ksb-d10-k0106

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AI Comparative Benefit-Risk Analysis: Understanding of AI applications for comparative benefit-risk analysis including automated comparato...

nexvigilant By nexvigilant schedule Updated 2/2/2026

name: "KSB-D10-K0106" description: "AI Comparative Benefit-Risk Analysis: Understanding of AI applications for comparative benefit-risk analysis including automated comparato..." version: "1.0.0" domain: "D10" domain_name: "Benefit-Risk Assessment" type: "Knowledge" proficiency_level: "L4" bloom_level: "analyze" triggers: - "explain ai comparative benefit-risk analysis" - "what is ai comparative benefit-risk analysis" - "analyze ai comparative benefit-risk analysis" epa_mapping: "EPA-03, EPA-05, EPA-08" cpa_mapping: "CPA-02, CPA-03" regulatory_refs: ""

KSB-D10-K0106: AI Comparative Benefit-Risk Analysis

Overview

Domain: D10 - Benefit-Risk Assessment Type: Knowledge Proficiency Level: L4 (Proficient - Independent practice) Bloom Level: Analyze

Description

Understanding of AI applications for comparative benefit-risk analysis including automated comparator identification, machine learning-based indirect comparison, network meta-analysis automation, and AI-generated comparative summaries.

Context

  • Major Section: AI-Enhanced Benefit-Risk Assessment
  • Section: Comparative AI B-R

EPA Mapping

  • EPA-03:3006-3008
  • EPA-05:3011-3012
  • EPA-08:3018-3019

CPA Pathway

  • CPA-02, CPA-03

Regulatory References

  • General PV competency

Instructions

When this skill is activated, Claude should:

  1. Demonstrate L4 proficiency in ai comparative benefit-risk analysis
  2. Apply analyze level cognitive skills to analyze the topic
  3. Reference relevant regulatory guidance (general PV standards)
  4. Connect to related EPAs: EPA-03, EPA-05, EPA-08

Key Competencies

  • Understanding of AI applications for comparative benefit-risk analysis including automated comparator identification, machine learning-based indirect comparison, network meta-analysis automation, and AI-generated comparative summaries.

Assessment Criteria

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

Related Skills

  • Other D10 skills in Comparative AI B-R
  • 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-d10-k0106
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