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Association of Health Care Work With Anxiety and Depression During the COVID-19 Pandemic: Structural Topic Modeling Study.

Matteo MalgaroliEmily TsengThomas Derrick HullEmma JenningsTanzeem K ChoudhuryNaomi M Simon
Published in: JMIR AI (2023)
The study provides large-scale quantitative evidence that during the initial wave of the COVID-19 pandemic, HCWs faced unique work-related challenges and stressors associated with anxiety and depression, which required dedicated treatment efforts. The study further demonstrates how natural language processing methods have the potential to surface clinically relevant markers of distress while preserving patient privacy.
Keyphrases
  • healthcare
  • high resolution
  • autism spectrum disorder
  • risk assessment
  • climate change
  • deep learning
  • social media
  • artificial intelligence