Machine learning prediction of refractory ventricular fibrillation in out-of-hospital cardiac arrest using features available to EMS

[1]  Y. Okada,et al.  Extracorporeal cardiopulmonary resuscitation versus conventional CPR in cardiac arrest: an updated meta-analysis and trial sequential analysis , 2024, Critical care.

[2]  Tomokazu Motomura,et al.  Novel and innovative resuscitation systems in Japan , 2023, Resuscitation plus.

[3]  D. Gantner,et al.  Pre-hospital ECPR in an Australian metropolitan setting: a single-arm feasibility assessment—The CPR, pre-hospital ECPR and early reperfusion (CHEER3) study , 2023, Scandinavian journal of trauma, resuscitation and emergency medicine.

[4]  Han Nee Gan,et al.  Outcome assessment for out-of-hospital cardiac arrest patients in Singapore and Japan with initial shockable rhythm , 2023, Critical Care.

[5]  P. Kudenchuk,et al.  Prediction of Shock-Refractory Ventricular Fibrillation During Resuscitation of Out-of-Hospital Cardiac Arrest , 2023, Circulation.

[6]  G. Collins,et al.  Targeted validation: validating clinical prediction models in their intended population and setting , 2022, Diagnostic and prognostic research.

[7]  Audrey L. Blewer,et al.  Long term survival and disease burden from out-of-hospital cardiac arrest in Singapore: a population-based cohort study , 2022, The Lancet regional health. Western Pacific.

[8]  Y. Khan,et al.  Handling Imbalanced and Overlapped Medical Datasets: A Comparative Study , 2022, 2022 5th International Conference on Multimedia, Signal Processing and Communication Technologies (IMPACT).

[9]  J. Jui,et al.  Development of a Clinical Decision Rule for the Early Prediction of Shock-Refractory Out-of-Hospital Cardiac Arrest. , 2022, Resuscitation.

[10]  Kazuhisa Yoshiya,et al.  Clinical outcomes among out-of-hospital cardiac arrest patients treated by extracorporeal cardiopulmonary resuscitation: the CRITICAL study in Osaka. , 2022, Resuscitation.

[11]  Ruben van den Goorbergh,et al.  The harm of class imbalance corrections for risk prediction models: illustration and simulation using logistic regression , 2022, J. Am. Medical Informatics Assoc..

[12]  C. Ching,et al.  Singapore Advanced Cardiac Life Support Guidelines 2021. , 2021, Singapore medical journal.

[13]  Chava L. Ramspek,et al.  External validation of prognostic models: what, why, how, when and where? , 2020, Clinical kidney journal.

[14]  A. Hirayama,et al.  Development and Validation of a Clinical Score to Predict Neurological Outcomes in Patients With Out-of-Hospital Cardiac Arrest Treated With Extracorporeal Cardiopulmonary Resuscitation , 2020, JAMA network open.

[15]  M. Ong,et al.  Incidence and Outcomes of Out‐of‐Hospital Cardiac Arrest in Singapore and Victoria: A Collaborative Study , 2020, Journal of the American Heart Association.

[16]  Y. Hayashi,et al.  Impact of Low-Flow Duration on Favorable Neurological Outcomes of Extracorporeal Cardiopulmonary Resuscitation After Out-of-Hospital Cardiac Arrest: A Multicenter Prospective Study. , 2020, Circulation.

[17]  L. Morrison,et al.  DOuble Sequential External Defibrillation for Refractory Ventricular Fibrillation: The DOSE VF Pilot Randomized Controlled Trial. , 2020, Resuscitation.

[18]  T. Aufderheide,et al.  Improved Survival With Extracorporeal Cardiopulmonary Resuscitation Despite Progressive Metabolic Derangement Associated With Prolonged Resuscitation , 2020, Circulation.

[19]  T. Kawamura,et al.  Public-Access Defibrillation and Survival of Out-of-Hospital Cardiac Arrest in Public vs. Residential Locations in Japan. , 2019, Circulation journal : official journal of the Japanese Circulation Society.

[20]  Javier Del Ser,et al.  ECG-based Random Forest Classifier for Cardiac Arrest Rhythms , 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[21]  S. Yasuda,et al.  Patients With Refractory Out-of-Cardiac Arrest and Sustained Ventricular Fibrillation as Candidates for Extracorporeal Cardiopulmonary Resuscitation　- Prospective Multi-Center Observational Study. , 2019, Circulation journal : official journal of the Japanese Circulation Society.

[22]  M. Brouwer,et al.  Importance of the distinction between recurrent and shock-resistant ventricular fibrillation: Call for a uniform definition of refractory VF. , 2019, Resuscitation.

[23]  T. Aufderheide,et al.  Surviving refractory out-of-hospital ventricular fibrillation cardiac arrest: Critical care and extracorporeal membrane oxygenation management. , 2018, Resuscitation.

[24]  K. Lotun,et al.  Refractory Out of Hospital Cardiac Arrest , 2018, Current cardiology reviews.

[25]  J. K. Bower,et al.  Addressing Bias in Electronic Health Record-based Surveillance of Cardiovascular Disease Risk: Finding the Signal Through the Noise , 2017, Current Epidemiology Reports.

[26]  San-Kuei Huang,et al.  Ventricular Fibrillation in a General Population　- A National Database Study. , 2016, Circulation journal : official journal of the Japanese Circulation Society.

[27]  Sang O Park,et al.  Refractory ventricular fibrillation treated with esmolol. , 2016, Resuscitation.

[28]  Felipe Alonso-Atienza,et al.  Machine Learning Techniques for the Detection of Shockable Rhythms in Automated External Defibrillators , 2016, PloS one.

[29]  Hideharu Tanaka,et al.  Outcomes for out-of-hospital cardiac arrests across 7 countries in Asia: The Pan Asian Resuscitation Outcomes Study (PAROS). , 2015, Resuscitation.

[30]  Andreas Ziegler,et al.  ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R , 2015, 1508.04409.

[31]  T. Maeda,et al.  Prognostic implications of conversion from nonshockable to shockable rhythms in out-of-hospital cardiac arrest , 2014, Critical Care.

[32]  S. Nattel,et al.  Sex differences in cardiac electrophysiology and clinical arrhythmias: epidemiology, therapeutics, and mechanisms. , 2014, The Canadian journal of cardiology.

[33]  M. Ong,et al.  Pan-Asian Resuscitation Outcomes Study (PAROS): rationale, methodology, and implementation. , 2011, Academic emergency medicine : official journal of the Society for Academic Emergency Medicine.