KU Leuven Department of Electrical Engineering-ESAT, STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics, KU Leuven iMinds Medical IT Department, Leuven, Belgium.
Centre for Statistics in Medicine, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UK.
BJOG. 2017 Feb;124(3):423-432. doi: 10.1111/1471-0528.14170. Epub 2016 Jun 30.
Models for estimating an individual's risk of having or developing a disease are abundant in the medical literature, yet many do not meet the methodological standards that have been set to maximise generalisability and utility. This paper presents an overview of ten steps from the conception of the study to the implementation of the risk model and discusses common pitfalls. We discuss crucial aspects of study design, data collection, model development and performance evaluation, and discuss how to bring the model to clinical practice.
We present an overview of ten key steps for the development of risk models and discuss common pitfalls.
在医学文献中,有大量用于估计个体患病或发病风险的模型,但许多模型都不符合为最大限度提高通用性和实用性而设定的方法学标准。本文从研究构思到风险模型的实施概述了十个步骤,并讨论了常见的陷阱。我们讨论了研究设计、数据收集、模型开发和性能评估的关键方面,并讨论了如何将模型应用于临床实践。
我们概述了开发风险模型的十个关键步骤,并讨论了常见的陷阱。