Clinical trials are a full lifecycle problem. Sunlab builds data, models, and agents that support review, design, recruitment, execution, and outcome reasoning.
01Trial records and literature
02Structured trial knowledge
03AI agents and predictors
04Better design and recruitment
Recent papers
What this program is building
Selected recent and foundational papers, summarized around the task, why it matters, and the main technical result.
2026Nature Health
A Large-Scale Database for Clinical Trial Outcomes and Features
1Trial records
2Outcome features
3Trial intelligence database
Task
Build a large database connecting clinical trial features with trial outcomes.
Why it matters
Trial design and portfolio decisions need better empirical evidence about what predicts success or failure.
Main result
The database creates a foundation for benchmarking outcome prediction and trial intelligence models.
Send a concise note with the program name, your role, the problem you want to work on, and any relevant data, code, clinical setting, or research experience.