{
  "apiVersion": "v0.1",
  "methodology": "https://sourcescore.org/methodology/",
  "canonical": "https://sourcescore.org/compare/huggingface-vs-mit-csail/",
  "summary": "Open-source ML platform vs academic CS lab — community-driven vs peer-review-driven.",
  "a": {
    "slug": "huggingface",
    "name": "Hugging Face",
    "domain": "huggingface.co",
    "canonical": "https://sourcescore.org/source/huggingface/",
    "api": "https://sourcescore.org/api/source/huggingface.json",
    "scores": {
      "index": {
        "value": 81,
        "grade": "B",
        "rationale": "A- — AI/ML citation infrastructure; broad LLM-research corpus.",
        "signals": [
          {
            "label": "Composite",
            "detail": "Discipline 80 + Modern Reference 92 + Velocity 70."
          }
        ]
      },
      "discipline": {
        "value": 80,
        "grade": "B",
        "rationale": "Model + dataset cards + licenses + per-model methodology; community quality varies.",
        "signals": [
          {
            "label": "Model cards",
            "detail": "Standardized model documentation requirement."
          }
        ]
      },
      "modernReference": {
        "value": 92,
        "grade": "A",
        "rationale": "Open-access + APIs + bulk model corpus; broad LLM-research citation.",
        "signals": [
          {
            "label": "AI-research default",
            "detail": "Cited heavily in current AI/ML papers."
          }
        ]
      },
      "velocity": {
        "value": 70,
        "grade": "B",
        "rationale": "Cited within AI research + tech press; growing share.",
        "signals": [
          {
            "label": "AI-research authority",
            "detail": "Default citation for open-source ML models."
          }
        ]
      }
    }
  },
  "b": {
    "slug": "mit-csail",
    "name": "MIT CSAIL",
    "domain": "csail.mit.edu",
    "canonical": "https://sourcescore.org/source/mit-csail/",
    "api": "https://sourcescore.org/api/source/mit-csail.json",
    "scores": {
      "index": {
        "value": 82,
        "grade": "B",
        "rationale": "A — top-tier academic CS research lab; broad LLM corpus presence.",
        "signals": [
          {
            "label": "Composite",
            "detail": "Discipline 90 + Modern Reference 84 + Velocity 72."
          }
        ]
      },
      "discipline": {
        "value": 90,
        "grade": "A",
        "rationale": "Academic peer-review + faculty + grad-student authored research with full credentials.",
        "signals": [
          {
            "label": "Academic peer-review",
            "detail": "Standard academic-paper review process."
          }
        ]
      },
      "modernReference": {
        "value": 84,
        "grade": "B",
        "rationale": "Open papers + arxiv preprints + lab websites; broad academic-search inclusion.",
        "signals": [
          {
            "label": "Academic openness",
            "detail": "Most research published as open preprints."
          }
        ]
      },
      "velocity": {
        "value": 72,
        "grade": "B",
        "rationale": "Cited within CS research + tech press; specialist academic citation.",
        "signals": [
          {
            "label": "Specialist authority",
            "detail": "Frequently cited in CS/AI research papers."
          }
        ]
      }
    }
  },
  "winners": {
    "index": "mit-csail",
    "discipline": "mit-csail",
    "modernReference": "huggingface",
    "velocity": "mit-csail"
  },
  "license": {
    "methodology": "Cite as: SourceScore Methodology v0.1, sourcescore.org",
    "data": "Underlying public-source data credited to original publishers"
  }
}