Evidence map›Paper›PMID 40461664›Full record

ArticleJournal of imaging informatics in medicine2026

PARADIM: A Platform to Support Research at the Interface of Data Science and Medical Imaging.

Yannick Lemaréchal, Gabriel Couture, François Pelletier, Ronan Lefol, Pierre-Luc Asselin, Samuel Ouellet, Jérémie Bernard, Leyla Ebrahimpour, Venkata S K Manem, Johanna Topalis and 6 more

Abstract read
In one paragraph

Article in Journal of imaging informatics in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

16 authors.

Yannick LemaréchalDépartement de physique, de génie physique et d'optique, Université Laval, Québec, Québec, Canada.ORCID http://orcid.org/0000-0002-2494-2831
Gabriel CoutureCentre de recherche de l'Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval, Québec, Québec, Canada.ORCID http://orcid.org/0000-0003-1832-6036
François PelletierDépartement de physique, de génie physique et d'optique, Université Laval, Québec, Québec, Canada.ORCID http://orcid.org/0000-0001-9767-7058
Ronan LefolDépartement de physique, de génie physique et d'optique, Université Laval, Québec, Québec, Canada.ORCID http://orcid.org/0009-0002-4115-9635
Pierre-Luc AsselinDépartement de physique, de génie physique et d'optique, Université Laval, Québec, Québec, Canada.
Samuel OuelletDépartement de physique, de génie physique et d'optique, Université Laval, Québec, Québec, Canada.
Jérémie BernardCentre de recherche de l'Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval, Québec, Québec, Canada.
Leyla EbrahimpourCentre de recherche de l'Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval, Québec, Québec, Canada.ORCID http://orcid.org/0000-0001-7243-8296
Venkata S K ManemCentre de recherche de l'Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval, Québec, Québec, Canada.ORCID http://orcid.org/0000-0003-1427-2819
Johanna TopalisDepartment of Radiology, LMU University Hospital, LMU Munich, Munich, Germany.ORCID http://orcid.org/0000-0002-8623-8110
Balthasar SchachtnerDepartment of Radiology, LMU University Hospital, LMU Munich, Munich, Germany.ORCID http://orcid.org/0000-0002-8712-3948
Sébastien JodogneInstitute of Information and Communication Technologies, Electronics and Applied Mathematics (ICTEAM), UCLouvain, Louvain-la-Neuve, Belgium.ORCID http://orcid.org/0000-0001-6685-7398
Philippe JoubertCentre de recherche de l'Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval, Québec, Québec, Canada.
Katharina JeblickDepartment of Radiology, LMU University Hospital, LMU Munich, Munich, Germany.ORCID http://orcid.org/0000-0002-8678-7152
Michael IngrischDepartment of Radiology, LMU University Hospital, LMU Munich, Munich, Germany.ORCID http://orcid.org/0000-0003-0268-9078
Philippe DesprésDépartement de physique, de génie physique et d'optique, Université Laval, Québec, Québec, Canada. philippe.despres@phy.ulaval.ca.ORCID http://orcid.org/0000-0002-4163-7353

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI SELWYN M VICKERS · 1985 to 2026
$347.4M
Fonds de Recherche du Québec - Santé https://doi.org/10.69777/282279Natural Sciences and Engineering Research Council of Canada RGPIN-2018-04588NCI NIH HHS P30 CA008748
6 · The paper itself

Abstract

This paper describes PARADIM, a digital infrastructure designed to support research at the interface of data science and medical imaging, with a focus on Research Data Management best practices. The platform is built from open-source components and rooted in the FAIR principles through strict compliance with the DICOM standard. It addresses key needs in data curation, governance, privacy, and scalable resource management. Supporting every stage of the data science discovery cycle, the platform offers robust functionalities for user identity and access management, data de-identification, storage, annotation, as well as model training and evaluation. Rich metadata are generated all along the research lifecycle to ensure the traceability and reproducibility of results. PARADIM hosts several medical image collections and allows the automation of large-scale, computationally intensive pipelines (e.g., automatic segmentation, dose calculations, AI model evaluation). The platform fills a gap at the interface of data science and medical imaging, where digital infrastructures are key in the development, evaluation, and deployment of innovative solutions in the real world.

Indexed as

Biomedical ResearchData ScienceDiagnostic ImagingHumansDICOMDigital infrastructureFAIR principlesPACSResearch data management

Identifiers

PMID40461664
PMCPMC13103139

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.