{
  "video_id": "76e3115e723d74fa",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Neuro-Bayesian-Symbolic Residual Attention Shallow Network: Explainable Deep Learning for Cybersecurity Risk Assessment",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
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  "avg_score": 2.25,
  "effective_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Starke konzeptionelle Tiefe und Neuheit (Hybrid-Architektur mit epistemologischen Constraints), aber Production-Readiness unklar (keine Code/Eval-Details), leichte Hype-Tendenz ('challenges deep learning assumption').",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001899,
  "triaged_at": "2026-07-01T15:02:18.928057+00:00"
}