Quality Filter Skill

This skill provides systematic quality filtering for academic papers with a rigorous scoring system and complete audit trail for research workflows.

Capabilities

• Relevance Scoring: Evaluates paper relevance based on title and abstract keywords
• Quality Assessment: Assesses technical quality and experimental rigor
• Comprehensive Logging: Maintains detailed records of all filtering decisions
• Manual Recall Support: Preserves filtered papers for potential human review
• Local File Storage: Saves all results to organized directory structure

Filtering Criteria

Relevance Scoring (Max 3 points)

• Strong Match (+3): Title contains "music" or "song" keywords
• Medium Match (+2): Title contains "audio" + "generation"
• Weak Match (+1): Title has weak but related keywords
• Negative Scoring: Abstract verification can subtract points (-1 to -3)