NICeSim: An open-source simulator based on machine learning techniques to support medical research on prenatal and perinatal care decision making

作者:

Highlights:

• NICeSim is flexible: It allows inclusion/deletion of any variable of interest.

• NICeSim is dynamic: It creates a just-in-time ML model from the loaded dataset.

• NICeSim provides a graphical user interface for simulation after model building.

• NICeSim provides qualitative and quantitative analyses.

• NICeSim is open-source allowing a cooperative development.

摘要

Highlights•NICeSim is flexible: It allows inclusion/deletion of any variable of interest.•NICeSim is dynamic: It creates a just-in-time ML model from the loaded dataset.•NICeSim provides a graphical user interface for simulation after model building.•NICeSim provides qualitative and quantitative analyses.•NICeSim is open-source allowing a cooperative development.

论文关键词:Machine learning in medicine,Artificial neural networks,Support vector machine,Clinical decision making,Prenatal care,Perinatal care

论文评审过程:Received 10 February 2014, Revised 4 October 2014, Accepted 5 October 2014, Available online 22 October 2014.

论文官网地址:https://doi.org/10.1016/j.artmed.2014.10.001