Git Product home page Git Product logo

sl-disability-form's Introduction

AI-Powered Automation for SunLife Short Term Disability Forms

Project Overview

Purpose

This project explores the innovative application of AI, specifically using GPT, to automate the completion of SunLife Short Term Disability (SL STD) forms. Our primary objective is to reduce operational costs, save time for healthcare practitioners, and significantly lower expenses for members. Typically, members incur a cost of approximately $80 per form when completed by a practitioner. Our solution aims to mitigate these costs effectively.

Methodology

The system leverages context derived from Mental Health Services (MHS), Medical Doctor (MD), and Psychological (PSY) notes to accurately fill out the fields in the SUNLIFE STD FORM. To ensure reliability and minimize the risk of inaccurate information ('hallucinations'), the system is programmed to extract relevant data directly from these contextual notes.

Implementing Constrained AI Responses

To further refine the AI's output and ensure consistency, we employ pydantic parsing with constrained instructions. This approach guarantees that the AI's responses adhere strictly to the predefined pydantic model, thus enhancing the accuracy and reliability of the completed forms. For a detailed view of the implementation, refer to the api/llmoperations.py in our repository.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.