A new approach for interpretability and reliability in clinical risk prediction: Acute coronary syndrome scenario

作者:

Highlights:

• Development of a new approach for risk prediction in the clinical context.

• Estimation of the reliability of each patient's risk prediction.

• Creation and use of binary decision rules for easy clinical interpretability.

• Analysis of the predictive power of the decision rules for each patient.

• Validation of the proposed methodology for the acute coronary syndrome scenario.

摘要

•Development of a new approach for risk prediction in the clinical context.•Estimation of the reliability of each patient's risk prediction.•Creation and use of binary decision rules for easy clinical interpretability.•Analysis of the predictive power of the decision rules for each patient.•Validation of the proposed methodology for the acute coronary syndrome scenario.

论文关键词:Reliability estimation,Interpretable predictions,Clinical risk prediction,Clinical decision support system,Acute coronary syndrome

论文评审过程:Received 20 July 2020, Revised 18 April 2021, Accepted 11 May 2021, Available online 13 May 2021, Version of Record 26 May 2021.

论文官网地址:https://doi.org/10.1016/j.artmed.2021.102113