ksb-d07-k0018

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Duplicate Detection and Management: AI algorithms identifying potential duplicates across systems, similarity scoring methods, merge con...

nexvigilant By nexvigilant schedule Updated 2/2/2026

name: "KSB-D07-K0018" description: "Duplicate Detection and Management: AI algorithms identifying potential duplicates across systems, similarity scoring methods, merge con..." version: "1.0.0" domain: "D07" domain_name: "Spontaneous Reporting Systems" type: "Knowledge" proficiency_level: "L1" bloom_level: "remember" triggers: - "explain duplicate detection and management" - "what is duplicate detection and management" - "define duplicate detection and management" epa_mapping: "EPA-02, EPA-04, EPA-05" cpa_mapping: "CPA-02, CPA-05" regulatory_refs: "FDA-CFR-002, ICH-E2C(R2), ICH-E2F, EMA-GVP-004"

KSB-D07-K0018: Duplicate Detection and Management

Overview

Domain: D07 - Spontaneous Reporting Systems Type: Knowledge Proficiency Level: L1 (Novice - Direct supervision required) Bloom Level: Remember

Description

AI algorithms identifying potential duplicates across systems, similarity scoring methods, merge conflict resolution

Context

  • Major Section: Global Spontaneous Reporting System Architecture
  • Section: AI-Enhanced Data Quality Management

EPA Mapping

  • EPA-02:3004-3005
  • EPA-04:3009-3010
  • EPA-05:3011-3012

CPA Pathway

  • CPA-02, CPA-05

Regulatory References

  • FDA-CFR-002
  • ICH-E2C(R2)
  • ICH-E2F
  • EMA-GVP-004

Instructions

When this skill is activated, Claude should:

  1. Demonstrate L1 proficiency in duplicate detection and management
  2. Apply remember level cognitive skills to define the topic
  3. Reference relevant regulatory guidance (FDA-CFR-002, ICH-E2C(R2), ICH-E2F, EMA-GVP-004)
  4. Connect to related EPAs: EPA-02, EPA-04, EPA-05

Key Competencies

  • AI algorithms identifying potential duplicates across systems, similarity scoring methods, merge conflict resolution

Assessment Criteria

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

Related Skills

  • Other D07 skills in AI-Enhanced Data Quality Management
  • Cross-domain integrations per DAG architecture

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

Install via CLI
npx skills add https://github.com/nexvigilant/.true --skill ksb-d07-k0018
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