ksb-d08-k0046

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:

1. Demonstrate L4 proficiency in explainable ai for signal detection
2. Apply analyze level cognitive skills to analyze the topic
3. Reference relevant regulatory guidance (general PV standards)
4. 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

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Generated from PV KSB Framework v1.0 | 2025-12-31