The Health AI Brief

XML Tags for Data - How Tech Giants Structure Medical Charts for AI


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Clinical notes are messy; your prompts shouldnโ€™t be. Learn how to use [patient_history], [labs], and [plan] tags to "sandwich" your data. We explain why XML tags act as "mental boundaries" for the LLM reducing confusion in complex case reviews.


๐‚๐ฅ๐ข๐ง๐ข๐œ๐š๐ฅ ๐†๐จ๐ฏ๐ž๐ซ๐ง๐š๐ง๐œ๐ž & ๐„๐๐ฎ๐œ๐š๐ญ๐ข๐จ๐ง๐š๐ฅ ๐ƒ๐ข๐ฌ๐œ๐ฅ๐จ๐ฌ๐ฎ๐ซ๐ž:

This concise summary of AI technology is for ๐ž๐๐ฎ๐œ๐š๐ญ๐ข๐จ๐ง๐š๐ฅ ๐š๐ง๐ ๐ข๐ง๐Ÿ๐จ๐ซ๐ฆ๐š๐ญ๐ข๐จ๐ง๐š๐ฅ ๐ฉ๐ฎ๐ซ๐ฉ๐จ๐ฌ๐ž๐ฌ ๐จ๐ง๐ฅ๐ฒ. It provides a technical analysis of AI capabilities in healthcare and does not constitute medical advice, diagnosis, or treatment.

โ€ข ๐‚๐ฅ๐ข๐ง๐ข๐œ๐š๐ฅ ๐€๐œ๐œ๐จ๐ฎ๐ง๐ญ๐š๐›๐ข๐ฅ๐ข๐ญ๐ฒ: If you are a healthcare professional, ensure any implementation of AI tools complies with your local Trustโ€™s policies, data governance protocols, and professional regulatory standards (GMC/NMC/HCPC or equivalent).

โ€ข ๐ˆ๐ง๐๐ž๐ฉ๐ž๐ง๐๐ž๐ง๐ญ ๐„๐ฏ๐ข๐๐ž๐ง๐œ๐ž-๐๐š๐ฌ๐ž๐ ๐‘๐ž๐ฏ๐ข๐ž๐ฐ: The views expressed are my own and do not represent the official position of any University, Hospital Trust, employer, or regulatory body.

โ€ข ๐๐š๐ญ๐ข๐ž๐ง๐ญ ๐’๐š๐Ÿ๐ž๐ญ๐ฒ: This video does not establish a doctor-patient relationship. Members of the public should always seek the advice of a qualified healthcare provider regarding any medical condition.

Music generated by Mubert https://mubert.com/render

https://substack.com/@healthaibrief


#DataStructuring #XML #MedicalCoding #AIArchitecture #HealthIT #aiinmedicine

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The Health AI BriefBy Stephen A