Making complex prediction rules applicable for readers: Current practice in random forest literature and recommendations

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Mortality Risk for Acute Cholangitis (MAC): a risk prediction model for in-hospital mortality in patients with acute cholangitis

(2016) Jochen Schneider et al.   BMC GASTROENTEROLOGY

Gram-negative and -positive bacteria differentiation in blood culture samples by headspace volatile compound analysis

(2016) Michael E. Dolch et al.   Journal of Biological Research-Thessaloniki

Reproducible research in statistics: A review and guidelines for theBiometrical Journal

(2015) Benjamin Hofner et al.   BIOMETRICAL JOURNAL

A measure of the impact of CV incompleteness on prediction error estimation with application to PCA and normalization

(2015) Roman Hornung et al.   BMC Medical Research Methodology

Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD Statement

(2015) Gary S Collins et al.   BMC Medicine

Modern modelling techniques are data hungry: a simulation study for predicting dichotomous endpoints

(2015) Tjeerd van der Ploeg et al.   BMC Medical Research Methodology

Probability estimation with machine learning methods for dichotomous and multicategory outcome: Theory

(2014) Jochen Kruppa et al.   BIOMETRICAL JOURNAL

Machine learning versus statistical modeling

(2014) Anne-Laure Boulesteix et al.   BIOMETRICAL JOURNAL

Probability estimation with machine learning methods for dichotomous and multicategory outcome: Applications

(2014) Jochen Kruppa et al.   BIOMETRICAL JOURNAL

Risk prediction with machine learning and regression methods

(2014) Ewout W. Steyerberg et al.   BIOMETRICAL JOURNAL

Reliable Multi-Label Learning via Conformal Predictor and Random Forest for Syndrome Differentiation of Chronic Fatigue in Traditional Chinese Medicine

(2014) Huazhen Wang et al.   PLoS One

A Random Forest Based Risk Model for Reliable and Accurate Prediction of Receipt of Transfusion in Patients Undergoing Percutaneous Coronary Intervention

(2014) Hitinder S. Gurm et al.   PLoS One

Reporting and Methods in Clinical Prediction Research: A Systematic Review

(2012) Walter Bouwmeester et al.   PLOS MEDICINE

Reproducible Research in Computational Science

(2011) R. D. Peng   SCIENCE

To Explain or to Predict?

(2011) Galit Shmueli   STATISTICAL SCIENCE

An invitation to reproducible computational research

(2010) D. L. Donoho   BIOSTATISTICS