{
  "title": "Therapy intake preference and correction evidence for AI",
  "source_page": "https://fiund.com/industries/therapy-session-preference-correction-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A later explicit reminder preference supersedes the earlier channel in the same exercise",
    "context": "An independently written adult intake script concerns reminder-channel preferences only. It contains no address, phone number, therapy content, crisis narrative or actual consent record.",
    "records": [
      [
        "TCF1",
        "Original scripted choice",
        "Fictional adult in scenario A says email reminders are preferred."
      ],
      [
        "TCF2",
        "Explicit correction",
        "Same speaker later says, 'Change my reminder choice to phone instead of email.' Source clearly linked to scenario A; no contact details."
      ],
      [
        "TCF3",
        "Summaries and separate scenario",
        "A summary retains email. Scenario B contains no authorized reminder-channel statement at all; a staff draft suggests text messages."
      ]
    ],
    "question": "Which preference should A's corrected administrative summary preserve, and what channel can be assigned to B?",
    "answer": "TCF2 explicitly replaces TCF1's email preference with phone for scenario A, so correct the summary and cite the later statement. TCF3 supplies no person-authorized channel for B; the staff suggestion is not a substitute for that missing choice. Leave B unresolved rather than defaulting to text. These fictional statements evaluate source attribution and correction, not legal communications consent or an instruction to contact anyone.",
    "failureModes": [
      "Retaining an earlier preference after an explicit linked correction.",
      "Inventing a default channel or treating a staff suggestion as the person's authorization."
    ],
    "fields": [
      [
        "Scenario and speaker identity",
        "Defines the statement's scope."
      ],
      [
        "Original choice and explicit correction",
        "Preserves the preference history."
      ],
      [
        "Summary finding and unknown channel",
        "Makes unsupported defaults visible."
      ]
    ],
    "holdout": "Change the correction to 'phone might work; ask me later.' Require the new statement to remain tentative rather than replace an explicit choice automatically.",
    "boundary": "Use original scripts and consenting adults if performed. Exclude clinical transcripts and personal contact data; practitioners retain all clinical response decisions."
  }
}