TRIAGE AI

/

SOFTWARE ENGINEERING / MACHINE LEARNING

Hack

25' July

DEMO VIDEO


PROBLEM STATEMENT:

Emergency departments face a systemic problem: life-or-death triage decisions occur in chaotic, overcrowded settings where emotion, cognitive overload, and bias can undermine accuracy and fairness. In Canada, patients can wait dozens of hours for beds or assessment, revealing severe bottlenecks and unsafe delays in care. Studies show minority patients are more likely to receive lower-acuity triage scores and experience longer waits, indicating entrenched inequities in current systems. At the same time, clinicians spend substantial time on documentation and electronic records, further reducing capacity for rapid, consistent triage and timely treatment.

SOLUTION:

Our solution is the ER Triage System Gemini Assistant, an agentic AI copilot that automates and optimizes emergency triage to reduce delays, bias, and cognitive load on staff. It ingests multimodal inputs such as vitals, symptoms, notes, and historical data, then generates evidencebacked triage classifications and risk scores in real time, surfacing the sickest patients first. The assistant integrates with existing hospital systems and EHRs to auto-draft documentation, update triage levels dynamically, and trigger alerts or workflows for critical cases, shortening timetocare while keeping clinicians in the loop for final decisions.

Technical Skills & Methods

  • Languages & Frameworks: Python (Flask), JavaScript, HTML, CSS for fullstack web application development.


  • Frontend Engineering: Built responsive UI and patient intake flows; translated Figma prototypes into production-ready interfaces and integrated dynamic triage views.


  • Backend & APIs: Designed RESTful Flask backend to handle patient submissions, route triage requests, and orchestrate AI agent calls.


  • AI & Agentic Systems: Integrated Google Gemini API with Vellum to build a role-specialized agentic AI for emergency triage reasoning and ESI-based severity.


  • Multimodal Processing: Enabled ingestion of text and image inputs (symptoms, incident details, vitals) for AI-driven triage classification and rationale.


  • Databases: Implemented MongoDB for persistent storage of patient records, triage outputs, and audit trails; resolved BSON/ObjectID interoperability issues with external services.

  • Systems Integration: Designed workflow to align with existing hospital/EHR systems for minimal disruption implementation and automated documentation support.


  • Collaboration & Dev Practices: Used Git/GitHub for version control; coordinated multi-developer workflow across frontend, backend, database, and AI integration.

Technical Skills & Methods

  • Languages & Frameworks: Python (Flask), JavaScript, HTML, CSS for fullstack web application development.


  • Frontend Engineering: Built responsive UI and patient intake flows; translated Figma prototypes into production-ready interfaces and integrated dynamic triage views.


  • Backend & APIs: Designed RESTful Flask backend to handle patient submissions, route triage requests, and orchestrate AI agent calls.


  • AI & Agentic Systems: Integrated Google Gemini API with Vellum to build a role-specialized agentic AI for emergency triage reasoning and ESI-based severity.


  • Multimodal Processing: Enabled ingestion of text and image inputs (symptoms, incident details, vitals) for AI-driven triage classification and rationale.


  • Databases: Implemented MongoDB for persistent storage of patient records, triage outputs, and audit trails; resolved BSON/ObjectID interoperability issues with external services.

  • Systems Integration: Designed workflow to align with existing hospital/EHR systems for minimal disruption implementation and automated documentation support.


  • Collaboration & Dev Practices: Used Git/GitHub for version control; coordinated multi-developer workflow across frontend, backend, database, and AI integration.

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CONTACT@VOID.COM

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1:25 PM

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CONTACT@VOID.COM

PST

1:25 PM

let’s collaborate