Inspiration
Healthcare is a broken industry with tons of money spent on inefficient administrative work
What it does
Thyme health automates medical coding & billing, saving providers time & money and streamlining the process
How we built it
A combination of prompt tuning & vector search enabled via langchain, we obtained publicly available data to train with
Challenges we ran into
Lack of real clinical data that we can access, so we had to test on some synthetic samples.
Accomplishments that we're proud of
The baseline performance of GPT 3.5 was 10% correct codes, and GPT 4 was 30%. We've achieved over 50% with a very simplistic implementation and with minimal data, so with more time we could easily get to 80+%.
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