Predicting Survived Events in Nontraumatic Out-of-Hospital Cardiac Arrest: A Comparison Study on Machine Learning and Regression Models

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

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Usefulness of the NULL-PLEASE Score to predict survival in out-of-hospital cardiac arrest

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Temporal recalibration for improving prognostic model development and risk predictions in settings where survival is improving over time

(2020) Sarah Booth et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Calculating the sample size required for developing a clinical prediction model

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

A practical risk score for early prediction of neurological outcome after out-of-hospital cardiac arrest: MIRACLE2

(2020) Nilesh Pareek et al.   EUROPEAN HEART JOURNAL

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

Evaluation of prognostic prediction models for out-of-hospital cardiac arrest

(2020) Yat Hei Lo et al.   Hong Kong Journal of Emergency Medicine

Early outcome prediction for out-of-hospital cardiac arrest with initial shockable rhythm using machine learning models

(2020) Yohei Hirano et al.   RESUSCITATION

External validation and recalibration of the Brock model to predict probability of cancer in pulmonary nodules using NLST data

(2019) Audrey Winter et al.   THORAX

Accounting for missing data in statistical analyses: multiple imputation is not always the answer

(2019) Rachael A Hughes et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

A machine learning based model for Out of Hospital cardiac arrest outcome classification and sensitivity analysis

(2019) Samuel Harford et al.   RESUSCITATION

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

Uncertainty in health care: Towards a more systematic program of research

(2019) Paul K.J. Han et al.   PATIENT EDUCATION AND COUNSELING

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

The cardiac arrest survival score: A predictive algorithm for in-hospital mortality after out-of-hospital cardiac arrest

(2019) Prakash Balan et al.   RESUSCITATION

Calibration: the Achilles heel of predictive analytics

(2019) Ben Van Calster et al.   BMC Medicine

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

(2019) S. Seewald et al.   RESUSCITATION

Out-of-hospital cardiac arrest: a unique medical emergency

(2018) The Lancet   LANCET

Out-of-hospital cardiac arrest: prehospital management

(2018) Marcus Eng Hock Ong et al.   LANCET

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

(2017) Frederic Adnet et al.   RESUSCITATION

Impact analysis studies of clinical prediction rules relevant to primary care: a systematic review

(2016) Emma Wallace et al.   BMJ Open

ED prognostication of comatose cardiac arrest patients undergoing therapeutic hypothermia is unreliable

(2015) Catherine M. Wares et al.   AMERICAN JOURNAL OF EMERGENCY MEDICINE

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

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

Cardiac Arrest and Cardiopulmonary Resuscitation Outcome Reports: Update of the Utstein Resuscitation Registry Templates for Out-of-Hospital Cardiac Arrest

(2015) Gavin D. Perkins et al.   RESUSCITATION

Towards better clinical prediction models: seven steps for development and an ABCD for validation

(2014) E. W. Steyerberg et al.   EUROPEAN HEART JOURNAL

Recalibrating our prediction models in the ICU: time to move from the abacus to the computer

(2014) Romain Pirracchio et al.   INTENSIVE CARE MEDICINE

Documentation discrepancies of time-dependent critical events in out of hospital cardiac arrest

(2014) Adam Frisch et al.   RESUSCITATION

Temporal Differences in Out-of-Hospital Cardiac Arrest Incidence and Survival

(2013) Akshay Bagai et al.   CIRCULATION

The Central Role of Prognosis in Clinical Decision Making

(2012) Thomas M. Gill   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

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

Predictors of Survival From Out-of-Hospital Cardiac Arrest

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