Ethics • governance-first

Ethics

Ethics is a first-class pillar of HOPE METRIX. We focus on research-only positioning, explicit uncertainty, and safeguards against clinical misuse.

HOPE METRIX is intended for scientific research purposes only. It does not provide medical diagnosis, treatment recommendations, or clinical decisions.

Research-only purpose

HOPE METRIX is designed exclusively for scientific research and methodological exploration. Demonstrators support hypothesis generation, risk modeling research, and exploratory analysis only.

Regulatory boundary (SaMD clarification)

The platform’s intended purpose is research support. Outputs are relative risk indicators, exploratory stratifications, and uncertainty-aware research metrics. This clarifies the boundary with medical device intended-purpose criteria (EU MDR / similar frameworks) without making any compliance claim.

AI ethics principles
  • Transparency of assumptions and limitations
  • Uncertainty surfaced first-class
  • Human oversight and governance encouraged
  • Misuse prevention and conservative language
Data governance (high-level)
  • Demonstrators rely on synthetic or abstracted representations (no raw uploads)
  • Data minimization and traceability are design principles
  • Ethics review is required for any real-world data usage
Responsible AI statement

We treat rare-event settings, imbalance, confounding, and population shift as core risks. Absence of evidence is not evidence of absence. Outputs must not be interpreted for individual patient care.

Ethical concerns

For ethics or governance questions, please contact your institutional reviewer or ethics committee. You can also request a governance discussion with HOPE METRIX.

Cross-cutting Ethical & Regulatory Note

For a detailed, versioned, non-editable document embedded in demonstrator exports, see: