Source 1 and 2: Canada Health Infoway – Pan Canadian Interoperability Roadmap
Solution Approach Overview
We built a prototype that allows healthcare practitioners to access any arbitrary patient data simply by asking questions in natural language.
To develop this prototype, we leveraged OpenAI’s GPT3.5 APIs as the foundational LLM to convert natural language to a FHIR query that would be run on Health Samurai’s Aidbox FHIR platform. We fine-tuned the standard GPT3.5 LLM model using prompt-engineering techniques to better understand healthcare-based user instructions and matched it with corresponding standard FHIR APIs to retrieve the required data. The model was also fine-tuned to output the data in a non-technical, natural language format.
While it is built on Health Samurai’s Aidbox with OpenAI APIs, this application can be customized for other FHIR providers and other Gen AI APIs without making major changes to the fundamentals to the application.
Examples of questions we can ask the AI–Powered Knowledge Assistant
What is the number of patients in the system?
- Give me information about patient number XX*.
- What’s the name of patient number XXZ?
- Tell me about the last medical record of patient number YYT.
- I want to know about the conditions that patient number XYZ is presenting.
*In a real-life scenario, XX would be replaced with the patient ID
Blanc Labs has developed an innovative Proof of Concept that leverages Generative AI and our FHIR platform, Aidbox, to enable natural language access to patient data through FHIR APIs. We believe this could have
mainstream application around healthcare data accessibility leading to enhanced patient care.
Gen AI on 🔥 Techstack
What’s next?
Our intention is to enhance the demo to support more complex queries involving more than one FHIR API call as well as supporting richer output formats like charts & tables.
We’d also like to hear from the FHIR community on their thoughts about how to take this to the next level. Please participate in the brief questionnaire below to provide you input and feedback.
What did you think of this initiative? Give us your feedback in the form below.
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