Artificial Intelligence for the Safety of Infusion Valve Management
DeepValve Project Overview
DeepValve aims to become the first digital tool to support healthcare professionals in the rapid and reliable identification of infusion valves, enhancing the safety of patient care involving intravenous devices.
Currently, identifying a valve and adhering to its technical specifications—such as flow direction, usage duration, indications and contraindications, and maintenance procedures—remain critical steps. Any error or uncertainty can lead to misuse, increase infection risk, or compromise continuity of care. In a context where healthcare teams must manage an increasing variety of devices, having a simple and intelligent tool is a key safety requirement.
DeepValve is designed to provide an intuitive interface combined with an image recognition algorithm that identifies a valve and delivers the appropriate guidance within seconds. Its integration into daily practice—whether in hospitals, clinics, or home care—will:
– Reduce handling errors
– Reinforce adherence to best practices
– Improve patient safety for those with infusion devices
Rigorous Clinical Evaluation
To ensure the tool’s reliability and real-world impact, DeepValve undergoes a structured clinical study with three complementary components:
– A controlled simulation phase, assessing the improvement in professionals’ ability to identify valves and follow correct procedures using the application
– Monitoring in real-world conditions, measuring errors or risks prevented through DeepValve
– Targeted case reviews, verifying the alignment between the application’s recommendations and actual clinical practice
This comprehensive approach evaluates the tool’s real performance, acceptability, and concrete impact on the quality and safety of care.
Project Team

Guillaume Chazet
Data Scientist, ICUREsearch

Stéphane Ruckly
Biostatistician, OUTCOMEREA Association, ICUREsearch

Chloé Arnould
Master’s in Clinical Study Management, ICUREsearch

Quentin Staiquly
Web Developer, ICUREsearch
News
2 October 2025 – The DeepValve project presented at the SPIADI Congress!
Cette année, la 7ᵉ Journée de la Mission Nationale SPIADI s’est tenue le jeudi 2 octobre 2025 au Palais des Congrès de Tours. Nous avons eu le plaisir d’y retrouver Mme Céline POULAIN (CPias Pays de la Loire), qui a présenté DEEPVALVE, notre projet d’intelligence artificielle développé en collaboration avec ICUREsearch.
💡 One photo 📸 → One recognition 🤖 → Practical recommendations 📋
With DEEPVALVE, identifying medical valves and applying best-practice guidelines has never been easier.
(More information: https://www.spiadi.fr/missionday)





