By name: "KSB-D08-K0046" description: "Explainable AI for Signal Detection: Comprehensive understanding of explainability requirements for AI signal detection including SHAP va..." version: "1.0.0" domain: "D08" domain_name: "Signal Detection & Management" type: "Knowledge" proficiency_level: "L4" bloom_level: "analyze" triggers: - "explain explainable ai for signal detection" - "what is explainable ai for signal detection" - "analyze explainable ai for signal detection" epa_mapping: "EPA-04, EPA-05" cpa_mapping: "CPA-02" regulatory_refs: ""
KSB-D08-K0046: Explainable AI for Signal Detection
Overview
Domain: D08 - Signal Detection & Management Type: Knowledge Proficiency Level: L4 (Proficient - Independent practice) Bloom Level: Analyze
Description
Comprehensive understanding of explainability requirements for AI signal detection including SHAP values interpretation, feature importance analysis, decision pathway visualization, and regulatory expectations for AI transparency.
Context
- Major Section: AI Signal Detection Advanced Topics
- Section: Explainable AI
EPA Mapping
- EPA-04:3009-3010
- EPA-05:3011-3012
CPA Pathway
- CPA-02
Regulatory References
- General PV competency
Instructions
When this skill is activated, Claude should:
- Demonstrate L4 proficiency in explainable ai for signal detection
- Apply analyze level cognitive skills to analyze the topic
- Reference relevant regulatory guidance (general PV standards)
- Connect to related EPAs: EPA-04, EPA-05
Key Competencies
- Comprehensive understanding of explainability requirements for AI signal detection including SHAP values interpretation, feature importance analysis, decision pathway visualization, and regulatory expectations for AI transparency.
Assessment Criteria
- Can analyze core concepts independently
- Demonstrates understanding of regulatory context
- Applies knowledge appropriately to PV scenarios
Related Skills
- Other D08 skills in Explainable AI
- Cross-domain integrations per DAG architecture
Generated from PV KSB Framework v1.0 | 2025-12-31