{
  "id": "plate-xxviii",
  "number": "XXVIII",
  "title": "The Oracle",
  "act": {
    "number": "VIII",
    "title": "Eras & Territories"
  },
  "corpus_scope": "ICLR 2026 · 19,474 reviewed papers with a primary area · association, not destiny",
  "question": "Does a paper's field predict how it will be criticized?",
  "page_url": "https://atlas-of-judgment.pages.dev/",
  "figures": [
    {
      "id": "fig-28",
      "title": "The archipelago: all twenty-one primary areas, drawn as a sea chart",
      "deck": "Fields criticized alike drift together — and each island's coastline is its fingerprint: learning theory's theory cape rises +25pp above the venue while its baselines shore falls away −31pp.",
      "dom_host": "#archi",
      "claims": [
        {
          "id": "28-fields-with-primary-area",
          "statement": "Every paper carries a primary area, so the criticism profiles can be split by field without any further modelling — 19,474 reviewed papers with a primary area in all.",
          "value": {
            "quantity": 19474,
            "unit": "count_papers"
          },
          "source_island": "archipelago-data.json",
          "source_path": "islands[].n",
          "derivation": "sum of n across all 21 primary-area islands",
          "recompute": "scripts/build_archipelago_data.py",
          "dom_ref": null,
          "verified": "claim recomputed from source island, 2026-08-25",
          "caveat_refs": ["association-not-destiny"]
        },
        {
          "id": "28-learning-theory-fingerprint",
          "statement": "Learning theory's theory cape rises +25pp above the venue while its baselines shore falls away −31pp.",
          "value": {
            "quantity": [0.254, -0.305],
            "unit": "percentage_point_deviation_from_venue_baseline",
            "field": "learning theory",
            "objects": ["theory", "baselines_ablations"]
          },
          "source_island": "archipelago-data.json",
          "source_path": "islands[name=\"learning theory\"].dev",
          "derivation": "dev[theory] = 0.2541 → +25.4pp above the venue baseline; dev[baselines_ablations] = −0.3051 → −30.5pp, rounding to −31pp",
          "recompute": "scripts/build_archipelago_data.py",
          "dom_ref": null,
          "verified": "checked against shipped JSON, 2026-08-25",
          "caveat_refs": ["association-not-destiny"]
        },
        {
          "id": "28-learning-theory-offshore",
          "statement": "Learning theory sits far offshore with a great cape toward theory and a deep bay where its baselines shore should be.",
          "value": {
            "quantity": [0.254, -0.305],
            "unit": "percentage_point_deviation_from_venue_baseline",
            "field": "learning theory"
          },
          "source_island": "archipelago-data.json",
          "source_path": "islands[name=\"learning theory\"].x, .y, .dev",
          "derivation": "multidimensional-scaling placement (x,y) of the learning-theory island, driven by its dev[] vector relative to the other 20 islands",
          "recompute": "scripts/build_archipelago_data.py",
          "dom_ref": "data-archi=\"learning-theory\"",
          "verified": "claim recomputed from source island, 2026-08-25",
          "caveat_refs": ["association-not-destiny"]
        },
        {
          "id": "28-datasets-benchmarks-southwest",
          "statement": "Datasets & benchmarks — the island least judged by theory anywhere on the chart — anchors the southwest alone.",
          "value": {
            "quantity": null,
            "unit": "mds_position_rank",
            "field": "datasets & benchmarks",
            "object": "theory"
          },
          "source_island": "archipelago-data.json",
          "source_path": "islands[name=\"datasets & benchmarks\"].dev, .x, .y",
          "derivation": "lowest dev[theory] value across all 21 islands, combined with its (x,y) MDS placement",
          "recompute": "scripts/build_archipelago_data.py",
          "dom_ref": "data-archi=\"datasets\"",
          "verified": "claim recomputed from source island, 2026-08-25",
          "caveat_refs": ["association-not-destiny"]
        }
      ]
    }
  ],
  "caveats": [
    {
      "id": "association-not-destiny",
      "text": "Conditional frequencies only: fields differ in what they submit as much as in how they are judged. The chart encodes association, not destiny.",
      "scope": "all Plate XXVIII field-vs-venue and archipelago claims",
      "verified_by": null
    }
  ],
  "links": {
    "recompute_scripts": [
      "scripts/build_archipelago_data.py"
    ],
    "data": [
      "/api/v1/data/archipelago-data.json"
    ],
    "related_plates": [
      "plate-xv"
    ]
  }
}