Validation

Experiments vs Computer Simulations - A Tale of Two Methods - DSA ADS Course 2023

DSA ADS Course 2023

This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world scenarios.

Discuss experiments vs. computer simulations in real world scenarios.

Completeness of reporting of clinical prediction models developed using supervised machine learning: a systematic review

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