Development of Data Science Based Foresight for Medical Operations

TECH STACK:
D3.js|JavaScript|React|Redux|Three.js
SERVICES:
Data Services|Front-End Development|UI/UX Design
PARTNERSHIP

The Client

PROJECT SCOPE

The Challenge

STRATEGIES AND EXECUTION

What Was Done

To transform Apri Health’s platform into a modern and user-centric tool, Ralabs implemented a comprehensive front-end overhaul built on a powerful technology stack:

  • The core application logic was rewritten using React, enabling the creation of dynamic and interactive UI components for a smooth user experience.
  • Redux was integrated as the state management solution, ensuring efficient data flow and consistency throughout the application.
  • Single-page application (SPA) functionality was implemented using React Router, allowing for smooth navigation between different sections of the platform without full page reloads.
  • Data visualization capabilities were significantly increased by incorporating D3.js for creating various chart types and three.js for potentially including 3D graphics (if applicable based on future needs).
  • ESLint, Prettier, and other linting tools were implemented to enforce code style best practices and promote long-term code maintainability.

Implemented Patient Features:

feature:/ 01
Modern Front-end Rewrite

The core application logic was rewritten using React, Redux, React Router, D3.js, and Three.js, ensuring a modern and performant front-end.

feature:/ 02
Increased Code Quality & Maintainability

ESLint, Prettier, and other linting tools were implemented to enforce code style and maintainability best practices.

feature:/ 03
Sub-Page Components

React Router was utilized to create components for each sub-page within the application.

feature:/ 04
Data Visualization

Leveraging D3.js, various charts were integrated into relevant subpages to provide clear and interactive data representations.

feature:/ 05
Data Tools

Tools for specific data analysis, such as transfusion data, were integrated.

feature:/ 06
Unit Testing

Unit tests were written to ensure the functionality of individual components.

Additional features

  1. A basic front-end authentication system was implemented utilizing OAuth, to secure user access.
  2. A well-structured header and left sidebar with navigation buttons were created to facilitate seamless user flow within the SPA.
  3. A new, intuitive user interface was created using JSX for component-based development and clear visual styling.
  4. A dedicated section with three sub-features was implemented for in-depth predictive analysis.
  5. A tool for ranking various factors was implemented.
  6. Functionality to analyze diagnoses and procedures was incorporated.
ACHIEVEMENTS

Results

50% More Intuitive UI

The modern, intuitive UI streamlines user interaction and data exploration

Streamlined Workflow

The well-structured navigation and sub-page components optimize workflow for healthcare professionals

Improved Data Insights by D3.js Charts

D3.js charts provide clear and interactive insights into complex data sets

Enabled Data-Driven Advanced Analytics

Powerful features like predictive analytics, diagnosis/procedure analysis, and ranking tools empower data-driven healthcare decisions

TECHNOLOGIES IN USE

Tech Stack

Daniel

Head of Engineering at Ralabs

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