reviewnpj Digital MedicineMar 24, 2020GOLD OA

Methods in predictive techniques for mental health status on social media: a critical review

Northwestern University · Georgia Department of Natural Resources · +1 more institution

PubMed
Indexed incrossrefdoajpubmed

Abstract

Social media is now being used to model mental well-being, and for understanding health outcomes. Computer scientists are now using quantitative techniques to predict the presence of specific mental disorders and symptomatology, such as depression, suicidality, and anxiety. This research promises great benefits to monitoring efforts, diagnostics, and intervention design for these mental health statuses. Yet, there is no standardized process for evaluating the validity of this research and the methods adopted in the design of these studies. We conduct a systematic literature review of the state-of-the-art in predicting mental health status using social media data, focusing on characteristics of the study…

Citation impact

512
total citations
FWCI
59.08
Percentile
100%
References
107
Citations per year

Authors

2

Topics & keywords

Keywords
  • Mental health
  • Operationalization
  • Psychology
  • Anxiety
  • Social media
  • Applied psychology
  • Data collection
  • Construct (python library)
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