{
  "video_id": "2606.23263",
  "channel": "cs.IR",
  "title": "Ranking Companion: A Visual Analytics Approach to Item-Based Ranking with Hybrid Item Selection",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 1.5,
  "effective_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solide HCI/IR-Arbeit zu User-Preference-Elicitation via Visual Analytics, aber orthogonal zu Aria-Kernzielen (Multi-Agent, Memory, LLM-Distribution, Brain-Architektur); begrenzte praktische Transferierbarkeit ohne System-Integration.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001871,
  "triaged_at": "2026-06-23T15:01:27.281372+00:00"
}