ksb-d02-k0078

name	KSB-D02-K0078
description	AI Time-Series ADR Analysis: Mastery of AI techniques for temporal ADR analysis including time-series modeling for ADR evolution,...
version	1.0.0
domain	D02
domain_name	Clinical Aspects of ADRs
type	Knowledge
proficiency_level	L4
bloom_level	analyze
triggers	["explain ai time-series adr analysis","what is ai time-series adr analysis","analyze ai time-series adr analysis"]
epa_mapping	EPA-01, EPA-02, EPA-05
cpa_mapping	CPA-01, CPA-02
regulatory_refs

KSB-D02-K0078: AI Time-Series ADR Analysis

Overview

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

Description

Mastery of AI techniques for temporal ADR analysis including time-series modeling for ADR evolution, duration prediction algorithms, recovery trajectory modeling, and long-term outcome prediction using machine learning.

Context

• Major Section: AI-Enhanced ADR Analysis
• Section: Temporal AI Analysis

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 time-series adr 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-01, EPA-02, EPA-05

Key Competencies

• Mastery of AI techniques for temporal ADR analysis including time-series modeling for ADR evolution, duration prediction algorithms, recovery trajectory modeling, and long-term outcome prediction using machine learning.

Assessment Criteria

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

Related Skills

• Other D02 skills in Temporal AI Analysis
• Cross-domain integrations per DAG architecture

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