Validation and Evidence

Haem.io validation is oriented around transparent behavior under known guideline scenarios, reproducibility of outputs, and consistency checks across rule and implementation updates.

Validation pillars

• Regression testing across representative AML and MDS pathway cases.
• Output parity checks when implementation layers change.
• Criteria traceability to support auditability and review workflows.
• Safety framing that preserves clinician oversight for final decisions.
• Transparent data-point review before criteria are applied.

Reference context

Guideline context includes WHO 2022 and ICC 2022 disease-classification standards and relevant risk-stratification frameworks used in AML and MDS practice.

Last updated: March 2026. This content is for healthcare professional decision support and does not replace clinical judgment.