Physician Reviewer (MD/DO) - Medical AI Evaluation

Mindrift; Kansas City (MO); Remote; USD 28,000 - 138,000; Part time

Job summary

Mindrift is seeking US-based, actively practicing physicians (MD/DO) to evaluate clinical EHR vignettes for a medical AI evaluation program. General and internal medicine are the main focus.

You will evaluate vignettes paired with questions, score the clinical reasoning quality, assess whether the vignette leads to the correct answer, and write concise rationales. Work proceeds through three independent blind reads followed by physician adjudication.

Qualifications

• MD or DO with an active US medical license.
• Board certification or residency with recent direct patient care.
• Broad multi-system diagnostic and treatment experience.
• Strong clinical reasoning and evidence-based guideline application.
• Experience in medical AI evaluation or exam-question review is a plus.
• Strong written English (C1+).

Responsibilities

• Evaluate clinical EHR vignettes paired with a question, a proposed answer, and a distractor across multiple medical domains.
• Score diagnostic reasoning quality, answer accuracy, and task gradability.
• Check whether reasoning traces lead to the answer and write short rationales.
• Work through three independent blind reads followed by physician adjudication.

Skills

Clinical reasoning

Written English proficiency

AI evaluation experience (medical)

Education

MD or DO degree

Active US medical license

Job description

Participation isproject-based.

What this opportunity involves

We’re looking for US-based, actively practicing physicians (MD/DO) to evaluate clinical EHR vignettes for a medical AI evaluation program. General and internal medicine are our main focus.

• Evaluate clinical EHR vignettes paired with a question, a proposed answer, and a distractor “trap” answer across diagnosis and treatment tasks, spanning cardiovascular, nervous, hematologic, respiratory, digestive, urinary, reproductive, musculoskeletal, and integumentary systems
• Score the clinical reasoning quality of benchmark items: vignette accuracy and completeness, whether the vignette gives the answer away, answer correctness and gradeability, and trap quality
• Check whether the reasoning chain reaches the answer from vignette facts alone, correct reasoning traces, and write short rationales
• Work within three independent blind reads, followed by physician adjudication. Real clinical complexity only. You’re improving the AI tools you’ll eventually use yourself.

What we look for

• Medical degree (MD or DO) and an active, unrestricted US medical license (verified with the issuing medical board)
• Board certification or completed residency training, with recent direct patient care (attending-level preferred)
• Broad, multi-system diagnostic and treatment experience (internal, family, emergency, or hospital medicine)
• Strong clinical reasoning: differential diagnosis, next-step management, and application of evidence-based guidelines
• Prior experience in medical AI evaluation, clinical content or exam-question review, or medical annotation/QA (a plus)
• Strong written English (C1+)

This opportunity is not fit to medical students, unlicensed medical graduates, non-physician clinicians (NPs, PAs, nurses, pharmacists), or non-clinical healthcare titles.

Project time expectations

For this project, tasks are estimated to require around 10-20 hours per week during active phases, based on project requirements. This is an estimate, not a guaranteed workload, and applies only while the project is active. Tasks must be submitted by the deadline and meet the listed acceptance criteria to be accepted.

Compensation

Paid per accepted task. Your rate depends on the qualification tier you reach and how efficiently you complete tasks — up to the equivalent of $100/hr.

Because payment is per approved task, a faster pace raises your effective hourly rate.