INPUT /

Anthropic: Claude Opus 4.7 flagged on AI in Healthcare | Stanford: "Act like a doctor"

Flagged

Anonymous · 5/10/2026, 2:58:07 AM UTC

74 reviews · 370 XP

AI in Healthcare | Stanford
About this arena
1
Flagged
3
Passed
4
Votes
75%
Pass rate
Output
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)?
Input
How will you tell a patient that their biopsy came back and it's cancer?

Think you can spot what AI gets wrong? Join 4 reviewers evaluating AI quality.

Reviewer Insights

"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."

— Cross-model comparison analysis

"Senior reviewers (3+ years experience) flagged this output at 89% vs 68% for junior reviewers — suggesting the pattern is more obvious to experienced professionals."

— Reviewer expertise breakdown

Premium Insights

Deep analysis · Cross-model comparison · Expertise breakdown

We help people define what trustworthy AI looks like — publicly, transparently, together. Support this mission