{
  "video_id": "2607.07673",
  "channel": "cs.LG",
  "title": "MedPMC: A Systematic Framework for Scaling High-Fidelity Medical Multimodal Data for Foundation Models",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 3
  },
  "junk_penalty": 0,
  "avg_score": 2.5,
  "effective_score": 2.5,
  "verdict": "promote",
  "one_line_reason": "Systematische, reproducible Data-Curation-Pipeline mit starken empirischen Validierungen (95.3% medical relevance, 7.1pp CLIP improvement); direkt umsetzbar für Multimodal-LLM-Training, relevante Patterns für Aria-Data-Engineering.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.002053,
  "triaged_at": "2026-07-09T15:01:04.377128+00:00"
}