Board-Certified Physician - Non-Clinical Remote Case Review

Mindrift (Toloka); United States; Remote; USD 83,000 - 138,000; Part time

Job summary

Mindrift is seeking US-based physicians (MD/DO) to evaluate clinical EHR vignettes for an AI evaluation program. Focus areas include general and internal medicine.

Contributors will score diagnostic accuracy and reasoning quality, check for clear reasoning traces, and write concise rationales across multiple organ systems. This is part-time, non-permanent work paid per accepted task, with rates up to $100/hr. Expect about 10–20 hours per week during active phases.

Qualifications

• MD or DO with active unrestricted US license
• Board certification or completed residency 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 QA is a plus
• Strong written English (C1+)

Responsibilities

• Evaluate clinical EHR vignettes with questions, proposed answers, and distractors across organ systems
• Score diagnostic accuracy, vignette quality, and reasoning traces
• Write concise rationales for each item and participate in physician adjudication

Skills

MD/DO licensed

US medical license

Board cert or residency

Multi-system experience

Clinical reasoning

AI evaluation experience

English proficiency

Education

MD or DO degree

Job description

Mindrift connects specialists with project-based AI opportunities for leading tech companies, focused on testing, evaluating, and improving AI systems. 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. 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.