calibration

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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