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

Use of electronic medical records in development and validation of risk prediction models of hospital readmission: systematic review

(2020) Elham Mahmoudi et al.   BMJ-British Medical Journal

The importance of interpretability and visualization in machine learning for applications in medicine and health care

(2019) Alfredo Vellido   NEURAL COMPUTING & APPLICATIONS

A novel approach to determine two optimal cut-points of a continuous predictor with a U-shaped relationship to hazard ratio in survival data: simulation and application

(2019) Yimin Chen et al.   BMC Medical Research Methodology

Novel model for predicting inpatient mortality after emergency admission to hospital in Singapore: retrospective observational study

(2019) Feng Xie et al.   BMJ Open

A Gradient Boosting Machine Learning Model for Predicting Early Mortality in the Emergency Department Triage: Devising a Nine-Point Triage Score

(2019) Maximiliano Klug et al.   JOURNAL OF GENERAL INTERNAL MEDICINE

Variable selection - A review and recommendations for the practicing statistician

(2018) Georg Heinze et al.   BIOMETRICAL JOURNAL

Comparison of variable selection methods for clinical predictive modeling

(2018) L. Nelson Sanchez-Pinto et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

A tutorial on variable selection for clinical prediction models: feature selection methods in data mining could improve the results

(2016) Farideh Bagherzadeh-Khiabani et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Opportunities and challenges in developing risk prediction models with electronic health records data: a systematic review

(2016) Benjamin A Goldstein et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

MIMIC-III, a freely accessible critical care database

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Predictive modeling of structured electronic health records for adverse drug event detection

(2015) Jing Zhao et al.   BMC Medical Informatics and Decision Making

A new test and graphical tool to assess the goodness of fit of logistic regression models

(2015) Giovanni Nattino et al.   STATISTICS IN MEDICINE

Prediction of adverse cardiac events in emergency department patients with chest pain using machine learning for variable selection

(2014) Nan Liu et al.   BMC Medical Informatics and Decision Making

NEWSDIG: The National Early Warning Score Development and Implementation Group

(2013) M. Jones   CLINICAL MEDICINE

Diagnostic and prognostic prediction models

(2013) J. M. T. Hendriksen et al.   JOURNAL OF THROMBOSIS AND HAEMOSTASIS

The ability of the National Early Warning Score (NEWS) to discriminate patients at risk of early cardiac arrest, unanticipated intensive care unit admission, and death

(2013) Gary B. Smith et al.   RESUSCITATION

Serum Sex Steroids Depict a Nonlinear U-Shaped Association with High-Risk Prostate Cancer at Radical Prostatectomy

(2012) A. Salonia et al.   CLINICAL CANCER RESEARCH

Derivation of a cardiac arrest prediction model using ward vital signs*

(2012) Matthew M. Churpek et al.   CRITICAL CARE MEDICINE

ViEWS—Towards a national early warning score for detecting adult inpatient deterioration

(2010) David R. Prytherch et al.   RESUSCITATION

Categorizing continuous variables resulted in different predictors in a prognostic model for nonspecific neck pain

(2009) Jasper M. Schellingerhout et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY