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ROADMAP: an ontology of medical AI models and datasets

Abstract:
Successful development, regulatory review, and clinical implementation of artificial intelligence (AI) systems in medicine require clear, unambiguous communication about AI models and datasets. The Radiology Ontology of AI Datasets, Models, and Projects (ROADMAP) was developed to provide a machine-interpretable framework to describe medical AI resources by formally defining the attributes of AI models and datasets and their allowable values. ROADMAP builds upon generalized "model cards" and "datasheets for datasets" by incorporating features that support multimodal data, including medical images, structured data, and unstructured text. ROADMAP references concepts from widely used ontologies, coding schemes, and common data elements to improve the discoverability, interoperability, and reuse of AI resources. The ontology can facilitate matching of appropriate AI models with relevant datasets and support the detection of potential sources of bias in AI resources; it is available at https://bioportal.bioontology.org/ontologies/ROADMAP. © RSNA, 2026 See also accompanying Special Report on ROADMAP and metrics.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1148/ryai.260069

Authors

More by this author
Institution:
University of Oxford
Division:
MSD
Department:
Radcliffe Department of Medicine
Oxford college:
Balliol College
Role:
Author
ORCID:
0000-0002-9384-4602


Publisher:
Radiological Society of North America
Journal:
Radiology: Artificial Intelligence More from this journal
Volume:
8
Issue:
3
Article number:
e260069
Place of publication:
United States
Publication date:
2026-03-11
Acceptance date:
2026-02-23
DOI:
EISSN:
2638-6100
Pmid:
41811080


Language:
English
Pubs id:
2388505
Local pid:
pubs:2388505
Deposit date:
2026-04-30
ARK identifier:

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