orchid-initiative / synthetic-database-project

MIT License
4 stars 2 forks source link

Verify Probabilities of Decision Tree #104

Open NickKramer87 opened 4 months ago

NickKramer87 commented 4 months ago

As a user of the Orchid Initiative Synthea code, I would like the probabilities of each specific branch in the Synthea module to be up to date with the current literature. It may be that the only way to verify this is through consultation with a medical professional, but it may be possible to leverage LLMs to scan the appropriate medical papers (the source of which can be determined from said professionals) in order to very quickly find the current probabilities, and potentially even automatically add them to the code.

Action Items

  1. Determine if AI LLMs can be used for this purpose or if the hallucinations will be too harmful.
  2. Pending the result of item 1, use either method to verify the probabilities of either all modules (if an LLM works) or the modules relevant to the studies that we wish to run.