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Automated ICD10-Coding of Teleconsultations Conclusions in Primary Care.

Bénédicte MelotFlorian DrouetCaroline AlvarezCéline GrimshawJulie GrosjeanCatherine Duclos
Published in: Studies in health technology and informatics (2023)
The national teleconsultation platform Qare offers a promising tool to collect data in primary care by sharing the same EHR among teleconsultants. Conclusions for every teleconsultation are thus collected by a text using an ICD10 code or not. Nevertheless, the use of the ICD10 classification by primary care doctors is scarce. We developed an algorithm based on bags of words that associates an ICD10 code for each textual conclusion and evaluated it. It shows good performances (88 to 89% concordance) to assign ICD10 category. It could be used to enhance the volume of coded teleconsultations ready to be reused.
Keyphrases
  • primary care
  • machine learning
  • deep learning
  • electronic health record
  • high throughput
  • general practice
  • big data
  • social media
  • quality improvement
  • healthcare