{
  "video_id": "ff337fafd19cae0f",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Automated Data Readiness for Scientific AI",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 3
  },
  "junk_penalty": 0,
  "avg_score": 2.25,
  "effective_score": 2.25,
  "verdict": "summary_only",
  "one_line_reason": "Solid engineering framework for scientific data prep with strong reproducibility & scaling, but orthogonal to Aria's multi-agent reasoning/memory/eval focus; valuable reference architecture, not core research.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001699,
  "triaged_at": "2026-07-07T15:02:35.749456+00:00"
}