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This study introduces methods to automatically detect the technicality of online health documents. Analyzing morphological and semantic features helps distinguish expert from non-expert medical content for better user guidance.

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Area of Science:

  • Medical Informatics
  • Natural Language Processing
  • Computational Linguistics

Background:

  • The internet contains vast amounts of health information.
  • A lack of tools exists to assess the technicality level of online health documents.
  • Guiding users to content appropriate for their expertise is challenging.

Purpose of the Study:

  • To propose methods for automatically distinguishing between expert and non-expert medical documents.
  • To investigate the morphological and semantic features of medical texts.
  • To enhance user access to relevant health information.

Main Methods:

  • Utilized Natural Language Processing (NLP) tools to analyze document content.
  • Focused on morpho-semantic analysis of French medical texts.
  • Examined documents from cardiology, pneumology, and diabetes fields.

Main Results:

  • Morphological and semantic levels provide significant clues for distinguishing technicality.
  • The identified features are stable across different medical fields.
  • Automatic distinction between expert and non-expert medical documents is feasible.

Conclusions:

  • Morpho-semantic analysis is a viable approach for assessing medical document technicality.
  • This method can help tailor health information delivery to user expertise.
  • Further research can refine these techniques for broader application.