Physician Reviewer (MD/DO) - Medical AI Evaluation

Mindrift; Miami (FL); Remote; USD 83,000 - 138,000; Part time

Job summary

Mindrift connects specialists with project-based AI opportunities for leading tech companies. We seek US-based physicians (MD/DO) to evaluate clinical EHR vignettes for an AI evaluation program, focusing on internal and general medicine.

You will review vignettes, score reasoning quality, and write short rationales as part of a three-read process. Tasks are time-flexible and paid per accepted task, with compensation up to the equivalent of $100/hr.

Qualifications

• Medical degree (MD or DO) and an active US medical license.
• Board certification or residency training with recent direct patient care.
• Broad, multi-system diagnostic and treatment experience.
• Strong clinical reasoning and application of guidelines.
• Experience in medical AI evaluation or medical annotation is a plus.
• Strong written English (C1+).

Responsibilities

• Evaluate clinical EHR vignettes paired with questions, answers, and distractors.
• Score clinical reasoning quality: vignette accuracy, completeness, and trap quality.
• Check whether reasoning chains reach conclusions from vignette facts.
• Write concise rationales and participate in blind reads with physician adjudication.

Skills

Clinical reasoning

Written English

Medical knowledge

Education

MD or DO

Job description

Please submit your CV in English and indicate your level of English proficiency.

Mindrift connects specialists with project-based AI opportunities for leading tech companies, focused on testing, evaluating, and improving AI systems.
Participation is project-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. While each project involves unique tasks, contributors may:

• 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

If you're a practicing physician ready to take on this challenging and engaging project, join us!

What We Look For

This opportunity is a good fit for US-based physicians open to part-time, non-permanent projects. Ideally, contributors will have:

• 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.