Development and validation of early prediction for neurological outcome at 90 days after return of spontaneous circulation in out-of-hospital cardiac arrest

Trends in In-Hospital Advanced Management and Survival of Out-of-Hospital Cardiac Arrest Among Adults From 2013 to 2017　― A Multicenter, Prospective Registry in Osaka, Japan ―

(2021) Satoshi Yoshimura et al.   CIRCULATION JOURNAL

Epinephrine administration for adult out-of-hospital cardiac arrest patients with refractory shockable rhythm: time-dependent propensity score-sequential matching analysis from a nationwide population-based registry

(2021) Tasuku Matsuyama et al.   European Heart Journal-Cardiovascular Pharmacotherapy

European Resuscitation Council and European Society of Intensive Care Medicine guidelines 2021: post-resuscitation care

(2021) Jerry P. Nolan et al.   INTENSIVE CARE MEDICINE

European Resuscitation Council Guidelines 2021: Epidemiology of cardiac arrest in Europe

(2021) Jan-Thorsten Gräsner et al.   RESUSCITATION

Arterial carbon dioxide tension has a non-linear association with survival after out-of-hospital cardiac arrest: A multicentre observational study

(2021) Nicole Mckenzie et al.   RESUSCITATION

Confidence intervals of prediction accuracy measures for multivariable prediction models based on the bootstrap‐based optimism correction methods

(2021) Hisashi Noma et al.   STATISTICS IN MEDICINE

Development and Reporting of Prediction Models

(2020) Daniel E. Leisman et al.   CRITICAL CARE MEDICINE

Calculating the sample size required for developing a clinical prediction model

(2020) Richard D Riley et al.   BMJ-British Medical Journal

Accuracy of random-forest-based imputation of missing data in the presence of non-normality, non-linearity, and interaction

(2020) Shangzhi Hong et al.   BMC Medical Research Methodology

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

Part 1: Executive Summary: 2020 American Heart Association Guidelines for Cardiopulmonary Resuscitation and Emergency Cardiovascular Care

(2020) Raina M. Merchant et al.   CIRCULATION

Part 3: Adult Basic and Advanced Life Support: 2020 American Heart Association Guidelines for Cardiopulmonary Resuscitation and Emergency Cardiovascular Care

(2020) Ashish R. Panchal et al.   CIRCULATION

Pre-hospital advanced airway management for adults with out-of-hospital cardiac arrest: nationwide cohort study

(2019) Junichi Izawa et al.   BMJ-British Medical Journal

Distinct predictive values of current neuroprognostic guidelines in post-cardiac arrest patients

(2019) Sonya E. Zhou et al.   RESUSCITATION

Standards for Studies of Neurological Prognostication in Comatose Survivors of Cardiac Arrest: A Scientific Statement From the American Heart Association

(2019) Romergryko G. Geocadin et al.   CIRCULATION

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

(2019) Joon-myoung Kwon et al.   RESUSCITATION

Prediction of Good Neurological Recovery after Out-of-hospital Cardiac Arrest: A Machine Learning Analysis

(2019) Jeong Ho Park et al.   RESUSCITATION

Serum potassium level on hospital arrival and survival after out-of-hospital cardiac arrest: The CRITICAL study in Osaka, Japan

(2019) Haruka Shida et al.   European Heart Journal-Acute Cardiovascular Care

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

(2019) Tomohisa Seki et al.   RESUSCITATION

Pre-arrest and intra-arrest prognostic factors associated with survival after in-hospital cardiac arrest: systematic review and meta-analysis

(2019) Shannon M Fernando et al.   BMJ-British Medical Journal

Effect of Serum Albumin Concentration on Neurological Outcome After Out-of-Hospital Cardiac Arrest (from the CRITICAL [Comprehensive Registry of Intensive Cares for OHCA Survival] Study in Osaka, Japan)

(2018) Tasuku Matsuyama et al.   AMERICAN JOURNAL OF CARDIOLOGY

Different defibrillation strategies in survivors after out-of-hospital cardiac arrest

(2018) Jolande A Zijlstra et al.   HEART

Severe metabolic acidosis after out-of-hospital cardiac arrest: risk factors and association with outcome

(2018) Matthieu Jamme et al.   Annals of Intensive Care

The effect of different target temperatures in targeted temperature management on neurologically favorable outcome after out-of-hospital cardiac arrest: A nationwide multicenter observational study in Japan (the JAAM-OHCA registry)

(2018) Taro Irisawa et al.   RESUSCITATION

Bystander Efforts and 1-Year Outcomes in Out-of-Hospital Cardiac Arrest

(2017) Kristian Kragholm et al.   NEW ENGLAND JOURNAL OF MEDICINE

Prognostic significance of spontaneous shockable rhythm conversion in adult out-of-hospital cardiac arrest patients with initial non-shockable heart rhythms: A systematic review and meta-analysis

(2017) Shengyuan Luo et al.   RESUSCITATION

Cardiopulmonary resuscitation duration and survival in out-of-hospital cardiac arrest patients

(2017) Frederic Adnet et al.   RESUSCITATION

Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests

(2016) Andrew J Vickers et al.   BMJ-British Medical Journal

Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests

(2016) Andrew J Vickers et al.   BMJ-British Medical Journal

Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): The TRIPOD Statement

(2015) Gary S. Collins et al.   ANNALS OF INTERNAL MEDICINE

Effect of Admission Glasgow Coma Scale Motor Score on Neurological Outcome in Out-of-Hospital Cardiac Arrest Patients Receiving Therapeutic Hypothermia

(2015) Toru Hifumi et al.   CIRCULATION JOURNAL

The CAHP (Cardiac Arrest Hospital Prognosis) score: a tool for risk stratification after out-of-hospital cardiac arrest

(2015) Carole Maupain et al.   EUROPEAN HEART JOURNAL

Correlation between initial serum levels of lactate after return of spontaneous circulation and survival and neurological outcomes in patients who undergo therapeutic hypothermia after cardiac arrest

(2015) Dong Hoon Lee et al.   RESUSCITATION

How to develop a more accurate risk prediction model when there are few events

(2015) Menelaos Pavlou et al.   BMJ-British Medical Journal

How to develop a more accurate risk prediction model when there are few events

(2015) Menelaos Pavlou et al.   BMJ-British Medical Journal

Association of blood glucose at admission with outcomes in patients treated with therapeutic hypothermia after cardiac arrest

(2014) Soo Hyun Kim et al.   AMERICAN JOURNAL OF EMERGENCY MEDICINE

Comparison of Random Forest and Parametric Imputation Models for Imputing Missing Data Using MICE: A CALIBER Study

(2014) Anoop D. Shah et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

A prediction tool for initial out-of-hospital cardiac arrest survivors

(2014) S. Aschauer et al.   RESUSCITATION

Intensive care unit mortality after cardiac arrest: the relative contribution of shock and brain injury in a large cohort

(2013) Virginie Lemiale et al.   INTENSIVE CARE MEDICINE

Comparison of imputation methods for missing laboratory data in medicine

(2013) Akbar K Waljee et al.   BMJ Open

Dealing With Missing Outcome Data in Randomized Trials and Observational Studies

(2011) Rolf H. H. Groenwold et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

MissForest--non-parametric missing value imputation for mixed-type data

(2011) D. J. Stekhoven et al.   BIOINFORMATICS

Primary Outcomes for Resuscitation Science Studies

(2011) Lance B. Becker et al.   CIRCULATION

Regression shrinkage and selection via the lasso: a retrospective

(2011) Robert Tibshirani   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Prognostic indicators and outcome prediction model for patients with return of spontaneous circulation from cardiopulmonary arrest: The Utstein Osaka Project

(2011) Koichi Hayakawa et al.   RESUSCITATION

Assessing the Performance of Prediction Models

(2009) Ewout W. Steyerberg et al.   EPIDEMIOLOGY