Artificial intelligence in radiology: 173 commercially available products and their scientific evidence

Question Evaluating advancements in peer-reviewed evidence for CE-certified radiological AI products is crucial to understand their clinical adoption and impact. Findings CE-certified AI products with peer-reviewed evidence increased from 36% in 2020 to 66% in 2023, but the proportion of higher-level evidence papers (~24%) remained unchanged. Clinical relevance The study highlights increased validation of radiological AI products but underscores a continued lack of evidence on their clinical and socio-economic impact, which may limit these tools' safe and effective implementation into clinical workflows.

Authors

Institutions

Publication Details

Journal
European Radiology
Published
2025-07-24
DOI
https://doi.org/10.1007/s00330-025-11830-8
Citations
14
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
9.16
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Artificial intelligence in radiology: 173 commercially available products and their scientific evidence

Olga Tryfonos, Colin Jacobs, Kicky G. van Leeuwen, Ignas B. Houben et al.
14 citations
European Radiology
Artificial Intelligence in Healthcare and Education
9.16
article

Artificial intelligence in radiology: 173 commercially available products and their scientific evidence

Olga Tryfonos, Colin Jacobs, Kicky G. van Leeuwen, Ignas B. Houben, Maarten de Rooij, Noa J.C. Antonissen
article en
14 citations

Abstract

Question Evaluating advancements in peer-reviewed evidence for CE-certified radiological AI products is crucial to understand their clinical adoption and impact. Findings CE-certified AI products with peer-reviewed evidence increased from 36% in 2020 to 66% in 2023, but the proportion of higher-level evidence papers (~24%) remained unchanged. Clinical relevance The study highlights increased validation of radiological AI products but underscores a continued lack of evidence on their clinical and socio-economic impact, which may limit these tools' safe and effective implementation into clinical workflows.

European RadiologyVol. 36(1)
Radboud University Nijmegen (NL), European University Cyprus (CY), Dutch Health Care Inspectorate (NL), Radboud University Medical Center (NL), Netherlands Heart Registration (NL), Radboud Institute for Molecular Life Sciences (NL), Isala (NL)
Peace, Justice and strong institutions
Openalex Percentile: Top 2%
Artificial Intelligence in Healthcare and Education
9.16
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Artificial intelligence in radiology: 173 commercially available products and their scientific evidence — Olga Tryfonos, Colin Jacobs, et al. · European Radiology (2025) | TGRS Research Map | TGRS