Federated learning for violence incident prediction in a simulated cross-institutional psychiatric setting

作者：

Highlights：

• Federated Learning can increase clinical datasets.

• Results seem not to be compromised.

• This is the first proof-of-concept of a Federated Learning system for clinical NLP.

摘要

•Federated Learning can increase clinical datasets.•Results seem not to be compromised.•This is the first proof-of-concept of a Federated Learning system for clinical NLP.

论文关键词：Federated learning,Violence prediction,Neural networks,Psychiatry,Clinical notes

论文评审过程：Received 8 July 2021, Revised 26 November 2021, Accepted 21 February 2022, Available online 10 March 2022, Version of Record 28 March 2022.

论文官网地址：https://doi.org/10.1016/j.eswa.2022.116720