Evidence & safety
Know what we know. Know what we are still proving.
MbeleMed separates published evidence, internal analysis, implemented capabilities, synthetic demonstrations, pilot work, research-stage methods, and roadmap items.
That makes it easier for partners, and for us, to distinguish evidence from aspiration.
Evidence maturity
Confidence comes from knowing where the evidence stands.
- PublishedExternal evidenceWhat others have shown.
- CapabilityImplemented workflowWhat the platform can do.
- PilotDefined programWhat a real program is testing.
- ResearchStudy-stage methodsWhat we are still learning.
- 01
Published evidence
Externally published clinical or operational evidence, with source, population, finding, relevance, and limitations identified.
- 02
Modeled analysis
Internal analysis based on explicit assumptions. Useful for planning, but not the same as realized performance.
- 03
Platform capability
A workflow or software capability that has been implemented. This does not by itself establish production scale or clinical validation.
- 04
Synthetic demonstration
A PHI-free demonstration of how a workflow can operate. It is not clinical-performance evidence.
- 05
Pilot-stage
A defined program with a population, pathway, endpoints, and clinical authority.
- 06
Research-stage
A method or model being developed, tested, or validated.
- 07
Roadmap
A planned capability that is not represented as current functionality.
Clinical authority
Technology coordinates. Clinicians decide.
MbeleMed:
- does not autonomously diagnose;
- does not prescribe or treat;
- does not manufacture or own monitoring devices;
- does not submit medical claims.
Qualified physicians interpret monitoring findings.
The physician reviewing the finding remains responsible for the clinical decision.
What counts as actionable?
A physician-confirmed finding that meets the agreed program criteria for documented follow-up, further evaluation, treatment consideration, or escalation.
Each program defines its own protocol-level criteria.
Research boundary
Research-stage methods are not presented as validated clinical prediction models.
Maternal work remains research-stage.
Commercial participation does not automatically authorize research use of data.
