Making Context Count: Assessing Needs and Implementation Readiness for Health Technology Innovation

Background

Health technology assessment (HTA) evaluates innovations primarily under controlled conditions, decoupled from the system and equity context that determines real-world value. The EU HTA Regulation (EU 2021/2282), in force January 2025, establishes EU-level Joint Clinical Assessments while preserving national context-specific evaluation. No systematic framework currently makes context — infrastructure, workforce, equity, unmet need — analytically tractable alongside clinical evidence.

Methods

Drawing on the FED-SCAN federated AI-enhanced horizon scanning framework and WHO/EU justice and equity literature, we propose a four-pillar approach: (1) multi-criteria unmet needs assessment including patient-reported outcomes and socioeconomic factors; (2) contextual requirements mapping using Health in All Policies and WHO HESRi five conditions for health equity; (3) implementation readiness assessment via a Listen/Learn/Limit/Lean decision tree; (4) equity-sensitive value assessment applying prioritarian and accountability-for-reasonableness principles.

Results

Applied across pilot use cases (oncology, diabetes, rare diseases): (1) identical technologies show overuse in one context and underuse in another; (2) PROMs reveal value dimensions missed by clinical endpoints; (3) EU/national reimbursement disjunction can be reduced by mapping implementation requirements explicitly; (4) federated AI signals enable early identification of technology-context mismatch before costly adoption failures.

Conclusions

Context must be a primary analytical input — not a post-hoc consideration — in health technology decisions. The proposed framework enables HTA bodies and policymakers to assess needs, requirements and readiness alongside clinical value, supporting equitable and sustainable adoption of innovation across diverse European health systems.

Key messages

• Context — not just clinical evidence — determines whether health technology innovation generates real-world value for populations across diverse European health systems.

• A four-pillar framework integrating needs assessment, system context, implementation readiness and equity enables evidence-informed health technology adoption decisions.