AI Pretends to Play Doctor 👩⚕️👨⚕️
So essentially,
DiagnosisGPT can diagnose you and explain the reasoning
Paper: CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis (24 Pages)
Github: https://github.com/FreedomIntelligence/Chain-of-Diagnosis
Researchers from Shenzhen Research Institute of Big Data and The Chinese University of Hong Kong are interested in developing better medical diagnosis technology.
Hmm..What’s the background?
LLMs offer a promising path for automated diagnosis, but the application of LLMs in medical diagnosis encounters significant challenges of interpretability. Without interpretability, it is unclear if decisions meet sound analysis and ethical standards.
Ok, So what is proposed in the research paper?
The paper has the following key proposals:
This research introduces Chain-of-Diagnosis (CoD) to enhance the interpretability of LLM-based medical diagnostics
CoD transforms the diagnostic process into a diagnostic chain that mirrors a physician’s thought process, providing a transparent reasoning pathway
CoD also predicts a confidence distribution, where higher confidence suggests greater certainty in diagnosing a specific disease
What’s next?
The researchers share potential areas for improvement and further exploration including better patterns of though process, multi agent reasoning and testing it on more domain specific medical datasets.
So essentially,
DiagnosisGPT can diagnose you and explain the reasoning