ksb-d10-k0107

name: "KSB-D10-K0107" description: "AI-Modeled Patient Preferences: Mastery of AI approaches for modeling patient preferences in benefit-risk including preference elici..." version: "1.0.0" domain: "D10" domain_name: "Benefit-Risk Assessment" type: "Knowledge" proficiency_level: "L4" bloom_level: "analyze" triggers: - "explain ai-modeled patient preferences" - "what is ai-modeled patient preferences" - "analyze ai-modeled patient preferences" epa_mapping: "EPA-03, EPA-05, EPA-08" cpa_mapping: "CPA-02, CPA-03" regulatory_refs: ""

KSB-D10-K0107: AI-Modeled Patient Preferences

Overview

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

Description

Mastery of AI approaches for modeling patient preferences in benefit-risk including preference elicitation algorithms, heterogeneity modeling, subgroup preference prediction, and AI-integrated shared decision-making tools.

Context

• Major Section: AI-Enhanced Benefit-Risk Assessment
• Section: Patient Preference AI

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-modeled patient preferences
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

• Mastery of AI approaches for modeling patient preferences in benefit-risk including preference elicitation algorithms, heterogeneity modeling, subgroup preference prediction, and AI-integrated shared decision-making tools.

Assessment Criteria

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

Related Skills

• Other D10 skills in Patient Preference AI
• Cross-domain integrations per DAG architecture

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