Nucs AI

Artificial Intelligence

• Clinical Expertise: Contribute to the development and refinement of annotation protocols and clinical guidelines for different use cases.
• Identify edge cases, ambiguities, and potential sources of bias in clinical data and model behavior.
• Participate in applied clinical AI research, including hypothesis development and evaluation of model performance.
• Perform reviews of nuclear medicine imaging exams and provide clinical insight and annotations to support AI model training and refinement.
• Validate AI outputs for clinical accuracy, safety, and relevance across defined use cases.
• Provide concise, actionable clinical feedback on product features and workflows.
• Collaborate asynchronously with clinical, product, and data science teams.

Physician Annotator – Nuclear Medicine Clinical AI

• As a subject matter expert contribute to the development and refinement of annotation protocols and clinical guidelines for different use cases
• Identify edge cases, ambiguities, and potential sources of bias in clinical data and model behavior
• Participate in applied clinical AI research, including hypothesis development and evaluation of model performance
• Assist in generating research insights that may inform internal studies, publications, or regulatory documentation
• Perform reviews of nuclear medicine imaging exams and provide clinical insight and annotations to support AI model training and refinement
• Validate AI outputs for clinical accuracy, safety, and relevance across defined use cases
• Review model errors and edge cases; provide structured clinical insights to improve performance
• Advise on clinically meaningful metrics, thresholds, and evaluation criteria
• Provide concise, actionable clinical feedback on product features and workflows
• Advise product teams on feature prioritization based on clinical impact, risk, and feasibility
• Support retrospective and prospective analyses to assess clinical validity and real-world utility of AI models
• Evaluate usability and workflow integration from a clinician’s perspective
• Collaborate asynchronously with clinical, product, and data science teams

Physician Annotator – Nuclear Medicine Clinical AI

Physician Annotator – Clinical AI Development Consulting, Part-Time/Contract