Detection of Suicidality Among Opioid Users on Reddit: Machine Learning–Based Approach
Journal of Medical Internet Research2020Vol. 22(11), pp. e15293–e15293
Citations Over TimeTop 10% of 2020 papers
Abstract
Opioid abuse is linked to the risk of unintentional overdose and suicide risk. Social media platforms such as Reddit contain metadata that can aid machine learning and provide information at a personal level that cannot be obtained elsewhere. We demonstrate that it is possible to use NNs as a tool to predict an out-of-sample target with a model built from data sets labeled by characteristics we wish to distinguish in the out-of-sample target.
Related Papers
- → Characteristics of Fentanyl Overdose — Massachusetts, 2014–2016(2017)290 cited
- → Methodological Complexities in Quantifying Rates of Fatal Opioid-Related Overdose(2019)59 cited
- → Overdose and mortality risk following a non-fatal opioid overdose treated by Emergency Medical Services in King County, Washington(2023)13 cited
- → Disparities in opioid overdose survival and naloxone administration in Pennsylvania(2022)14 cited