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---
name: calibration
description: Applies decision thresholds for high-confidence inputs or enforces conservative safety margins for low-confidence cases
license: MIT
compatibility: opencode
metadata:
audience: developers
workflow: clinical-pipeline
---
## What I do
I apply calibration thresholds that determine how conservatively the pipeline operates. If detection confidence is >= 0.65, I apply standard thresholds (0.65). If confidence < 0.65, I enforce conservative safety margins (0.50) to reduce false positives.
## When to use me
Use this when:
- Skin tone detection is complete and you need to set decision thresholds
- You need to determine whether to use standard or safety calibration
- You're balancing sensitivity vs specificity based on detection confidence
## Key Concepts
- **Standard Calibration**: Threshold = 0.65 for high-confidence inputs
- **Safety Calibration**: Threshold = 0.50 for low-confidence inputs
- **is_low_confidence**: Boolean flag routing to appropriate calibration
- **calibration_complete**: State flag indicating calibration is done
## Source Files
- `services/goap.ts`: Calibration action definitions
- `types.ts`: WorldState interface
## Code Patterns
- Standard-Calibration-Agent: `{ is_low_confidence: false }` preconditions
- Safety-Calibration-Agent: `{ is_low_confidence: true }` preconditions
- Both set `calibration_complete: true` effect
## Operational Constraints
- Safety calibration is MANDATORY for low-confidence cases
- Threshold decisions affect all downstream fairness calculations
- Always log which calibration mode was applied
