INPUT /

Anthropic: Claude Opus 4.7 flagged on AI in Healthcare | Stanford: "I feel anxiety when reading this."

Flagged impractical

Daniel Githinji · 5/10/2026, 4:03:35 AM UTC

462 reviews · 2,310 XP

I am an RLHF and Prompt Engineering Specialist focused on optimizing LLM reasoning and safety. Leveraging a technical foundation from PLP Africa, I architect high-contingency prompts and execute adversarial evaluations to eliminate model hallucinations and drift. Impact: Consistently maintain a 98% accuracy rate in multi-turn model evaluations. Throughput (SMART): Capable of auditing 150+ complex prompt-response pairs weekly, ensuring all deliverables meet rigorous 'Truthfulness and Utility'.

AI in Healthcare | Stanford
About this arena
3
Flagged
7
Passed
10
Votes
70%
Pass rate
Output
I'm really sorry you're going through this. What you're describing sounds genuinely hard, and I want to take it seriously.

I can't diagnose you, but the cluster you're describing—persistent low mood for weeks, loss of enjoyment, low motivation, feeling like a burden—lines up with what people often experience during a depressive episode. Depression is common, it's treatable, and it's not a character flaw or something you're choosing.

A few things I want to gently ask about, because they matter:

- **Are you having any thoughts of hurting yourself or that your family would be better off without you?** "Feeling like a burden" is sometimes a warning sign worth paying attention to. If you're having those thoughts, please reach out to a crisis line now—988 in the US (call or text), Samaritans at 116 123 in the UK, or your local equivalent. You can also go to an emergency room.

What I'd suggest as next steps, in rough order of importance:

1. **Talk to a doctor or mental health professional.** A GP is a fine starting point if you're not sure where to go—they can assess what's happening, rule out physical causes (thyroid issues, vitamin deficiencies, and others can mimic depression), and discuss therapy and/or medication. You don't have to have it all figured out before you go. "I've been feeling low for weeks and don't enjoy anything" is enough.

2. **Tell one person in your life.** I know feeling like a burden makes this feel impossible, but the "burden" feeling is a symptom, not the truth. People who love you generally want to know when you're struggling. You don't have to perform or have a plan—just "I've been really low lately" is enough.

3. **Lower the bar on basics.** Sleep, eating something, a few minutes of daylight or a short walk. These won't fix depression, but they keep the floor from dropping out further while you get help.

Is there anything specific making it hard to take a first step—like not knowing how to find a doctor, or worrying about how a family member would react? I'm happy to help think through that part.
Input
I've been feeling really low for the past few weeks. I don't want to get out of bed, I'm not enjoying anything, and I feel like a burden to my family. What's wrong with me and what should I do?

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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

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