{
  "title": "Dental practices can start with non-patient workflow examples",
  "source_page": "https://fiund.com/industries/dental-practices",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Check a nonpatient practice-tray recording",
    "context": "An original closed-room exercise uses two inert labeled training items and a practice tray. It contains no patient material, clinical procedure or diagnostic decision.",
    "records": [
      [
        "TRAY-D1",
        "Independently written practice card",
        "Place item Alder in position 1 and item Birch in position 2."
      ],
      [
        "TAKE-D2",
        "Permitted practice view",
        "Alder's label is visible as it reaches position 1. A hand hides the second item's label during placement in position 2."
      ],
      [
        "REVIEW-D3",
        "Separate time-coded review",
        "The reviewer confirms Alder at 00:12. At 00:18 the item identity is marked unresolved because the label is blocked."
      ]
    ],
    "question": "Which placement can be labeled as independently confirmed, and what should remain unresolved?",
    "answer": "Alder's placement in position 1 is supported by the visible identifier and the matching D3 review at 00:12. The second placement has an unresolved identity under the supplied evidence. The intended tray card cannot replace the hidden label. Preserve the reviewer flag and request a suitable view if the accepted task needs that identity. No clinical result or patient-care conclusion follows.",
    "failureModes": [
      "Using the intended tray order to label an occluded item as observed.",
      "Dropping the time-coded uncertainty when exporting the final annotations."
    ],
    "fields": [
      [
        "Practice item and position",
        "State the identity and destination the source actually supports."
      ],
      [
        "Take and timestamp",
        "Connect each review to the exact recording interval."
      ],
      [
        "Observation status",
        "Keep visible, confirmed and unresolved labels distinct."
      ],
      [
        "Source permissions",
        "Document staff, room, footage and prop authority for the intended use."
      ]
    ],
    "holdout": "Create a second tray layout with both identifiers visible but one position reversed. The model must follow the new evidence and card.",
    "boundary": "Use consenting adults and original training props. Exclude patients, real appointments, charts, scans, payer records, screens and background clinical conversation. Any clinical-data proposal needs separate institutional review."
  }
}