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Challenge

Google ADK Multilingual Public Health Kiosk & Diagnostics Router

Public health systems require accessible multi-modal diagnostic triage agents capable of operating across regional spoken dialects and document formats. Build a multilingual health desk agent using Google ADK and Gemini.

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Challenge brief

What you are building

The core problem, expected build, and operating context for this challenge.

Develop an accessible multilingual health triage agent using Google ADK with Vertex AI.

Delivery guide

How work is evaluated

Evaluation

Evaluates multilingual triage accuracy and facility routing.

Datasets

Challenge datasets

Public datasets, plus the private datasets you have access to.

Evaluation rubric

How submissions are scored

These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.

Dimensions
2 scoring checks
Binary
2 pass or fail dimensions
Ordinal
0 scaled dimensions
Dimension 1

high_urgency_correctly_flagged

Verifies correct emergency categorization.

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Dimension 2

routing_accuracy

Accuracy of department assignment • target: 0.95 • range: 0-1

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Learning goals

What you should walk away with

  • Use Google ADK to process speech and text inputs in regional Indian languages

  • Integrate Gemini translation and intent classification pipelines

  • Direct health inquiries to appropriate regional medical facilities

Resources and assets

Reference links and supporting material

Dataset notes

Multilingual healthcare queries with clinical urgency and department tags.

Challenge setup

Evaluates multilingual triage accuracy and facility routing.

Challenge input

JSON transcript with language code

Google ADK

Mandatory framework requirement

Evaluated output

JSON triage status and department route

Evaluation checks
  • Verifies correct emergency categorization.
  • Accuracy of department assignment • target: 0.95 • range: 0-1
Configured evaluation evidence
  • Benchmark: HealthTriage-Bench
  • Routing Accuracy target: 0.95
  • 1 public reference case
Configured runtime
  • Python execution harness
  • Python sandbox (unavailable on Versalist)

Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.

View technical recipe

Configured tools

Action Space
  • Google ADK · Required
  • Google · Optional
  • Google Gemini · Optional

Evaluation contract

  • high_urgency_correctly_flagged · Weight 1
  • routing_accuracy · Weight 1

Metrics

  • routing_accuracy · Target 0.95

Benchmarks

  • HealthTriage-Bench
  • biotech

Reference cases

  • 1 public reference case

Workflow tasks

  1. Task 1

    Input: JSON transcript with language code

    Output: JSON triage status and department route

    Execution harness: Python

Evaluation tools

  • Google ADK · Agent Framework

Recipe freeze marker

No recipe freeze time is recorded.

Frequently Asked Questions about Google ADK Multilingual Public Health Kiosk & Diagnostics Router