Genomic applications for laboratory Diagnostics supported by Artificial Intelligence

Informazioni relative al progetto

GenDAI

ID dell’accordo di sovvenzione: 101182801

DOI

10.3030/101182801

Data della firma CE 1 Agosto 2024

Data di avvio 1 Settembre 2024

Data di completamento 31 Agosto 2027

Finanziato da

• Marie Skłodowska-Curie Actions (MSCA)

Costo totale

Nessun dato

Contributo UE

€ 1 145 400,00

Coordinato da

FTK-FORSCHUNGSINSTITUT FUR TELEKOMMUNIKATION UND KOOPERATION EV
Germany

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Documents, reports (2)

User Requirements & Modelling

Compilation of detailed user requirements, conceptual designs, and various models including Use Context Models, Use Case Models, Information Models, Component Models, Architecture Models, and UI Models, complemented by an ethical proposal and management plan.

GenDAI Interactive Reporting Visualisations

The identified visual structures will be reported according to the user needs, the operating scenarios and the analytical tasks identified in WP1, and the different identified users. This deliverable is related to T5.1 and T5.2.

Other (4)

GenDAI Safe component, Long-Term Archiving System and Access Control Services

A secure and efficient data management solution to be integrated with the GenDAI Diagnostics processing pipeline. In addition the delivery of the long-term archiving system, integrated with sophisticated access control services, to ensure secure storage, retrieval, and management of project data over an extended period with full reproducibility.

Updated Integrated Diagnostics Pipeline

The first delivery of the GenDAI Diagnostics pipeline will be done after the integration of inital AI models and focus on automated sample (pre)processing and classification, the determination of microbiome composition from (raw) sequence data using an interactive report, improved data management and long-term archiving with a focus on reproducibility and enhanced security. All GenDAI Diagnostics deliveries will include source code, ready-to-run docker images, documentation, and user manuals.The early results available in M18 will be used for the first piloting phase to gather early enduser feedback.

GenDAI Discovery Classification, Configuration & Methodology

This initial delivery will focus on providing a simple classification model based on the improved BiGaMi algorithm to support early piloting and user feedback. It includes data and methodologies used in implementing the AI models as well configuration and technical requirements for model deployment.

Dissemination, Communication and Exploitation Plan

Outlines the GenDAI DC and E strategies, including rules for shared publications and preliminary assessment of IPR and exploitable results.

Data Management Plan (1)

Data Management Plan, Knowledge Management Resources and Quality & Risk Management Plan,

A comprehensive Data, Document and Knowledge Management Ecosystem to ensure full compliance along the project timeline.Describes the data management life cycle for the data to be collected, stored, processed, generated or distributed by the project.The Quality and Risk Management Plan represents a text of reference for management and monitoring activities to be realised during the lifetime of the project.

Pubblicazioni

Conference proceedings (20)

On the Impact of Embedding Anisotropy in Genomic Language Models for Bacterial Taxonomy

Autori: Mike Leske; Francesca Bottacini; Rafael Ricardo de Castro Cuadrat; Haithem Afli; Bruno Gabriel Nascimento Andrade
Pubblicato in: Gen² Workshop on Generative AI in Genomics, ICLR 2026, 2026
Editore: OpenReview / ICLR workshop

GASE: Generatively Augmented Sentence Encoding

Autori: Manuel Frank, Haithem Afli
Pubblicato in: Findings of the Association for Computational Linguistics: EMNLP 2025, 2025
Editore: Association for Computational Linguistics
DOI: 10.18653/V1/2025.FINDINGS-EMNLP.291

Responsible Use of AI in Genomics and Ethical Implications

Autori: Giulia Ricci, Paolo Buono, Thomas Krause, Philippe Tamla, Matthias Hemmje, Francesca De Luzi, Francesco Leotta, Andrea Marrella, Flavia Monti, Massimo Mecella
Pubblicato in: 2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2026
Editore: IEEE
DOI: 10.1109/BIBM66473.2025.11356943

Realizing Modular Digital Hermeneutics: A Microservice-based Approach

Autori: Bianca Mix, Markus Bortenhauser, Sebastian Bruchhaus, Alexander Duttenhöfer
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

Revisiting Data Visualizations in Diagnostic Reports

Autori: Paolo Buono, Philippe Tamla, Thomas Krause, Francesca De Luzi, Flavia Monti, Massimo Mecella
Pubblicato in: 2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2026
Editore: IEEE
DOI: 10.1109/BIBM66473.2025.11356146

Supporting Professional Conference Organizers in Expert-Finding Tasks using Knowledge Graphs and Topic Modeling

Autori: Benedict Hartmann, Nico Lindemann
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

Time-Stratified Architecture for Real-Time Analysis of Behavioural Signals in Telehealth

Autori: Dennis Maier, Marco Xaver Bornschlegl
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

PTEB: Towards Robust Text Embedding Evaluation via Stochastic Paraphrasing at Evaluation Time with LLMs

Autori: Manuel Frank, Haithem Afli
Pubblicato in: Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), 2026
Editore: Association for Computational Linguistics
DOI: 10.18653/V1/2026.EACL-LONG.130

Explanation-Driven Visual Interventions in Genomics

Autori: Andrea Esposito, Paolo Buono, Rosa Lanzilotti
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

A Symbiotic AI Approach for Trustable and Interactive Microbiome Data Interpretation

Autori: Francesco Greco, Giuseppe Desolda, Antonio Piccinno
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

Towards a Medically and Legally Sufficient Documented Argumentation Model for Medical Information Retrieval Systems

Autori: Alexander Duttenhöfer, Till Menke, Bianca Mix
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

A Prototype Implementation Supporting Intelligent Big Data Analysis

Autori: Sebastian Bruchhaus, Alexander Kreibich, Thoralf Reis, Marco X. Bornschlegl
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

Towards an Intelligent Scientific Publication Management System: Motivation, Methodological Foundations, and Conceptual Design

Autori: Bao Khanh Nguyen, Binh Vu
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

The GenDAI Cloud-Native Infrastructure and Data Stewardship for Clinical Metagenomic Diagnostics

Autori: Philippe Tamla, Thomas Krause, Matthias Hemmje, Flavia Monti, Francesca De Luzi, Massimo Mecella, Bruno Andrade, Paolo Buono, Andrea Molinari
Pubblicato in: 2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2026
Editore: IEEE
DOI: 10.1109/BIBM66473.2025.11356811

Towards a Model for Supporting Cloud-based Information Extraction from MICE Content

Autori: Gladys Kouakam, Nico Lindemann, Philippe Tamla
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

C2PA and eIDAS 2.0 - a Reference Framework for Content Verification and Protection in the EU

Autori: Stefan Wagenpfeil, Joyce Amy Kolenda, Waldemar Nauvomets, Tim Ternovik, Jakob Wenzig
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

From Reads to Reports: A Vision for a GFM-Powered Genomic Diagnostic Platform

Autori: Thomas Krause, Philippe Tamla, Andrea Leoni, Flavia Monti, Francesca De Luzi, Jamie Fitz Gerald, Bruno Andrade, Haithem Afli, Massimo Mecella, Paolo Buono, Andrea Molinari, Matthias Hemmje
Pubblicato in: 2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2026
Editore: IEEE
DOI: 10.1109/BIBM66473.2025.11356528

Supporting Conference Organizers in Expert-Finding Tasks using Transformer-based Embedding and Retrieval

Autori: Tom Eichhorn, Benedict Hartmann, Nico Lindemann
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

Multimedia, RAG, and LLMs in High-Security Environments - a reference implementation for the AI2MMIR architecture

Autori: Stefan Wagenpfeil, Angelina Chernikov
Pubblicato in: CEUR Workshop Proceedings, Numero Vol-4227, 2026, ISSN 1613-0073
Editore: CEUR-WS.org

LLM-Driven Cloud-Based Infrastructure Design

Autori: Andrea Sepielli, Marco Calamo, Filippo Bianchini, Francesca De Luzi, Matteo Marinacci, Flavia Monti, Jacopo Rossi, Massimo Mecella, Philippe Tamla, Thomas Krause, Matthias Hemmje
Pubblicato in: 2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2026
Editore: IEEE
DOI: 10.1109/BIBM66473.2025.11356715

Monographic books (1)

Engineering Information Systems with Large Language Models

Pubblicato in: 2025
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-92285-5