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Medical AI Clinical Reasoning Evaluator

Help evaluate how AI systems handle real medical problems by designing clinical scenarios, assessment frameworks, and evidence-based reasoning criteria. This flexible remote engagement is designed for practicing physicians.

OpenTrain AI

Medical & Health

100% Remote

Worldwide

Eligibility

Entry

Experience

Jul 25, 2026

Posted

Open worldwide

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About OpenTrain

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

As an OpenTrain contractor, you can develop experience in a fast-growing field where medical expertise helps shape how advanced AI systems perform in real-world clinical contexts.

  • Free account and streamlined application process
  • Remote work with flexible scheduling
  • Opportunity to build a lasting AI training portfolio

About Medical AI Training

AI training is the human side of building artificial intelligence. Medical experts help prepare and evaluate examples so AI systems can produce more accurate, safe, and clinically meaningful outputs.

This work brings practical clinical judgment into model evaluation. Your assessments can help identify gaps in medical knowledge and reasoning while informing improvements to systems used in clinical practice.

  • Apply evidence-based medicine to AI evaluation
  • Assess model responses to complex medical problems
  • Help define what high-quality clinical reasoning looks like

The Role

OpenTrain is recruiting a Medical AI Clinical Reasoning Evaluator to assess how AI systems perform on real medical problems. You will combine active medical expertise with structured model evaluation, creating frameworks and scenarios that capture the complexity of clinical practice.

The work is designed for a practicing physician who can bring current clinical judgment to the evaluation of AI systems and collaborate clearly with AI research teams.

  • Category: Medical and health AI evaluation
  • Engagement: Part-time contractor
  • Location: Remote and worldwide
  • Language: English
  • Schedule: 20+ hours per week, up to 30 hours per week
  • Initial term: One month, with potential extensions based on performance and fit

What You’ll Do

  • Design systematic evaluation frameworks for medical AI systems
  • Create realistic clinical scenarios that test AI reasoning and decision-making
  • Build assessment methods grounded in the nuance of clinical practice
  • Identify gaps in AI medical knowledge and clinical reasoning
  • Apply clinical judgment and evidence-based medicine to evaluate AI behavior
  • Collaborate with AI researchers to improve model performance
  • Translate complex clinical judgment into clear evaluation criteria or structured assessments

Requirements

This role requires active medical expertise and current clinical practice. You should be comfortable making or evaluating clinical decisions across a medical specialty and explaining your reasoning with clarity.

  • Active license to practice medicine in any specialty
  • Current clinical practice experience
  • Experience with clinical decision-making
  • Strong foundation in evidence-based medicine
  • Ability to design realistic clinical reasoning scenarios
  • Ability to assess AI reasoning and identify gaps in medical knowledge
  • Strong analytical, clinical, and communication skills
  • Interest in the use of AI in clinical practice

Helpful Background

Experience translating complex clinical judgment into clear evaluation criteria, scenarios, or structured assessments will help you contribute effectively. Familiarity with medical AI, clinical decision support, or evaluating reasoning quality is also relevant.

  • Medical AI experience
  • Clinical decision-support experience
  • Experience evaluating reasoning quality
  • Experience creating structured clinical assessments

Flexible Remote Engagement

This is a remote, flexible engagement of 20 or more hours per week and up to 30 hours per week for one month. Scheduling can be arranged around ongoing clinical commitments, with potential extensions based on performance and fit.

  • Work remotely from anywhere worldwide
  • Arrange working hours around clinical commitments
  • Contribute part time without leaving current clinical practice
  • Apply your medical expertise to cutting-edge AI development

How to Apply

Create or update your free OpenTrain profile and apply through OpenTrain. Highlight your active medical license, current clinical practice, specialty experience, and ability to evaluate complex clinical reasoning.

  • Apply online through OpenTrain
  • Showcase relevant medical and evaluation experience
  • Use your OpenTrain profile to build a credible AI training portfolio

Ready to apply?

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

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