PRODUCT_SELECTION.json

{
  "score_scale": "Editorial 0\u201310; build-cost efficiency higher means cheaper. Not measured customer demand. Licensing/source completeness is a publication gate independent of score.",
  "factors": [
    "research_usefulness",
    "commercial_usefulness",
    "record_quality",
    "ground_truth_strength",
    "licensing_clarity",
    "volume",
    "novelty",
    "validation_strength",
    "source_diversity",
    "build_cost_efficiency"
  ],
  "candidates": [
    {
      "name": "Scientific-Citation-Graph",
      "research_usefulness": 8,
      "commercial_usefulness": 9,
      "record_quality": 8,
      "ground_truth_strength": 7,
      "licensing_clarity": 10,
      "volume": 6,
      "novelty": 8,
      "validation_strength": 9,
      "source_diversity": 9,
      "build_cost_efficiency": 8,
      "total": 82,
      "selected": true,
      "reason": "888 mechanical reference edges with literal context and full source attribution.",
      "actual_records": 888
    },
    {
      "name": "Scientific-Answer-Ranking",
      "research_usefulness": 9,
      "commercial_usefulness": 9,
      "record_quality": 8,
      "ground_truth_strength": 6,
      "licensing_clarity": 10,
      "volume": 4,
      "novelty": 8,
      "validation_strength": 9,
      "source_diversity": 9,
      "build_cost_efficiency": 8,
      "total": 80,
      "selected": true,
      "reason": "73 genuinely multi-answer threads; community signals explicitly separated from truth.",
      "actual_records": 73
    },
    {
      "name": "Scientific-RAG-HardCases",
      "research_usefulness": 9,
      "commercial_usefulness": 9,
      "record_quality": 8,
      "ground_truth_strength": 5,
      "licensing_clarity": 10,
      "volume": 5,
      "novelty": 8,
      "validation_strength": 9,
      "source_diversity": 9,
      "build_cost_efficiency": 8,
      "total": 80,
      "selected": true,
      "reason": "258 property-selected cases; no invented correct-answer label.",
      "actual_records": 258
    },
    {
      "name": "Scientific-Code-and-Analysis-QA",
      "research_usefulness": 9,
      "commercial_usefulness": 9,
      "record_quality": 8,
      "ground_truth_strength": 5,
      "licensing_clarity": 10,
      "volume": 4,
      "novelty": 8,
      "validation_strength": 9,
      "source_diversity": 9,
      "build_cost_efficiency": 8,
      "total": 79,
      "selected": true,
      "reason": "72 threads and 174 exact preformatted scientific code blocks; no execution/correctness claim.",
      "actual_records": 72
    },
    {
      "name": "Scientific-Statistics-QA",
      "research_usefulness": 9,
      "commercial_usefulness": 8,
      "record_quality": 8,
      "ground_truth_strength": 5,
      "licensing_clarity": 10,
      "volume": 4,
      "novelty": 6,
      "validation_strength": 9,
      "source_diversity": 4,
      "build_cost_efficiency": 8,
      "total": 71,
      "selected": true,
      "reason": "89 source-grounded QA threads; statistical methods/retrieval pilot.",
      "actual_records": 89
    },
    {
      "name": "Scientific-Computational-Methods-QA",
      "research_usefulness": 8,
      "commercial_usefulness": 8,
      "record_quality": 8,
      "ground_truth_strength": 5,
      "licensing_clarity": 10,
      "volume": 4,
      "novelty": 5,
      "validation_strength": 9,
      "source_diversity": 4,
      "build_cost_efficiency": 8,
      "total": 69,
      "selected": false,
      "reason": "Valid source exists, but a separate site-only QA duplicates the more distinctive code product.",
      "actual_records": null
    },
    {
      "name": "Scientific-Methodology-QA",
      "research_usefulness": 8,
      "commercial_usefulness": 8,
      "record_quality": 5,
      "ground_truth_strength": 3,
      "licensing_clarity": 10,
      "volume": 4,
      "novelty": 3,
      "validation_strength": 5,
      "source_diversity": 7,
      "build_cost_efficiency": 4,
      "total": 57,
      "selected": false,
      "reason": "No precise deterministic methodological-topic subset defined; avoid vague ontology labels.",
      "actual_records": null
    },
    {
      "name": "Scientific-DataScience-QA",
      "research_usefulness": 9,
      "commercial_usefulness": 9,
      "record_quality": 0,
      "ground_truth_strength": 0,
      "licensing_clarity": 6,
      "volume": 0,
      "novelty": 5,
      "validation_strength": 0,
      "source_diversity": 3,
      "build_cost_efficiency": 2,
      "total": 34,
      "selected": false,
      "reason": "Useful fit but collection not started: shared API quota 12, reserve 10.",
      "actual_records": null
    },
    {
      "name": "Scientific-Chemistry-QA",
      "research_usefulness": 8,
      "commercial_usefulness": 8,
      "record_quality": 0,
      "ground_truth_strength": 0,
      "licensing_clarity": 6,
      "volume": 0,
      "novelty": 6,
      "validation_strength": 0,
      "source_diversity": 3,
      "build_cost_efficiency": 2,
      "total": 33,
      "selected": false,
      "reason": "No independently approved question/answer/revision corpus.",
      "actual_records": null
    },
    {
      "name": "Scientific-Physics-QA",
      "research_usefulness": 9,
      "commercial_usefulness": 7,
      "record_quality": 0,
      "ground_truth_strength": 0,
      "licensing_clarity": 6,
      "volume": 0,
      "novelty": 6,
      "validation_strength": 0,
      "source_diversity": 3,
      "build_cost_efficiency": 2,
      "total": 33,
      "selected": false,
      "reason": "No independently approved question/answer/revision corpus.",
      "actual_records": null
    },
    {
      "name": "Scientific-Astronomy-QA",
      "research_usefulness": 8,
      "commercial_usefulness": 6,
      "record_quality": 0,
      "ground_truth_strength": 0,
      "licensing_clarity": 6,
      "volume": 0,
      "novelty": 6,
      "validation_strength": 0,
      "source_diversity": 3,
      "build_cost_efficiency": 2,
      "total": 31,
      "selected": false,
      "reason": "No independently approved question/answer/revision corpus.",
      "actual_records": null
    },
    {
      "name": "Scientific-Math-QA",
      "research_usefulness": 9,
      "commercial_usefulness": 7,
      "record_quality": 0,
      "ground_truth_strength": 0,
      "licensing_clarity": 6,
      "volume": 0,
      "novelty": 3,
      "validation_strength": 0,
      "source_diversity": 3,
      "build_cost_efficiency": 2,
      "total": 30,
      "selected": false,
      "reason": "Large public source, but no verified complete corpus in this run.",
      "actual_records": null
    }
  ],
  "market_evidence": [
    "https://aclanthology.org/2026.nslp-1.3/",
    "https://arxiv.org/abs/2608.03860",
    "https://aclanthology.org/2026.eacl-long.8/"
  ],
  "no_client_or_revenue_claims": true
}