Transforming a clinical study database into a structured database adapted to artificial intelligence applications

Clinical trial imaging databases are not adapted for AI model development. A curation process of MRI databases was developed for machine learning applications. We share the open-source tools and methodology developed in this study.

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Publication Details

Journal
Insights into Imaging
Published
2026-02-16
DOI
https://doi.org/10.1186/s13244-025-02087-2
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
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article

Transforming a clinical study database into a structured database adapted to artificial intelligence applications

I. Thomassin Naggara, Nicolas Perrot, Carole Lazarus, Patrice Taourel et al.
Insights into Imaging
Artificial Intelligence in Healthcare and Education
article

Transforming a clinical study database into a structured database adapted to artificial intelligence applications

I. Thomassin Naggara, Nicolas Perrot, Carole Lazarus, Patrice Taourel, Florence Cloppet, Camille Kurtz, Thibault Sauron, Ingrid Millet, Édouard Poncelet, EURAD Study Group, Marc Bazot, Caroline Malhaire, Aurelie Jalaguier-Coudray, Laure Fournier, Valerie Juhan, Corinne Balleyguier, Emile Darai
article en

Abstract

Clinical trial imaging databases are not adapted for AI model development. A curation process of MRI databases was developed for machine learning applications. We share the open-source tools and methodology developed in this study.

Insights into ImagingVol. 17(1)
Inserm (FR), Université de Montpellier (FR), Université Paris Cité (FR), Institut Gustave Roussy (FR), Sorbonne Université (FR), Assistance Publique – Hôpitaux de Paris (FR), Hôpital Européen Georges-Pompidou (FR), Hôpital Européen (FR), Paris Cardiovascular Research Center (FR), Institut Paoli-Calmettes (FR), Centre Hospitalier de Valenciennes (FR), Hôpital de la Timone (FR), Philips (France) (FR), Hôpital Tenon (FR), Institut Curie (FR)
Reduced inequalities
Openalex Percentile: Top 56%
Artificial Intelligence in Healthcare and Education
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