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Author: Irene Gebuis

Vacancy: Statistician / Applied Mathematician (INDICATE Project)

Position Overview

AP-HP Assistance publique – Hôpitaux de Paris, a valued partner for the INDICATE project, is seeking a highly motivated Statistician / Applied Mathematician / Data Scientist to contribute to the development and validation of predictive models of organ failure in critically ill patients. The position is part of the European INDICATE project and focuses on translational research at the interface between medicine, statistics, and artificial intelligence.

Scientific Scope

INDICATE focuses on predicting major organ failures in ICU patients using multimodal data (clinical, biological, and high-frequency physiological signals). The goal is to identify early predictive signatures of organ dysfunction (renal, respiratory and cardiovascular) and support personalized decision-making in critical care.

Methodological Framework

The candidate will implement and validate advanced statistical and machine learning models, including supervised learning, time-series modeling, and trajectory analysis. Key aspects include feature engineering from high-frequency data, handling missing data, model calibration and discrimination assessment, and external validation when available.

Required skills

  • Strong background in statistics, applied mathematics, or data science
  • Experience in predictive modeling and machine learning
  • Programming skills: Python (mandatory), SQL; Java/C++ is a plus
  • Interest in biomedical applications and clinical data

Contract and Conditions

  • Fixed-term contract (18 months)
  • Full-time (100%)
  • Location: INSERM U942, Paris (AP-HP / Université Paris Cité)
  • English required; French not mandatory

Application process

To apply for this position, please send your CV and motivational letter to contact Dr. Benjamin Deniau via benjamin.deniau@aphp.fr and Ms. Fatima Zunara via fatima.zunara@aphp.fr.

Dr. Benjamin Deniau
benjamin.deniau@aphp.fr

Fatima Zunara
fatima.zunara@aphp.fr

INDICATE Training session on Onboarding & Data Model: Unlocking ICU data across Europe without moving patient data

This week marked the first session of the INDICATE Training Programme, designed to support data providers in using the INDICATE infrastructure effectively, securely, and in a fully standardized way.

The session, guided by moderator Maxim Moinat (Data Engineer, Erasmus MC) and co-moderated by Maarten Ligtenberg (Co-founder Cradeq), provided a solid introduction to key building blocks on the INDICATE onboarding framework, interoperability in complex healthcare data environments and federated data infrastructure and secure data sharing principles.

Jan van den Brand (technical lead INDICATE) highlighted key challenges in ICU clinical decision-making and innovation, driven by fragmented data, a lack of standardized data-sharing agreements, and limited secure infrastructure. He illustrated this using a metaphor: hospitals today resemble a house with different types of power sockets, where every device requires its own adapter to function.

In this analogy, medical and AI software represent the appliances, while hospital systems such as electronic health records and laboratory databases represent the power sources. Without a shared standard, hospitals are often forced to build and maintain these “adapters” themselves, increasing complexity, cost, and operational risk. This underlines the need for shared standards and interoperable data models.

A central theme, introduced by our presenter Boris Delange (Doctor in Medical Informatics, Université de Rennes), was the reality of hospital data: each institution often uses its own “language” to describe the same clinical concepts. This creates significant challenges for interoperability and data integration, while also highlighting the importance of standardization for enabling meaningful reuse of healthcare data in research and innovation. 

Boris also addressed the broader context of Hospital Information Systems and Clinical Data Warehouses, focusing on challenges related to data quality, semantic alignment, and making heterogeneous data usable beyond clinical care. Despite its value, a large proportion of hospital data (97%!) remains underutilized for research purposes.

INDICATE addresses this challenge by developing a federated data infrastructure, where data remains securely stored within its original institution (the data never leaves the hospital) while becoming interoperable and accessible for analysis across organisations  through shared standards.

The training programme consists of five sessions. The next session will take place on April 9, 14:00–16:00 CEST.

The training sessions are organised by Maarten Ligtenberg, Melania Istrate, Elisa Vera, Jan van den Brand, Aliza Bos, Maaike van Zuilen, and Irene Gebuis, a collaboration between Work Packages 1 and 5 and the INDICATE Training and Education Workgroup.

Moving from Vision to Implementation in federated ICU Research

We’re gathered in Brussels for the INDICATE Design Workshop – a two-day event bringing together hospitals, technical experts, clinicians and communication advisors from across Europe. INDICATE is building a federated data infrastructure for intensive care data. That means: collaborating on better care and research, without patient data ever leaving a single hospital.

Day 1 ‘Understanding the data provider journey’

  • Jan van den Brand walked us through the INDICATE mission – why federated ICU data matters for European healthcare and also through the Onboarding Blueprint – the journey from commitment to production
  • Bert Cappelle gave a detailed and inspiring live demo on how to conduct a study with federated data within the INDICATE platform

The afternoon was hands-on: data providers and guests worked through a stakeholder mapping exercise, identifying who is needed to implement INDICATE within a hospital and whether those stakeholders can actually be named today. This was followed by a data provider gap analysis focused on for example identity and access management.

This year we are making the shift from concept to implementation in real hospital environments. That takes collaboration, honesty about challenges, and a willingness to learn from each other. And that’s what we did today!

Day 2 ‘What does it actually take to onboard a hospital as a data provider?’

During day 2 of the INDICATE Design Workshop we spent the day working through what it actually takes to onboard a hospital as a data provider: not in theory, but in practice. 

What does the onboarding journey look like? What do data providers need to implement INDICATE in their organisation, who to get involved? During the day we challenged ourselves to rethink the onboarding process and follow up steps from a data provider perspective – At the end of the day, all attending data providers had developed an actionable implementation roadmap for the next three months. 

One principle that kept coming back: patient data never leaves the hospital. That’s not just a technical design choice, it’s the foundation of trust that makes the federated data network possible.

Next meeting? On Monday March 30 the INDICATE Training Programme on Data Enablement & Data Model will start! We look forward to welcoming you to the session!

Thanks to all who actively participated in person and online!

Celia Alvarez-Romero (Servicio Andaluz de Salud), Marcel Giemsa (Universitätsklinikum Düsseldorf), Bert Cappelle (UZ Gent), Christian Jung (Universitätsklinikum Düsseldorf), Kirsten Colpaert (UZ Gent), Maurizio Cecconi (ESICM), Anouk Kruiswijk (KPMG), Maaike van Zuilen (Erasmus MC – philogirl), Maarten Ligtenberg (Cradeq), Daniel Laxar (Medical University of Vienna), Maria Theodorakopoulou (Hellenic Society of Intensive Care Medicine (HSICM), Maurice Walny (Charité – Universitätsmedizin Berlin), Joost Schotsman (UMC Utrecht), Rachit Gupta (KPMG), Maxim Moinat (Erasmus MC), Irene Gebuis (philogirl), Alexander Lang, Nils Woge, Kai Marten Vogl, Daniel Wetzler, Lorenz Kapral, Natalja Zilinski.

Mark Driessen

Position: Work Package 3

Who am I?

My name is Mark Driessen, Manager at KPMG Netherlands, based in Amstelveen. I started my professional career as a physical therapist, which gave me a strong grounding in clinical practice and the day‑to‑day realities of healthcare delivery. After a period at the Royal Dutch Marines I continued my career in consultancy with a focus on digital strategy and healthcare transformation, where I now work at the intersection of care, data, and technology.

What do I do?

In my current role, I advise healthcare organizations on digital strategy, data & AI, cloud transformation, and governance. I support organizations in translating strategic ambitions into practical, sustainable solutions, with a strong focus on collaboration between care providers, technology partners, and policymakers. My work combines strategic design with hands‑on implementation, always anchored in real healthcare needs.

What am I up to during INDICATE? Connected to which WP? Which cases do I work on?

Within INDICATE, I contribute primarily to Work Package 3 (WP3). My focus is on topics such as governance models, business models and the organizational structure of the future organization, and sustainable collaboration mechanisms for data sharing. WP3 focuses on supporting partners in translating technical and clinical ambitions into viable organizational and governance setups that can scale beyond the project context into a sustainable organization.

What motivates me to be part of INDICATE?

I’m excited to contribute to Indicate. What motivates me most is INDICATE’s ambition to bridge the gap between data, technology, and real clinical impact. Having started my career in direct patient care, I am driven by initiatives that do not stop at technical innovation, but actively improve how healthcare professionals collaborate and how patients ultimately benefit from better use of data.

What do I expect to accomplish within INDICATE?

Within INDICATE, I aim to help create clear, workable governance and organizational foundations that enable data sharing to function in practice – not only during the project, but also afterwards. My goal is to contribute to outcomes that are legally sound, organizationally feasible, and broadly adoptable across different healthcare contexts in Europe. Together we can drive meaningful change.

How does my background or expertise contribute to the goals of INDICATE?

My background combines experience in direct patient care, management roles in healthcare institutions and working in digital strategy and large‑scale healthcare transformation. This allows me to connect strategic, technical, and organizational perspectives, and to help different stakeholders understand each other’s challenges and goals. Within INDICATE, I aim to use this bridging role to support solutions that are trusted, usable, and sustainable across diverse healthcare settings.

INDICATE Round Table: Federated Infrastructures in Medical Research

On 5 March 2026, INDICATE hosted a hybrid round table in Düsseldorf, bringing together experts from across Europe for an active exchange between clinicians, researchers, and technical experts working on data-driven healthcare. The day was moderated by INDICATE PI’s Michel van Genderen from Erasmus MC and Christian Jung from Universitätsklinikum Düsseldorf.

The event featured presentations from leading initiatives, including:

Each project shared its objectives, current progress, and key lessons learned. 

Key topics included:

  • Building federated platforms for cross-hospital research
  • Ensuring secure, privacy-by-design data sharing
  • Governance and legal frameworks for multi-institutional studies
  • Interoperability and data harmonization across systems

Insights

Federated infrastructures are increasingly viable, but challenges remain around data standards, governance, and coordination. Synthetic data environments and shared governance models are helping build trust while enabling large-scale research and AI development.

The round table was a valuable forum for sharing experiences, identifying challenges, and exploring future European collaborations in health data research.

Spotlight on INDICATE: Poster Presentation at Seville’s Researchers’ Forum!

On 5 March, Luis Martín-Villén (Head of ICU), Carlos Luis Parra-Calderón (Head of Technological Innovation), Celia Alvarez-Romero, María González-López, María Parra-Rodríguez-Armijo, Paloma Bravo-del-CID, and Paco Rey-Garduño (Computational Health Informatics Group) from Hospital Universitario Virgen del Rocío and part of the INDICATE consortium, presented an INDICATE poster at the XXII Researchers’ Forum, organised by the Institute of Biomedicine of Seville.

The forum offered a great space for researchers from the hospital to exchange ideas and showcase their work. Our poster highlighted INDICATE’s main goal: developing a European federated infrastructure for ICU data. This approach enables collaborative research without physically sharing sensitive information, improves clinical data quality, and supports evidence-based decision-making.

Key topics included the federated infrastructure model, ICU data harmonization, and the hospital’s strategic role within the European network. As a follow-up, clinical and technical alignment for local implementation of the common data model was proposed.