By name: "KSB-D09-K0106" description: "Federated Learning for Multi-Site Studies: Mastery of federated learning approaches for multi-site pharmacovigilance studies including privacy-..." version: "1.0.0" domain: "D09" domain_name: "Post-Authorization Studies" type: "Knowledge" proficiency_level: "L5" bloom_level: "evaluate" triggers: - "explain federated learning for multi-site studies" - "what is federated learning for multi-site studies" - "evaluate federated learning for multi-site studies" epa_mapping: "EPA-02, EPA-04, EPA-05" cpa_mapping: "CPA-02, CPA-07" regulatory_refs: ""
KSB-D09-K0106: Federated Learning for Multi-Site Studies
Overview
Domain: D09 - Post-Authorization Studies Type: Knowledge Proficiency Level: L5 (Expert - Can supervise others) Bloom Level: Evaluate
Description
Mastery of federated learning approaches for multi-site pharmacovigilance studies including privacy-preserving distributed analytics, secure multi-party computation, collaborative model training, and federated signal detection methods.
Context
- Major Section: AI in Post-Authorization Studies
- Section: Federated Learning PV
EPA Mapping
- EPA-02:3004-3005
- EPA-04:3009-3010
- EPA-05:3011-3012
CPA Pathway
- CPA-02, CPA-07
Regulatory References
- General PV competency
Instructions
When this skill is activated, Claude should:
- Demonstrate L5 proficiency in federated learning for multi-site studies
- Apply evaluate level cognitive skills to evaluate the topic
- Reference relevant regulatory guidance (general PV standards)
- Connect to related EPAs: EPA-02, EPA-04, EPA-05
Key Competencies
- Mastery of federated learning approaches for multi-site pharmacovigilance studies including privacy-preserving distributed analytics, secure multi-party computation, collaborative model training, and federated signal detection methods.
Assessment Criteria
- Can evaluate core concepts independently
- Demonstrates understanding of regulatory context
- Applies knowledge appropriately to PV scenarios
Related Skills
- Other D09 skills in Federated Learning PV
- Cross-domain integrations per DAG architecture
Generated from PV KSB Framework v1.0 | 2025-12-31