{
  "title": "Citrus rind inspection images for AI training and testing",
  "source_page": "https://fiund.com/industries/citrus-rind-inspection-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A fixed fruit mark and a moving highlight need different labels",
    "context": "Two owned practice fruit aliases are described through original reviewer annotations. There are no images in this text fixture, commercial grade results or automated inspection claims.",
    "records": [
      [
        "CR1",
        "Fruit O1 views",
        "Orange O1 rotated 45 degrees under fixed light. Reviewer maps a small rough patch to the same rind region in both views."
      ],
      [
        "CR2",
        "Fruit O2 views",
        "Glossy orange O2 rotated 45 degrees. Bright region shifts relative to a marked rind reference; reviewer labels it highlight, not a persistent rind feature."
      ],
      [
        "CR3",
        "Mixed packet note",
        "A grapefruit view has an unlabeled pale region and no matched second view. No commodity-specific reviewer decision supplied."
      ]
    ],
    "question": "Which observations support a persistent rind feature, which support a highlight, and what remains unresolved for the grapefruit?",
    "answer": "CR1's reviewer links the rough patch to the same O1 rind region across the turn, supporting a persistent surface-feature label in the fixture. CR2's bright region moves relative to the rind reference under fixed light and is explicitly reviewed as a highlight. CR3 lacks matched views and a commodity-specific decision, so its pale region remains unresolved. Do not transfer the orange labels or a grade conclusion to grapefruit from color resemblance alone.",
    "failureModes": [
      "Labeling a moving specular highlight as a persistent defect.",
      "Applying an orange-specific annotation to another commodity without its own inspection basis."
    ],
    "fields": [
      [
        "Fruit identity and commodity",
        "Defines the specimen and review context."
      ],
      [
        "Turn angle, light and rind reference",
        "Makes cross-view observations interpretable."
      ],
      [
        "Reviewer feature type and unresolved state",
        "Separates appearance from grading conclusions."
      ]
    ],
    "holdout": "Use a separately authorized variety with a different surface finish. Require fresh reviewer labels rather than assuming the earlier appearance rule transfers unchanged.",
    "boundary": "Use owned fruit and original annotations. Exclude orchard addresses, packhouse records, private grade distributions and customer reports; image rights are separate from annotation rights."
  }
}