Characterizing the psychiatric drug responses of Reddit users from a socialomics perspective

作者：

Highlights：

• This paper proposes a method using network structural variation to characterize drug reactions from a socialomics perspective.

• We construct seven base entity networks: affective, cognitive, perceptual, social, personal concerns, side effects, and disease types.

• For each drug, we create a network and measure the variation in the network structure generated by adding the drug network to the seven base networks.

• These results demonstrate that drug reactions can be assessed using social media, which may aid in the understanding of these reactions.

摘要

•This paper proposes a method using network structural variation to characterize drug reactions from a socialomics perspective.•We construct seven base entity networks: affective, cognitive, perceptual, social, personal concerns, side effects, and disease types.•For each drug, we create a network and measure the variation in the network structure generated by adding the drug network to the seven base networks.•These results demonstrate that drug reactions can be assessed using social media, which may aid in the understanding of these reactions.

论文关键词：Social media mining,Graph embedding,Network structure variation,Socialomics

论文评审过程：Received 11 February 2020, Revised 20 May 2020, Accepted 21 May 2020, Available online 11 June 2020, Version of Record 11 June 2020.

论文官网地址：https://doi.org/10.1016/j.joi.2020.101056