Real-world validation of a multimodal LLM-powered pipeline for high-accuracy clinical trial patient matching

This pipeline demonstrates robust performance in clinical trial patient matching without requiring custom integration with site systems or trial-specific tailoring, thereby enabling scalable deployment across sites seeking to leverage AI for patient matching.

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Publication Details

Journal
Communications Medicine
Published
2025-11-22
DOI
https://doi.org/10.1038/s43856-025-01256-0
Primary Topic
Machine Learning in Healthcare
Type
article
Field-Weighted Citation Impact
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article

Real-world validation of a multimodal LLM-powered pipeline for high-accuracy clinical trial patient matching

Philippe Ravaud, Quentin Bodinier, Keyvan Davarpanah, Anatole Callies
Communications Medicine
Machine Learning in Healthcare
article

Real-world validation of a multimodal LLM-powered pipeline for high-accuracy clinical trial patient matching

Philippe Ravaud, Quentin Bodinier, Keyvan Davarpanah, Anatole Callies
article en

Abstract

This pipeline demonstrates robust performance in clinical trial patient matching without requiring custom integration with site systems or trial-specific tailoring, thereby enabling scalable deployment across sites seeking to leverage AI for patient matching.

Communications MedicineVol. 5(1)
Inserm (FR), Université Paris Cité (FR), Sorbonne Université (FR), Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement (FR), Université Sorbonne Paris Nord (FR), Sorbonne Paris Cité (FR), Assistance Publique – Hôpitaux de Paris (FR), Laboratoire Procédés et Ingénierie en Mécanique et Matériaux (FR), Hôtel-Dieu de Paris (FR), Centre de Recherche Épidémiologie et Statistique (FR)
Openalex Percentile: Top 81%
Machine Learning in Healthcare
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Real-world validation of a multimodal LLM-powered pipeline for high-accuracy clinical trial patient matching — Philippe Ravaud, Quentin Bodinier, et al. · Communications Medicine (2025) | TGRS Research Map | TGRS