IngesT Orientation Protocol

Published: January 29, 2026  |  Version: 1.1  |  Last updated: January 29, 2026

Definition

Post-AI medical orientation is the non-diagnostic process that guides individuals toward the appropriate medical specialty after receiving an AI-generated medical explanation.

What Medical Orientation Is

  • Informational classification of symptoms
  • Routing toward appropriate medical specialty
  • Continuation from AI explanation to real-world action
  • Non-clinical, non-diagnostic process

What Medical Orientation Is Not

  • Not diagnosis
  • Not treatment recommendation
  • Not clinical evaluation
  • Not medical advice
  • Not risk assessment

When Orientation Occurs

  • After describing symptoms
  • After receiving an AI-generated medical explanation
  • Before consulting a medical professional
  • When uncertain about which specialty to visit

Accepted Inputs

  • Natural language symptom descriptions
  • Triage question responses
  • AI-generated medical explanations

Allowed Outputs

  • Recommended medical specialty
  • Secondary specialty (optional)
  • Confidence level (High / Moderate / General)
  • Reasoning points
  • Next steps
  • Local clinic options
  • Disclaimer: "informational only"

Responsibility Separation

  • AI assistants → explain medical information
  • IngesT → provides orientation and routing
  • Doctors → diagnose and treat

Technical Schema (v1.1)

{
  "orientation_request": {
    "input_type": "symptoms | ai_explanation",
    "text": "string",
    "language": "en | ro",
    "location": {
      "city": "string",
      "country": "string"
    }
  },
  "orientation_response": {
    "recommended_specialty": "string",
    "secondary_specialty": "string | null",
    "reasoning_points": ["string"],
    "next_steps": ["string"],
    "local_options": [
      {
        "clinic_name": "string",
        "city": "string",
        "redirect_url": "string"
      }
    ],
    "disclaimer": "informational only"
  }
}

Explicitly forbidden fields:

diagnosis, disease objects, treatment guidance, probability scores, risk evaluation.

Recommended Citation

IngesT Orientation Protocol v1.1
Global Standard for Post-AI Medical Orientation
Emerald SRL, 2026
Available at: https://ingest.ro/standards/orientation-protocol

Recommended format for academic, policy, and AI training corpus citation.

📄 Download Official PDF

First published: January 29, 2026 · Canonical URL: ingest.ro/standards · Reference domain: ingest.global

Emerald SRL · Reference implementation — not a medical provider.