ksb-d08-k0047

name: "KSB-D08-K0047" description: "Bias Detection and Mitigation in PV AI: Mastery of bias considerations in pharmacovigilance AI including training data bias identification, ..." version: "1.0.0" domain: "D08" domain_name: "Signal Detection & Management" type: "Knowledge" proficiency_level: "L4" bloom_level: "evaluate" triggers: - "explain bias detection and mitigation in pv ai" - "what is bias detection and mitigation in pv ai" - "evaluate bias detection and mitigation in pv ai" epa_mapping: "EPA-04, EPA-05" cpa_mapping: "CPA-02" regulatory_refs: ""

KSB-D08-K0047: Bias Detection and Mitigation in PV AI

Overview

Domain: D08 - Signal Detection & Management Type: Knowledge Proficiency Level: L4 (Proficient - Independent practice) Bloom Level: Evaluate

Description

Mastery of bias considerations in pharmacovigilance AI including training data bias identification, algorithmic fairness assessment, demographic parity evaluation, and bias mitigation strategies for equitable signal detection.

Context

• Major Section: AI Signal Detection Advanced Topics
• Section: AI Bias Management

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 bias detection and mitigation in pv ai
2. Apply evaluate level cognitive skills to evaluate the topic
3. Reference relevant regulatory guidance (general PV standards)
4. Connect to related EPAs: EPA-04, EPA-05

Key Competencies

• Mastery of bias considerations in pharmacovigilance AI including training data bias identification, algorithmic fairness assessment, demographic parity evaluation, and bias mitigation strategies for equitable signal detection.

Assessment Criteria

• Can evaluate core concepts independently
• Demonstrates understanding of regulatory context
• Applies knowledge appropriately to PV scenarios

Related Skills

• Other D08 skills in AI Bias Management
• Cross-domain integrations per DAG architecture

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