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name: Confidence Scoring description: See the main Model Explainability skill for comprehensive coverage of confidence scoring and calibration.

Confidence Scoring

This skill is covered in detail in the main Model Explainability skill.

Please refer to: 44-ai-governance/model-explainability/SKILL.md

That skill covers:

• SHAP and LIME for feature importance
• Confidence scoring and interpretation
• Calibration techniques
• Explainability for different model types
• LLM-specific explainability
• Presenting explanations to users
• Tools (SHAP, LIME, InterpretML, Captum)
• Real-world explainability examples

For confidence-specific topics, also see:

• Confidence thresholds in 44-ai-governance/human-approval-flows
• Model risk management in 44-ai-governance/model-risk-management

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Related Skills

• 44-ai-governance/model-explainability (Main skill)
• 44-ai-governance/human-approval-flows
• 44-ai-governance/model-risk-management