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Discuss a clinical question, technical development, evaluation or research collaboration with Project Quintessence, or invite us to share what we are learning. Every inquiry is reviewed manually and routed to an appropriate next step.

Collaboration pathways

Choose a starting point for your inquiry. General and press inquiries are also welcome through the form.

Hospitals and health systems

Discuss a clinical question or workflow, possible research and development, and the evaluation needed to explore medical AI responsibly.

Starting pointA shared understanding of the workflow, practical constraints, and possible development or validation next steps.

Validation study design
Retrospective and prospective research planning
Clinician-in-the-loop evaluation
Workflow and governance review

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Universities and research labs

Explore joint studies, student research pathways, publications, and reproducible artifacts that examine methods and questions in medical AI.

Starting pointA focused research question with clear evaluation standards and publication intent.

Joint research questions
Benchmarking and model evaluation
Publication and grant collaboration
Education and fellowship pathways

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Engineers and scientists

Discuss model development, data engineering, evaluation, visualization, and infrastructure for clinical AI tools and workflow prototypes.

Starting pointA defined technical problem and possible next steps for models, tooling, or workflow prototypes.

Model development and evaluation
Clinical data tooling research
Explainability and uncertainty studies
Open research output preparation

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Speaking and workshops

Invite us to discuss medical AI research and development, research findings, validation strategy, language models, and clinical workflows.

Starting pointA grounded session on developing and evaluating clinical AI, shaped to the audience.

Healthcare AI research briefings
Validation and governance workshops
Medical language model sessions
Technical seminars for clinical teams

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Your inquiry

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All fields except organization are required.