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Medical AI Clinical Reasoning Evaluator

Help improve medical AI by designing realistic clinical scenarios, evaluation frameworks, and rigorous assessments of clinical reasoning. This remote, flexible freelance engagement is open to actively practicing licensed physicians.

OpenTrain AI

Medical & Health

100% Remote

Worldwide

Eligibility

Entry

Experience

Aug 3, 2026

Posted

Open worldwide

About OpenTrain

OpenTrain AI is the organization hiring and contracting for this role. OpenTrain is the #1 platform for finding and building careers in AI training and data labeling, helping people discover projects, build a professional profile, and apply in minutes.

As an OpenTrain contributor, you can develop experience in a fast-growing field where human expertise directly influences how advanced AI systems work.

About AI Training and Medical Evaluation

AI training is the human side of building artificial intelligence. Experts prepare examples, review model outputs, and evaluate whether systems respond accurately and appropriately. In medical AI, expert judgment is essential for testing clinical reasoning, evidence-based decisions, and the nuances of real patient care.

This work gives medical professionals an opportunity to apply their expertise to cutting-edge AI development while working remotely and choosing a schedule that can fit around other commitments.

The Role

OpenTrain AI is recruiting a Medical AI Clinical Reasoning Evaluator to assess and improve how AI systems handle real clinical problems. You will combine active medical expertise with structured AI evaluation, creating assessments that reflect the complexity of clinical practice and collaborating with AI researchers to improve model performance.

  • Remote freelance contractor engagement
  • Part-time schedule with a commitment of 20 or more hours per week
  • Initial engagement of one month
  • Potential extensions based on performance and fit
  • Work conducted in English
  • Worldwide opportunity

What You'll Do

You will create realistic medical cases and systematic evaluation methods for medical AI systems. Your assessments will help identify where models demonstrate gaps in medical knowledge, reasoning, or clinical decision-making.

  • Design structured evaluation frameworks for medical AI systems
  • Create clinical scenarios that test reasoning and clinical decision-making
  • Develop assessment methods that capture the nuance of real clinical practice
  • Identify gaps in medical knowledge and reasoning shown by AI systems
  • Make rigorous judgments about AI performance
  • Collaborate with AI researchers to improve model performance

Requirements

This role requires an active medical license and current clinical practice. You should be able to draw on clinical decision-making experience and evidence-based medicine to design realistic cases and evaluate AI outputs with sound professional judgment.

  • Active medical license and current clinical practice
  • Clinical decision-making grounded in evidence-based medicine
  • Ability to design realistic clinical scenarios for AI evaluation
  • Judgment to assess clinical reasoning and identify gaps in medical knowledge
  • Strong analytical and communication skills
  • Critical thinking and problem-solving skills
  • Interest in applying AI to clinical practice

Relevant Clinical Experience

Experience in a clinical specialty can support this work. The role is designed for medical professionals who can evaluate complex clinical reasoning and communicate clear, well-supported judgments.

  • Pediatrics
  • Emergency medicine
  • Obstetrics and gynecology
  • Gynecologic oncology
  • Public health
  • Another clinical specialty

Why Build an AI Training Career

Modern AI systems learn from examples prepared and reviewed by people. By evaluating medical reasoning, you can contribute to how AI systems understand and respond to complex clinical problems while building experience in an expanding area of technology.

OpenTrain helps contributors build a durable AI training portfolio, showcase relevant expertise, discover projects that match their skills, and grow their careers in AI training and data labeling.

  • Work remotely with a flexible schedule
  • Apply specialized medical expertise to advanced AI systems
  • Build experience in AI evaluation and human feedback work
  • Create a profile that reflects your AI training experience

How to Apply

Create a free OpenTrain account to build your profile and apply for this opportunity. Include your active medical license, current clinical practice, relevant specialty experience, and availability of 20 or more hours per week.

  • Review the role requirements
  • Create or update your free OpenTrain profile
  • Highlight your clinical decision-making and evidence-based medicine experience
  • Apply through OpenTrain in minutes

Ready to apply?

Create a free OpenTrain account and apply for this role in minutes.

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