All ONCODIR tools — NELI (citizen app), DEPO (clinical dashboard), DELI (policy analytics tool), PYRAMID (risk stratification engine), APPO (trustworthy AI module), and OFEN/Data Fusion — have been fully integrated via the ONCODIR Data Warehouse (DWH). The system operates through secure APIs and Kafka-based real-time flows, achieving deployment stability and pilot readiness. LIT-03 was successfully completed, validating the multisectoral policy model and the DELI dashboard under real-world conditions. A regional analytics tab and structured stakeholder consultations further strengthened adoption readiness.
Substantial scientific progress was achieved through the Participatory Policy Implementation Research Framework, based on a validated Multi-Criteria Decision Analysis (MCDA) model, which prioritised 26 CRC policy interventions. Sensitivity analysis confirmed ranking robustness, with Long-Term Impact and Effectiveness identified as key criteria, establishing a transparent and replicable EU-level methodology. Four country profiles (Greece, Lithuania, Romania, Spain) were developed to map regulatory contexts and system constraints, alongside an Activity Guide and Regulatory Roadmap template to support national uptake.
A systematic review of economic evaluations informed the Lithuanian Health Technology Assessment (LIP-03), combining short-term decision-tree modelling with long-term Markov projections using QALYs—among the first HTAs assessing AI-supported digital CRC primary prevention tools. Behavioural evaluation of NELI, based on an adapted Technology Acceptance Model, showed positive links between prolonged use and perceived health improvement, confirming adoption potential.
Stakeholder engagement was also reinforced. A total of 244 validated end-user requirements were finalised across five tools, ensuring pilot readiness. ONCODIR strengthened its role within the Prevention & Early Detection EU Cluster (D2.5 D7.7) organised Living Labs and high-level policy events, including in Valencia and the Lithuanian Parliament, and advanced exploitation planning through analysis of five Key Exploitable Results (KERs).