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Clustering Research Proposal Submissions to Understand the Unmet Needs of Military Clinicians.

Benjamin M KniselyHolly H Pavliscsak
Published in: Military medicine (2023)
A semi-supervised document clustering approach was applied to a repository of proposals to partially automate the process of document annotation. By applying this process, we successfully extracted thematic content from the proposals related to problems to be addressed and proposed technological solutions. This analysis provides a snapshot of the research supply in the domain of military medicine over the last 12 years. Future work should seek to replicate and improve the document clustering process used. Future efforts should also be made to compare these results to actual published work in the domain of military medicine, revealing differences in demand for research as determined by funding and publishing decision-makers and supply by researchers.
Keyphrases
  • rna seq
  • single cell
  • posttraumatic stress disorder
  • current status
  • mental health
  • machine learning
  • systematic review
  • decision making