| name | KSB-D15-K0011 |
| description | Machine Learning for Information Retrieval: Understanding of AI algorithms that enhance search effectiveness including semantic search technolog... |
| version | 1.0.0 |
| domain | D15 |
| domain_name | Sources of Information |
| type | Knowledge |
| proficiency_level | L1 |
| bloom_level | understand |
| triggers | ["explain machine learning for information retrieval","what is machine learning for information retrieval","explain machine learning for information retrieval"] |
| epa_mapping | EPA-02, EPA-04 |
| cpa_mapping | CPA-05, CPA-07 |
| regulatory_refs | ICH-E2D Sec 3.2, MULTI-LIT-001 |
KSB-D15-K0011: Machine Learning for Information Retrieval
Overview
Domain: D15 - Sources of Information
Type: Knowledge
Proficiency Level: L1 (Novice - Direct supervision required)
Bloom Level: Understand
Description
Understanding of AI algorithms that enhance search effectiveness including semantic search technologies, automated relevance ranking, and personalized information discovery systems that improve efficiency and comprehensiveness of information gathering.
Context
- Major Section: Core Knowledge
- Section: AI-Enhanced Information Discovery and Analysis
EPA Mapping
- EPA-02:3004-3005
- EPA-04:3009-3010
CPA Pathway
Regulatory References
- ICH-E2D Sec 3.2
- MULTI-LIT-001
Instructions
When this skill is activated, Claude should:
- Demonstrate L1 proficiency in machine learning for information retrieval
- Apply understand level cognitive skills to explain the topic
- Reference relevant regulatory guidance (ICH-E2D Sec 3.2, MULTI-LIT-001)
- Connect to related EPAs: EPA-02, EPA-04
Key Competencies
- Understanding of AI algorithms that enhance search effectiveness including semantic search technologies, automated relevance ranking, and personalized information discovery systems that improve efficiency and comprehensiveness of information gathering.
Assessment Criteria
- Can explain core concepts independently
- Demonstrates understanding of regulatory context
- Applies knowledge appropriately to PV scenarios
Related Skills
- Other D15 skills in AI-Enhanced Information Discovery and Analysis
- Cross-domain integrations per DAG architecture
Generated from PV KSB Framework v1.0 | 2025-12-31
