From the wave-0 evidence ledger
Recorded claims
Each claim states what the inspected source says, at the recorded location—bounded by its scope and graded by its confidence. Nothing here is a synthesis across works.
The case reports that more than 80% of employees used Moderna's earlier mChat, employees created more than 750 custom GPTs, about 40% of weekly active users had built a GPT, and users averaged about 120 conversations per week.
Scope: Moderna's reported internal use; frequency is not productivity, safety, or business value.
Moderna's described method asks teams to review every process for possible redesign, while the Dose ID example positions AI as an assistant to a clinical team and explicitly retains human scientific and clinical judgment.
Scope: Reported internal operating practices and one clinical-assistant example.
Boundaries
Limitations & independence
Recorded at coding time, carried with the work forever. A claim without its limits is not evidence.
Recorded limitations
- Showcase-case selection
- Usage is not outcome quality
- No control group
- Clinical/regulatory decisions remain domain-specific
- Vendor/customer source
Source independence
Joint vendor/focal-organization case; reported adoption and workflow metrics are not independently audited.