{
  "video_id": "2e40dddc01809b64",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Estimating Uncertainty in Classifier Performance with Applications to Large Language Models and Nested Data",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.0,
  "effective_score": 2.0,
  "verdict": "summary_only",
  "one_line_reason": "Rigorose statistische Methodologie für CI-Estimation bei Text-Klassifikation, aber tangential zu Multi-Agent-Architektur und LLM-Brain-Design; eher Domain-spezifisch als Aria-zentral.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001873,
  "triaged_at": "2026-06-26T15:02:47.362781+00:00"
}