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Doctor, Nurse and Health Professional AI Training Interview Questions

Medical roles ask licensed physicians, nurses, specialists and other health professionals such as pharmacists, dentists and radiologists to write and review clinical cases, check model answers for safety and accuracy, and rate AI diagnostic output. Several postings ask for an active licence and recent patient care, and one micro1 posting describes a short conversational AI interview of about 25 minutes. These practice questions focus on clinical reasoning and safe, clear writing.

38 open roles in this groupUpdated 9 October 2026

Practice questions

These are practice questions written for this site to help you prepare. No platform has said it asks these exact questions.

  1. Review this model's answer to a patient question. Is it safe?

    A good answer covers: Check facts against current guidelines, missing red flags, dosing errors and whether it advises seeing a clinician when needed.

  2. Write a realistic clinical vignette with one correct diagnosis.

    A good answer covers: Age, history, exam, key results, distractors, and a single defensible answer with reasoning.

  3. How would you rate an answer that is accurate but alarming in tone?

    A good answer covers: Separate accuracy from communication; score tone and patient safety on their own rubric dimensions.

  4. What sources do you use to check a treatment recommendation?

    A good answer covers: Current clinical guidelines and peer-reviewed evidence, noting regional differences.

  5. How do you handle a question outside your specialty?

    A good answer covers: Say so, rate only what you can judge, and flag it for a specialist.

  6. Explain a common condition to a patient with low health literacy.

    A good answer covers: Short sentences, no jargon, what to do and when to seek help.

  7. A model gives the right diagnosis with wrong reasoning. How do you score it?

    A good answer covers: Penalise the reasoning; a right answer for the wrong reasons is unsafe to learn from.

  8. What does an AI dermatology output need to be useful and safe?

    A good answer covers: Correct differential, uncertainty stated, clear advice to see a clinician for suspicious lesions.

  9. How do you protect patient privacy when writing cases?

    A good answer covers: Use invented or fully de-identified details; never real patient data.

What the platforms say about the assessment

In the 2026-10-09 data, roles in this group came from Meridial, SME Careers, micro1, Mindrift and Terac. Each platform runs its own process, and steps can differ by role. Below is what each platform's public pages or postings say, followed by lines quoted from current postings in this group.

Meridial

Source: boards-api.greenhouse.io

SME Careers

Sources: sme.careers, api.sme.careers

micro1

Source: www.micro1.ai

Mindrift

Source: mindrift.ai

Terac

Source: terac.com

Quoted from current postings

"AI Interview (~25 min),a short conversational screen to assess your experience and fit for the role."

Medical Doctor - Physician Expert, micro1

"Your rate depends on the qualification tier you reach and how efficiently you complete tasks, up to the equivalent of $130/hr ."

Licensed Physician (MD/DO) - Freelance AI Trainer, mindrift

"Selection process involves an AI interview, a domain-specific task, and an interview with a recruiter."

Medical Quality Assurance Lead (QAL), sme

Steps were read from public pages and postings, not tested first-hand. Passing a screening does not guarantee a project, hours or pay.

Terms to know

Domain expert
Someone hired for professional knowledge in a field, such as law, medicine or engineering, to write or judge expert-level tasks.
Hallucination
When a model states something false or made up as if it were true, such as a fake citation or an invented fact.
Fact-checking
Checking each claim in a model's answer against reliable sources and marking what is wrong or unsupported.
Safety policy
The rules that define what a model must refuse or handle carefully, such as self-harm, violence or illegal activity.
Rubric
A written list of criteria and scores used to judge a response, for example accuracy, instruction following and tone, each with clear pass or fail descriptions.

Open roles in this group (38)

Sources

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