et al.   RESUSCITATION

Clinical Predictive Models of Sudden Cardiac Arrest: A Survey of the Current Science and Analysis of Model Performances

(2020) Richard T. Carrick et al.   Journal of the American Heart Association

AutoScore: A Machine Learning-Based Automatic Clinical Score Generator and Its Application to Mortality Prediction Using Electronic Health Records (Preprint)

(2020) Feng Xie et al.   JMIR Medical Informatics

Executive Summary: 2020 International Consensus on Cardiopulmonary Resuscitation and Emergency Cardiovascular Care Science With Treatment Recommendations

(2020) Jerry P. Nolan et al.   CIRCULATION

Implementation of a National 5‐Year Plan for Prehospital Emergency Care in Singapore and Impact on Out‐of‐Hospital Cardiac Arrest Outcomes From 2011 to 2016

(2020) Andrew Fu Wah Ho et al.   Journal of the American Heart Association

Out-of-hospital cardiac arrest: A systematic review of current risk scores to predict survival

(2020) Ying X. GUE et al.   AMERICAN HEART JOURNAL

A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models

(2019) Evangelia Christodoulou et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Deep-learning-based out-of-hospital cardiac arrest prognostic system to predict clinical outcomes

(2019) Joon-myoung Kwon et al.   RESUSCITATION

Outcome prediction of out-of-hospital cardiac arrest with presumed cardiac aetiology using an advanced machine learning technique

(2019) Tomohisa Seki et al.   RESUSCITATION

CaRdiac Arrest Survival Score (CRASS) — A tool to predict good neurological outcome after out-of-hospital cardiac arrest

(2019) S. Seewald et al.   RESUSCITATION

Modifiable Factors Associated With Survival After Out-of-Hospital Cardiac Arrest in the Pan-Asian Resuscitation Outcomes Study

(2018) Hideharu Tanaka et al.   ANNALS OF EMERGENCY MEDICINE

Out-of-hospital cardiac arrest: prehospital management

(2018) Marcus Eng Hock Ong et al.   LANCET

Supersparse linear integer models for optimized medical scoring systems

(2015) Berk Ustun et al.   MACHINE LEARNING

Prehospital Trauma Care in Singapore

(2014) Andrew Fu Wah Ho et al.   Prehospital Emergency Care

Pan-Asian Resuscitation Outcomes Study (PAROS): Rationale, Methodology, and Implementation

(2011) Marcus Eng Hock Ong et al.   ACADEMIC EMERGENCY MEDICINE

ROSC after cardiac arrest—the RACA score to predict outcome after out-of-hospital cardiac arrest

(2011) Jan-Thorsten Gräsner et al.   EUROPEAN HEART JOURNAL

Reliability of the Cerebral Performance Category to classify neurological status among survivors of ventricular fibrillation arrest: a cohort study

(2011) Kamal Ajam et al.   Scandinavian Journal of Trauma Resuscitation & Emergency Medicine

Global incidences of out-of-hospital cardiac arrest and survival rates: Systematic review of 67 prospective studies

(2010) Jocelyn Berdowski et al.   RESUSCITATION

A national resuscitation registry of out-of-hospital cardiac arrest in Germany—A pilot study

(2008) Jan-Thorsten Gräsner et al.   RESUSCITATION