Case review
Review de-identified trajectories for clinical accuracy, missing context, and realistic decision points.
FOR PROVIDERS & CLINICAL EXPERTS
Bring your
clinical judgment.
Advance better research.
Help us evaluate the reasoning that real care demands: connecting fragmented evidence, identifying what’s missing, and knowing when to be uncertain.
WAYS TO CONTRIBUTE
Your expertise.
A defined role.
Contribute where your clinical judgment is most useful, with scope and compensation agreed before work begins.
Benchmark design
Help define the evidence, actions, and uncertainty that meaningful evaluation should measure.
Specialty advising
Guide disease-specific projects, adjudicate difficult cases, and interpret model performance.
What could I contribute?
Clinical experts can review de-identified cases, help design benchmarks, or advise on specialty-specific questions. We agree on a role that fits your expertise.
How are scope and compensation decided?
The team agrees on review scope, expected work, and compensation before you begin. An initial inquiry does not commit you to a project.
Will this involve live patient care?
This work evaluates research simulations and models. It does not replace clinical care or ask you to use research outputs to make treatment decisions.
How do I get started?
Use the short provider inquiry form to share your area of expertise and interests. Please do not include medical records or sensitive patient details.