Programme and project opportunities
A proposed multi-institution programme, modelled organisationally on MILAB.
Proposed programme title. Precision Psychiatry, Translated: Speech, Avatars, and the Path to Clinical AI
Why MILAB as the model
The Hungarian Artificial Intelligence National Laboratory is a useful organisational model for a multi-institution programme: several universities and research bodies coordinated under one umbrella, with defined work packages and shared infrastructure.
Safeguard. MILAB’s implementation period was 20 September 2021 to 28 February 2026 and the project is closed. It is cited strictly as an organisational model, not as an open or ongoing programme.
Work packages to consider
| Work package | Main task | Initial output |
|---|---|---|
| Clinical network and data governance | Sites, access, common data definitions, consent and provenance | Data catalogue and agreed minimum dataset description |
| Measurement | Weekly short speech tasks, periodic clinical reference measures, later optional multimodality | Versioned measurement and quality-control protocol |
| AI and heterogeneity | Longitudinal models, multimodality, mechanism-informed hypotheses | Reproducible analysis package |
| Clinical evaluation | External and prospective validation, usability, clinical relevance | Study and evaluation plan |
| Translation | Intellectual property, industrial needs, regulation, sustainability | Exploitation and financing plan |
Each maps onto existing wiki pages: governance → Data governance and annotation; measurement → Longitudinal within-person measurement; evaluation → PCI Registered Reports; translation → Clinical AI translation.
The entry offer
A Hungarian clinical pilot with a speech and multimodal measurement and analysis work package — which is essentially what the Speech Gap / Semmelweis integration already is, scaled up.
Where local data collection is unavailable, the contribution can instead focus on method development, harmonisation, reproducible analysis, or validation inside a partner’s authorised environment — the model that would apply to the Danish route.
Related pages
MILAB · Ecosystem map · Funding landscape · Project structure in Plane · Data governance and annotation