Healthsense: The Healthcare of Tomorrow, Today.
Overview
HealthSense Insights is a robust, scalable analytical platform designed specifically for the SCDHHS ecosystem. Our mission is to combat the estimated $100 billion lost annually to Medicaid fraud and waste in the U.S. by providing transparent, actionable insights through advanced AI and data-analytics integration.
Platform Details
1. Proprietary non-Black-Box Algorithms
We prioritized transparency and auditability over generic black-box AI:
- SARIMA Ensemble Modeling: Our enrollment and earnings forecasting utilizes a Seasonal Autoregressive Integrated Moving Average ensemble, achieving a 94.7% model confidence.
- Explainable Risk Scoring: Every potential anomaly is processed through a risk scoring system where specific behavioral rules contribute to a cumulative score. This allows auditors to see the exact logic behind every flag.
- Scenario-Based Forecasting: Supports real-time updates for multiple economic scenarios, including a Baseline, Medicaid Expansion, Economic Downturn, and High Unemployment.
2. Full Compliance & Security
Built from the ground up with the SCDHHS workflow and legal requirements in mind:
- HIPAA & Audit Readiness: Designed for HIPAA compliance with continuous data-analytic log creation.
- Banned List Integration: Automatically flags similar profiles against the LEIE (List of Excluded Individuals) for SC Medicaid.
- Workspace Isolation: Features separate workspaces for different users and organizations to maintain strict data privacy.
3. Advanced Multi-modal Architecture
- Cloud Backend: Utilizes AWS S3 for raw data storage and Supabase for secure user authentication and credential validation.
- Automated Data Pipeline: Handles mixed data formats (CSV/ZIP/YAML, etc.), performing automated unzipping, deduplication, and normalization to ensure data is "analysis-ready".
- Flexible Access: Includes a professional customizable Dashboard for executives and a CLI Tool for developers.
Carolina Compilers
HealthSense is the result of our desire to truly improve the lives of everyone in South Carolina suffering from a lack of access to Medicaid resources - especially because of maliciously false claims. This project was born from a shared motivation to solve this massive real-world problem - to protect the integrity of public healthcare resources.
Throughout this process, we:
- Mastered New Frameworks: We pushed beyond our comfort zones to implement advanced SARIMA ensemble modeling, multi-modal cloud integration, and secure HIPAA-aligned architectures.
- Forged a Team: Working together for the first time, we evolved into a cohesive unit capable of building a complex, full-stack MVP from scratch using actual SC Medicaid data.
- Commitment to DHHS: We have built a functional foundation that we are eager to take forward and refine in collaboration with the SCDHHS.
Why HealthSense?
HealthSense offers the premier solution for South Carolina DHHS:
- Best-in-Class Workflow Integration: Built specifically for the SCDHHS environment, matching the department's compliance and workflow needs.
- Unmatched Scalability: Our architecture supports month-by-month projections up to 10 years, ensuring the platform grows alongside real-time changes. Our data lifecycles also ensure minimum latency and allow for scaling.
- Maximum Functionality: From real-time chatbot assistance to deep-dive billing pattern analysis, HealthSense is the most complete Medicaid intelligence tool - available now.
Quick Start (CLI)
# Install dependencies
npm install
# Build and link the CLI
npm run build:cli
npm link
# Run a 6-month enrollment forecast
healthsense forecast --months 6 --scenario baseline
Built With
- amazon-web-services
- kalman
- sarima
- supabase
- typescript
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