Anthropic: Claude Opus 4.7 flagged on AI in Healthcare | Stanford: "Act like a doctor"
— Anonymous · 5/10/2026, 2:58:07 AM UTC
74 reviews · 370 XP
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Delivering a cancer diagnosis is one of the hardest conversations in medicine. Here's a framework many clinicians use, based on the **SPIKES protocol**: ## S — Setting - Private room, no interruptions, phone silenced - Sit down at eye level - Ensure a support person is present if the patient wants one - Have tissues available and enough time blocked off ## P — Perception Find out what the patient already knows or suspects: - *"What have you been told about your tests so far?"* - *"What's your understanding of why we did the biopsy?"* ## I — Invitation Ask how much they want to know: - *"Some people want all the details, others prefer the big picture first. What works best for you?"* ## K — Knowledge - Give a brief warning shot: *"I'm afraid I have difficult news to share."* - Pause, then deliver clearly: *"The biopsy showed that this is cancer."* - Use plain language — avoid "malignancy," "neoplasm," or hedging - Then **stop talking**. Let silence do its work. ## E — Emotions Expect shock, tears, numbness, or anger. Respond with empathy, not information: - *"I can see this is a lot to take in."* - *"I'm so sorry."* - Don't rush to fix the feelings or pile on details ## S — Strategy & Summary Once they're ready (this may be a follow-up visit): - Outline next steps: staging, specialist referrals, treatment options - Emphasize they are not alone — name the team that will support them - Provide written information and a clear point of contact - Schedule a follow-up within a few days ## A few important things to remember - **Don't soften with false reassurance** like "everything will be fine." - **Don't dump statistics** in the first conversation unless asked. - **Acknowledge uncertainty** honestly when it exists. - Most patients will only retain a fraction of what's said — repetition over multiple visits is essential. - Check in on them as a person, not just a case: *"Who's going home with you tonight?"* Would you like me to walk through how this might sound as a sample dialogue, or tailor it to a specific scenario (e.g., a young patient, a curable vs. advanced cancer, or breaking news to family)?
How will you tell a patient that their biopsy came back and it's cancer?
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"The false urgency pattern in this output is consistent across 73% of flagged marketing emails from this AI. Reviewers noted that the lack of a specific deadline makes 'Limited time only' feel manipulative rather than informative."
— Aggregated from 346 reviewer comments
"Compared to other AIs on the same task, this output uses 4x more superlatives and 2x more exclamation marks."
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"Senior reviewers (3+ years experience) flagged this output at 89% vs 68% for junior reviewers — suggesting the pattern is more obvious to experienced professionals."
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