Mindrift
Mindrift
Mindrift is an artificial intelligence talent marketplace and SaaS platform that connects professional contributors and domain experts with AI training and evaluation projects from technology companies. As part of Toloka, it works with writers, editors, QA specialists, scientists, and other subject-matter experts who help generate training data, assess model safety and reasoning, evaluate media quality, and create real-world scenarios for improving AI performance and reliability. Mindrift recruits and vets contributors through assessments and identity verification, then offers flexible paid project opportunities across AI training and evaluation work.

Physician (MD/DO), Medical AI Evaluation

US physicians assess clinical EHR vignettes and reasoning quality for Mindrift’s project-based medical AI programs. Part-time, task-based work supporting the improvement of clinical AI systems.

Description

  • Assess clinical EHR vignettes and related questions, proposed answers, and distractors for diagnosis and treatment tasks.
  • Rate clinical reasoning, vignette accuracy and completeness, answer correctness and gradeability, and distractor quality.
  • Verify that each reasoning chain reaches its answer using only facts from the vignette.
  • Revise reasoning traces and provide concise rationales.
  • Participate in three independent blind reviews followed by physician adjudication.
  • Meet task deadlines and stated acceptance criteria.

Requirements

  • Be a US-based, actively practicing physician with an MD or DO.
  • Hold an MD or DO medical degree.
  • Have an active, unrestricted US medical license verified by the issuing medical board.
  • Be board-certified or have completed residency training.
  • Have recent direct patient care experience; attending-level experience is preferred.
  • Bring broad diagnostic and treatment experience across multiple systems in internal, family, emergency, or hospital medicine.
  • Demonstrate strong clinical reasoning, including differential diagnosis, next-step management, and use of evidence-based guidelines.
  • Have strong written English skills (C1 or higher).
  • This role is not suitable for medical students, unlicensed medical graduates, non-physician clinicians, or people in non-clinical healthcare roles.

Benefits

  • Access to project-based AI work.
  • Part-time project participation.
  • Payment for each accepted task.
  • Rates may reach the equivalent of $130 per hour, depending on qualification tier and task efficiency.

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