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From text to code – Leveraging machine learning for neurology outpatient clinical codingBox 1. Prompt engineering template used in calls to Mistral 7B. was replaced with each processed clinic letter body (the complete prompt is available in Appendix 4).Box 2. Example of hallucination using Mistral 7b model

Background: Most neurological care is delivered in outpatient settings without mandated clinical coding. The clinical records remain stored as unstructured text with inconsistent formatting. There is a significant opportunity to increase the value of these data through automated clinical coding util...

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Principais autores: Elena Purcaru, Michael George, Matthew Stammers, Christopher Kipps
Formato: Artigo
Idioma:Inglês
Publicado em: Elsevier 2026-03-01
coleção:Neuroscience Informatics
Assuntos:
Acesso em linha:http://www.sciencedirect.com/science/article/pii/S2772528626000014
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