| 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
Regulatory References
Instructions
When this skill is activated, Claude should:
- Demonstrate L4 proficiency in bias detection and mitigation in pv ai
- Apply evaluate level cognitive skills to evaluate the topic
- Reference relevant regulatory guidance (general PV standards)
- 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
