Clinical Prediction Models

April, 2022

Abstract

Background

Describe and evaluate the methodological conduct of prognostic prediction models developed using machine learning methods in oncology.

Methods

January, 2022

Abstract

Background

While many studies have consistently found incomplete reporting of regression-based prediction model studies, evidence is lacking for machine learning-based prediction model studies. We aim to systematically review the adherence of Machine Learning (ML)-based prediction model studies to the Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD) Statement.

Methods