Detection of Suicidality Among Opioid Users on Reddit: Machine Learning-Based Approach.

Journal: Journal of medical Internet research
PMID:

Abstract

BACKGROUND: In recent years, both suicide and overdose rates have been increasing. Many individuals who struggle with opioid use disorder are prone to suicidal ideation; this may often result in overdose. However, these fatal overdoses are difficult to classify as intentional or unintentional. Intentional overdose is difficult to detect, partially due to the lack of predictors and social stigmas that push individuals away from seeking help. These individuals may instead use web-based means to articulate their concerns.

Authors

  • Hannah Yao
    Stony Brook University, Stony Brook, NY, United States.
  • Sina Rashidian
    Stony Brook University, Stony Brook, NY.
  • Xinyu Dong
    Stony Brook University, Stony Brook, NY.
  • Hongyi Duanmu
    Department of Radiology, Stony Brook School of Medicine, Stony Brook, NY; Department of Computer Science, Stony Brook University, Stony Brook, NY.
  • Richard N Rosenthal
    Stony Brook University, Stony Brook, NY.
  • Fusheng Wang
    Stony Brook University, Stony Brook, NY.