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.
Latest Insights
BPI in Banking and Financial Services in the US & Canada
Banking and financial services are changing fast. Moving from old, paper methods to new, digital ones is key to staying in business. It’s important to think about how business process improvement (BPI) can help.
Business Process Improvement vs Business Process Reengineering
Business process improvement vs. reengineering is a tough choice. In this guide, we help you choose between the two based on four factors.
What is the role of a Business Process Improvement Specialist?
A business process improvement specialist identifies bottlenecks and inefficiencies in your workflows, allowing you to focus efforts on automating the right processes.
Open Banking Technology Architecture Whitepaper
We’ve developed this resource to help technical teams adopt an Open Banking approach by explaining a high-level solution architecture that is organization agnostic.
Winning the Open Banking Race: A Challenger’s Path to Entering the Ecosystem Economy
Learn about the steps you can take in forming an open banking strategy and executing on it.
Canadian IT services firms offer a strategic opportunity for US Banks and FIs
Discover the strategic advantage for U.S. banks embracing innovation with cost-effective Canadian nearshore IT support.
These are not your grandmother’s models: the impact of LLM’s on Document Processing
Explore the transformative influence of large language models (LLMs) on document processing in this insightful article. Discover how these cutting-edge models are reshaping traditional approaches, unlocking new possibilities in data analysis, and revolutionizing the way we interact with information.
From Chaos to Clarity: Achieving Operational Excellence through Business Process Improvement
Discover transformative insights and strategies to streamline operations, enhance efficiency, and drive success.
Digital Transformation Vs. IT Modernization: What’s the Difference?
Healthcare Interoperability: Challenges and Benefits
Navigating the Healthcare Interoperability Journey
Finding the right API Management Platform
BPI in Banking and Financial Services in the US & Canada
Banking and financial services are changing fast. Moving from old, paper methods to new, digital ones is key to staying in business. It’s important to think about how business process improvement (BPI) can help.
Business Process Improvement vs Business Process Reengineering
Business process improvement vs. reengineering is a tough choice. In this guide, we help you choose between the two based on four factors.
What is the role of a Business Process Improvement Specialist?
A business process improvement specialist identifies bottlenecks and inefficiencies in your workflows, allowing you to focus efforts on automating the right processes.
Open Banking Technology Architecture Whitepaper
We’ve developed this resource to help technical teams adopt an Open Banking approach by explaining a high-level solution architecture that is organization agnostic.
Winning the Open Banking Race: A Challenger’s Path to Entering the Ecosystem Economy
Learn about the steps you can take in forming an open banking strategy and executing on it.
Canadian IT services firms offer a strategic opportunity for US Banks and FIs
Discover the strategic advantage for U.S. banks embracing innovation with cost-effective Canadian nearshore IT support.
These are not your grandmother’s models: the impact of LLM’s on Document Processing
Explore the transformative influence of large language models (LLMs) on document processing in this insightful article. Discover how these cutting-edge models are reshaping traditional approaches, unlocking new possibilities in data analysis, and revolutionizing the way we interact with information.
From Chaos to Clarity: Achieving Operational Excellence through Business Process Improvement
Discover transformative insights and strategies to streamline operations, enhance efficiency, and drive success.
Digital Transformation Vs. IT Modernization: What’s the Difference?
Healthcare Interoperability: Challenges and Benefits
Navigating the Healthcare Interoperability Journey
Finding the right API Management Platform
BPI in Banking and Financial Services in the US & Canada
Banking and financial services are changing fast. Moving from old, paper methods to new, digital ones is key to staying in business. It’s important to think about how business process improvement (BPI) can help.
Business Process Improvement vs Business Process Reengineering
Business process improvement vs. reengineering is a tough choice. In this guide, we help you choose between the two based on four factors.
What is the role of a Business Process Improvement Specialist?
A business process improvement specialist identifies bottlenecks and inefficiencies in your workflows, allowing you to focus efforts on automating the right processes.
Open Banking Technology Architecture Whitepaper
We’ve developed this resource to help technical teams adopt an Open Banking approach by explaining a high-level solution architecture that is organization agnostic.
Winning the Open Banking Race: A Challenger’s Path to Entering the Ecosystem Economy
Learn about the steps you can take in forming an open banking strategy and executing on it.
Canadian IT services firms offer a strategic opportunity for US Banks and FIs
Discover the strategic advantage for U.S. banks embracing innovation with cost-effective Canadian nearshore IT support.
These are not your grandmother’s models: the impact of LLM’s on Document Processing
Explore the transformative influence of large language models (LLMs) on document processing in this insightful article. Discover how these cutting-edge models are reshaping traditional approaches, unlocking new possibilities in data analysis, and revolutionizing the way we interact with information.
From Chaos to Clarity: Achieving Operational Excellence through Business Process Improvement
Discover transformative insights and strategies to streamline operations, enhance efficiency, and drive success.