Login / Signup

Extraction and Quantification of Words Representing Degrees of Diseases: Combining the Fuzzy C-Means Method and Gaussian Membership.

Feng HanZiHeng ZhangHongjian ZhangJun NakayaKohsuke KudoKatsuhiko Ogasawara
Published in: JMIR formative research (2022)
This study proposes an innovative method for handling subjective words. We used the FCM method to extract the subjective degree words in the English-interpreted report of the MIMIC-III and then used the Gaussian functions to quantify the subjective degree words. In this method, words containing subjectivity in unstructured texts can be automatically processed and transformed into numerical ranges by digital processing. It was concluded that the digitization of ambiguous words in medical texts is feasible.
Keyphrases
  • sleep quality
  • oxidative stress
  • depressive symptoms
  • physical activity