ksb-d02-k0074

name	KSB-D02-K0074
description	AI-Predicted ADR Risk Factors: Understanding of machine learning models for predicting individual patient ADR risk including geneti...
version	1.0.0
domain	D02
domain_name	Clinical Aspects of ADRs
type	Knowledge
proficiency_level	L4
bloom_level	analyze
triggers	["explain ai-predicted adr risk factors","what is ai-predicted adr risk factors","analyze ai-predicted adr risk factors"]
epa_mapping	EPA-01, EPA-02, EPA-05
cpa_mapping	CPA-01, CPA-02
regulatory_refs

KSB-D02-K0074: AI-Predicted ADR Risk Factors

Overview

Domain: D02 - Clinical Aspects of ADRs Type: Knowledge Proficiency Level: L4 (Proficient - Independent practice) Bloom Level: Analyze

Description

Understanding of machine learning models for predicting individual patient ADR risk including genetic susceptibility algorithms, polypharmacy interaction prediction, comorbidity risk modeling, and population-specific risk stratification using AI-derived insights.

Context

• Major Section: AI-Enhanced ADR Analysis
• Section: Predictive ADR Assessment

EPA Mapping

• EPA-01:3001-3003
• EPA-02:3004-3005
• EPA-05:3011-3012

CPA Pathway

• CPA-01, CPA-02

Regulatory References

• General PV competency

Instructions

When this skill is activated, Claude should:

1. Demonstrate L4 proficiency in ai-predicted adr risk factors
2. Apply analyze level cognitive skills to analyze the topic
3. Reference relevant regulatory guidance (general PV standards)
4. Connect to related EPAs: EPA-01, EPA-02, EPA-05

Key Competencies

• Understanding of machine learning models for predicting individual patient ADR risk including genetic susceptibility algorithms, polypharmacy interaction prediction, comorbidity risk modeling, and population-specific risk stratification using AI-derived insights.

Assessment Criteria

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

Related Skills

• Other D02 skills in Predictive ADR Assessment
• Cross-domain integrations per DAG architecture

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