# Confidence Scoring

> See the main Model Explainability skill for comprehensive coverage of confidence scoring and calibration.

- Skill: `majiayu000/confidence-scoring` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds add majiayu000/confidence-scoring`
- Raw SKILL.md: https://api.skillmd.com/api/skills/majiayu000/confidence-scoring/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: majiayu000 (https://skillmd.com/u/majiayu000)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/majiayu000/confidence-scoring

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# 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`