A predictive framework in healthcare: Case study on cardiac arrest prediction

作者：

Highlights：

• ISAF framework was proposed for choosing appropriate prediction models.

• A prognostic model for predicting heart arrest in sepsis patients was proposed.

• An ensemble deep learning method produced the best results.

摘要

•ISAF framework was proposed for choosing appropriate prediction models.•A prognostic model for predicting heart arrest in sepsis patients was proposed.•An ensemble deep learning method produced the best results.

论文关键词：Layered approach,Early prediction,Machine learning,Ensemble deep learning

论文评审过程：Received 25 June 2020, Revised 28 April 2021, Accepted 5 May 2021, Available online 7 May 2021, Version of Record 12 May 2021.

论文官网地址：https://doi.org/10.1016/j.artmed.2021.102099