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The Use of Natural Language Processing Methods in Reddit to Investigate Opioid Use: Scoping Review.

Alexandra AlmeidaThomas PattonMike ConwayAmarnath GuptaSteffanie A StrathdeeAnnick Borquez
Published in: JMIR infodemiology (2024)
This scoping review identified a wide variety of NLP techniques and applications used to support surveillance and social media interventions addressing the opioid crisis. Despite the clear potential of these methods to enable the identification of opioid-relevant content in Reddit and its analysis, there are limits to the degree of interpretive meaning that they can provide. Moreover, we identified the need for standardized ethical guidelines to govern the use of Reddit data to safeguard the anonymity and privacy of people using these forums.
Keyphrases
  • social media
  • health information
  • chronic pain
  • pain management
  • public health
  • big data
  • electronic health record
  • clinical practice
  • machine learning
  • data analysis
  • deep learning