Enea Parimbelli

56 papers A 1B 9Misc 3Journal 25Unranked 16
YearRankTypeTitle / Venue / Authors
2026 J jnl
Let XAI generate reliability metadata, not medical explanations.
Comput. Methods Programs Biomed.
Federico Cabitza, Enea Parimbelli
2025 — conf
BAT: A Toolkit for Biomedical Text Augmentation.
AIME (2)
Laura Bergomi, Enea Parimbelli, Daniele Pala, Tommaso Mario Buonocore
2025 A conf
From Oracular to Judicial: Enhancing Clinical Decision Making through Contrasting Explanations and a Novel Interaction Protocol.
IUI
Federico Cabitza, Lorenzo Famiglini, Caterina Fregosi, Samuele Pe, Enea Parimbelli, Giovanni Andrea La Maida, Enrico Gallazzi
2025 — conf
Generative AI Meets Genomics: VarChat, a RAG-Based Approach for Literature-Driven Variant Summarization.
AIME (2)
Federica De Paoli, Silvia Berardelli, Alessia Tudisco, Andrei Blindu, Enea Parimbelli, Susanna Zucca
2025 J jnl
RAR: Setting Knowledge Tripwires for Retrieval Augmented Rejection.
CoRR
Tommaso Mario Buonocore, Enea Parimbelli
2025 J jnl
RelAI: an automated approach to judge pointwise ML prediction reliability.
Int. J. Medical Informatics
Lorenzo Peracchio, Giovanna Nicora, Enea Parimbelli, Tommaso Mario Buonocore, Eleonora Tavazzi, Roberto Bergamaschi, Arianna Dagliati, Riccardo Bellazzi
2025 J jnl
SARITA: a large language model for generating the S1 subunit of the SARS-CoV-2 spike protein.
Briefings Bioinform.
Simone Rancati, Giovanna Nicora, Laura Bergomi, Tommaso Mario Buonocore, Daniel M. Czyz, Enea Parimbelli, Riccardo Bellazzi, Marco Salemi, Mattia Prosperi, Simone Marini
2025 — conf
SignalGrad-CAM: Beyond Image Explanation.
xAI (Late-breaking Work, Demos, Doctoral Consortium)
Samuele Pe, Tommaso Mario Buonocore, Giovanna Nicora, Enea Parimbelli
2025 J jnl
Which explanations do clinicians prefer? A comparative evaluation of XAI understandability and actionability in predicting the need for hospitalization.
BMC Medical Informatics Decis. Mak.
Laura Bergomi, Giovanna Nicora, Marta Anna Orlowska, Chiara Podrecca, Riccardo Bellazzi, Caterina Fregosi, Francesco Salinaro, Marco Bonzano, Giuseppe Crescenzi, Francesco Speciale, Santi Di Pietro, Valentina Zuccaro, Erika Asperges, Paolo Sacchi, Pietro Valsecchi, Elisabetta Pagani, Michele Catalano, Chandra Bortolotto, Lorenzo Preda, Enea Parimbelli
2024 — ed.
Artificial Intelligence in Medicine - 22nd International Conference, AIME 2024, Salt Lake City, UT, USA, July 9-12, 2024, Proceedings, Part I
AIME (1)
Joseph Finkelstein, Robert Moskovitch, Enea Parimbelli
2024 — ed.
Artificial Intelligence in Medicine - 22nd International Conference, AIME 2024, Salt Lake City, UT, USA, July 9-12, 2024, Proceedings, Part II
AIME (2)
Joseph Finkelstein, Robert Moskovitch, Enea Parimbelli
2024 — conf
Do You Trust Your Model Explanations? An Analysis of XAI Performance Under Dataset Shift.
AIME (2)
Lorenzo Peracchio, Giovanna Nicora, Tommaso Mario Buonocore, Riccardo Bellazzi, Enea Parimbelli
2024 J jnl
Evaluation of Predictive Reliability to Foster Trust in Artificial Intelligence. A case study in Multiple Sclerosis.
CoRR
Lorenzo Peracchio, Giovanna Nicora, Enea Parimbelli, Tommaso Mario Buonocore, Roberto Bergamaschi, Eleonora Tavazzi, Arianna Dagliati, Riccardo Bellazzi
2024 J jnl
Igea: a Decoder-Only Language Model for Biomedical Text Generation in Italian.
CoRR
Tommaso Mario Buonocore, Simone Rancati, Enea Parimbelli
2024 J jnl
Introducing Δ-XAI: a novel sensitivity-based method for local AI explanations.
CoRR
Alessandro De Carlo, Enea Parimbelli, Nicola Melillo, Giovanna Nicora
2024 J jnl
Reshaping Free-Text Radiology Notes Into Structured Reports With Generative Transformers.
CoRR
Laura Bergomi, Tommaso Mario Buonocore, Paolo Antonazzo, Lorenzo Alberghi, Riccardo Bellazzi, Lorenzo Preda, Chandra Bortolotto, Enea Parimbelli
2024 J jnl
Reshaping free-text radiology notes into structured reports with generative question answering transformers.
Artif. Intell. Medicine
Laura Bergomi, Tommaso Mario Buonocore, Paolo Antonazzo, Lorenzo Alberghi, Riccardo Bellazzi, Lorenzo Preda, Chandra Bortolotto, Enea Parimbelli
2024 — conf
Systematic Comparison of Machine Learning for Activity Recognition in Cross-Subject vs. NonCross-Subject Scenarios: A Preliminary Analysis.
RTSI
Samuele Pe, Giovanna Nicora, Bruna Maria Vittoria Guerra, Stefania Sozzi, Enea Parimbelli
2023 B conf
A Rule-Free Approach for Cardiological Registry Filling from Italian Clinical Notes with Question Answering Transformers.
AIME
Tommaso Mario Buonocore, Enea Parimbelli, Valentina Tibollo, Carlo Napolitano, Silvia G. Priori, Riccardo Bellazzi
2023 J jnl
Advancing Italian Biomedical Information Extraction with Large Language Models: Methodological Insights and Multicenter Practical Application.
CoRR
Claudio Crema, Tommaso Mario Buonocore, Silvia Fostinelli, Enea Parimbelli, Federico Verde, Cira Fundarò, Marina Manera, Matteo Cotta Ramusino, Marco Capelli, Alfredo Costa, Giuliano Binetti, Riccardo Bellazzi, Alberto Redolfi
2023 J jnl
Advancing Italian biomedical information extraction with transformers-based models: Methodological insights and multicenter practical application.
J. Biomed. Informatics
Claudio Crema, Tommaso Mario Buonocore, Silvia Fostinelli, Enea Parimbelli, Federico Verde, Cira Fundarò, Marina Manera, Matteo Cotta Ramusino, Marco Capelli, Alfredo Costa, Giuliano Binetti, Riccardo Bellazzi, Alberto Redolfi
2023 J jnl
Localizing in-domain adaptation of transformer-based biomedical language models.
J. Biomed. Informatics
Tommaso Mario Buonocore, Claudio Crema, Alberto Redolfi, Riccardo Bellazzi, Enea Parimbelli
2023 J jnl
Painting the Black Box White: Experimental Findings from Applying XAI to an ECG Reading Setting.
Mach. Learn. Knowl. Extr.
Federico Cabitza, Andrea Campagner, Chiara Natali, Enea Parimbelli, Luca Ronzio, Matteo Cameli
2023 — conf
Predicting and Explaining Risk of Disease Worsening Using Temporal Features in Multiple Sclerosis.
CLEF (Working Notes)
Tommaso Mario Buonocore, Pietro Bosoni, Giovanna Nicora, Mahin Vazifehdan, Riccardo Bellazzi, Enea Parimbelli, Arianna Dagliati
2023 J jnl
The Case Manager: An Agent Controlling the Activation of Knowledge Sources in a FHIR-Based Distributed Reasoning Environment.
Appl. Clin. Inform.
Giordano Lanzola, Francesca Polce, Enea Parimbelli, Matteo Gabetta, Ronald Cornet, Rowdy de Groot, Alexandra Kogan, David Glasspool, Szymon Wilk, Silvana Quaglini
2023 J jnl
Why did AI get this one wrong? - Tree-based explanations of machine learning model predictions.
Artif. Intell. Medicine
Enea Parimbelli, Tommaso Mario Buonocore, Giovanna Nicora, Wojtek Michalowski, Szymon Wilk, Riccardo Bellazzi
2022 — conf
Evaluation of XAI on ALS 6-months mortality prediction.
CLEF (Working Notes)
Tommaso Mario Buonocore, Giovanna Nicora, Arianna Dagliati, Enea Parimbelli
2022 J jnl
Localising In-Domain Adaptation of Transformer-Based Biomedical Language Models.
CoRR
Tommaso Mario Buonocore, Claudio Crema, Alberto Redolfi, Riccardo Bellazzi, Enea Parimbelli
2022 B conf
The PERISCOPE Data Atlas: A Demonstration of Release v1.2.
AIME
Enea Parimbelli, Cristiana Larizza, Vladimir Urosevic, Andrea Pogliaghi, Manuel Ottaviano, Cindy Cheng, Vincent Benoit, Daniele Pala, Vittorio Casella, Riccardo Bellazzi, Paolo Giudici
2021 J jnl
A review of AI and Data Science support for cancer management.
Artif. Intell. Medicine
Enea Parimbelli, Szymon Wilk, Ronald Cornet, Pawel Sniatala, K. Sniatala, S. L. C. Glaser, Itske Fraterman, Annelies H. Boekhout, Manuel Ottaviano, Mor Peleg
2021 B conf
CAncer PAtients Better Life Experience (CAPABLE) First Proof-of-Concept Demonstration.
AIME
Enea Parimbelli, Matteo Gabetta, Giordano Lanzola, Francesca Polce, Szymon Wilk, David Glasspool, Alexandra Kogan, Roy Leizer, Vitali Gisko, Nicole Veggiotti, Silvia Panzarasa, Rowdy de Groot, Manuel Ottaviano, Lucia Sacchi, Ronald Cornet, Mor Peleg, Silvana Quaglini
2021 — conf
Development of a FHIR Layer on Top of the OMOP Common Data Model for the CAPABLE Project.
EFMI-STC
Matteo Gabetta, Anna Alloni, Francesca Polce, Giordano Lanzola, Enea Parimbelli, Nicola Barbarini
2021 — conf
Improving Keyword-Based Topic Classification in Cancer Patient Forums with Multilingual Transformers.
MedInfo
T. M. Buonocore, Enea Parimbelli, Lucia Sacchi, Roberto Bellazzi, L. del Campo, Silvana Quaglini
2021 — conf
The Case Manager: Driving Medical Reasoning in a Distributed Environment for Home Patient Monitoring.
MIE
Francesca Polce, Giordano Lanzola, Matteo Gabetta, Enea Parimbelli, Szymon Wilk, David Glasspool, Roy Leizer, Alexandra Kogan, Silvana Quaglini
2021 J jnl
Tree-based local explanations of machine learning model predictions, AraucanaXAI.
CoRR
Enea Parimbelli, Giovanna Nicora, Szymon Wilk, Wojtek Michalowski, Riccardo Bellazzi
2019 B conf
Agent-Based Models and Spatial Enablement: A Simulation Tool to Improve Health and Wellbeing in Big Cities.
AIME
Daniele Pala, John H. Holmes, José Pagán, Enea Parimbelli, Marica Teresa Rocca, Vittorio Casella, Riccardo Bellazzi
2019 Misc conf
How Do Spinal Surgeons Perceive The Impact of Factors Used in Post-Surgical Complication Risk Scores?
AMIA
Enea Parimbelli, Szymon Wilk, Dympna O'Sullivan, Stephen P. Kingwell, Wojtek Michalowski, Martin Michalowski
2019 B conf
Towards the Economic Evaluation of Two Mini-invasive Surgical Techniques for Head&Neck Cancer: A Customizable Model for Different Populations.
AIME
Elisa Salvi, Enea Parimbelli, Lucia Sacchi, Silvana Quaglini, Erika Maggi, Lorry Duchoud, Gian Luca Armas, John De Almeida, Christian Simon
2018 J jnl
Ideating Mobile Health Behavioral Support for Compliance to Therapy for Patients with Chronic Disease: A Case Study of Atrial Fibrillation Management.
J. Medical Syst.
Mor Peleg, Wojtek Michalowski, Szymon Wilk, Enea Parimbelli, Silvia Bonaccio, Dympna O'Sullivan, Martin Michalowski, Silvana Quaglini, Marc Carrier
2018 — conf
Integrating Environmental Data, Citizen Science and Personalized Predictive Modeling to Support Public Health in Cities: The PULSE WebGIS.
AAAI Workshops
Enea Parimbelli, Daniele Pala, Riccardo Bellazzi, Cecilia Vera-Mñnoz, Vittorio Casella
2018 J jnl
Patient similarity for precision medicine: A systematic review.
J. Biomed. Informatics
Enea Parimbelli, Simone Marini, Lucia Sacchi, Riccardo Bellazzi
2018 Misc conf
Shared Decision-Making Ontology for a Healthcare Team Executing a Workflow, an Instantiation for Metastatic Spinal Cord Compression Management.
AMIA
Enea Parimbelli, Szymon Wilk, Stephen P. Kingwell, Pavel Andreev, Wojtek Michalowski
2018 J jnl
Trusting telemedicine: A discussion on risks, safety, legal implications and liability of involved stakeholders.
Int. J. Medical Informatics
Enea Parimbelli, B. Bottalico, Eleonora Losiouk, M. Tomasi, Amedeo Santosuosso, Giordano Lanzola, Silvana Quaglini, Riccardo Bellazzi
2017 B conf
A Platform for Targeting Cost-Utility Analyses to Specific Populations.
AIME
Elisa Salvi, Enea Parimbelli, Gladys Emalieu, Silvana Quaglini, Lucia Sacchi
2017 J jnl
Assessment of a personalized and distributed patient guidance system.
Int. J. Medical Informatics
Mor Peleg, Yuval Shahar, Silvana Quaglini, Tom H. F. Broens, Roxana Ioana Budasu, Nick Lik San Fung, Adi Fux, Gema García-Sáez, Ayelet Goldstein, Arturo González-Ferrer, Hermie Hermens, M. Elena Hernando, Val Jones, Guy Klebanov, Denis Klimov, Daniel Knoppel, Nekane Larburu, Carlos Marcos Lagunar, Iñaki Martínez-Sarriegui, Carlo Napolitano, Angels Pallàs, Angel Palomares, Enea Parimbelli, Belén Pons, Mercedes Rigla, Lucia Sacchi, Erez Shalom, Pnina Soffer, Boris W. van Schooten
2017 B conf
Exploring IBM Watson to Extract Meaningful Information from the List of References of a Clinical Practice Guideline.
AIME
Elisa Salvi, Enea Parimbelli, Alessia Basadonne, Natalia Viani, Anna Cavallini, Giuseppe Micieli, Silvana Quaglini, Lucia Sacchi
2017 J jnl
MobiGuide: a personalized and patient-centric decision-support system and its evaluation in the atrial fibrillation and gestational diabetes domains.
User Model. User Adapt. Interact.
Mor Peleg, Yuval Shahar, Silvana Quaglini, Adi Fux, Gema García-Sáez, Ayelet Goldstein, M. Elena Hernando, Denis Klimov, Iñaki Martínez-Sarriegui, Carlo Napolitano, Enea Parimbelli, Mercedes Rigla, Lucia Sacchi, Erez Shalom, Pnina Soffer
2017 — conf
Predicting clinical outcomes in patients with traumatic bleeding: A secondary analysis of the CRASH-2 dataset.
RTSI
Gianluca Roveda, Moses A. Koledoye, Enea Parimbelli, John H. Holmes
2016 — conf
The Role of Nurses in E-Health: The MobiGuide Project Experience.
Nursing Informatics
Enea Parimbelli, Lucia Sacchi, Roxana Ioana Budasu, Carlo Napolitano, Mor Peleg, Silvana Quaglini
2015 B conf
Collaborative Filtering for Estimating Health Related Utilities in Decision Support Systems.
AIME
Enea Parimbelli, Silvana Quaglini, Riccardo Bellazzi, John H. Holmes
2015 B conf
Combining Decision Support System-Generated Recommendations with Interactive Guideline Visualization for Better Informed Decisions.
AIME
Lucia Sacchi, Enea Parimbelli, Silvia Panzarasa, Natalia Viani, Elena Rizzo, Carlo Napolitano, Roxana Ioana Budasu, Silvana Quaglini
2015 J jnl
From decision to shared-decision: Introducing patients' preferences into clinical decision analysis.
Artif. Intell. Medicine
Lucia Sacchi, Stefania Rubrichi, Carla Rognoni, Silvia Panzarasa, Enea Parimbelli, Andrea Mazzanti, Carlo Napolitano, Silvia G. Priori, Silvana Quaglini
2015 — conf
Quality of Life Measurements in Spinal Cord Injury Patients.
MedInfo
Enea Parimbelli, Gabriella Fizzotti, Caterina Pistarini, Carla Rognoni, Silvana Quaglini
2014 — conf
Use of Patient Generated Data from Social Media and Collaborative Filtering for Preferences Elicitation in Shared Decision Making.
AAAI Fall Symposia
Enea Parimbelli, Silvana Quaglini, Carlo Napolitano, Silvia G. Priori, Riccardo Bellazzi, John H. Holmes
2014 — conf
Use of the virtual medical record data model for communication among components of a distributed decision-support system.
BHI
Arturo González-Ferrer, Mor Peleg, Enea Parimbelli, Erez Shalom, Carlos Marcos Lagunar, Guy Klebanov, Iñaki Martínez-Sarriegui, Nick Lik San Fung, Tom H. F. Broens
2013 Misc conf
Supporting Shared Decision Making within the MobiGuide Project.
AMIA
Silvana Quaglini, Yuval Shahar, Mor Peleg, Silvia Miksch, Carlo Napolitano, Mercedes Rigla, Angels Pallàs, Enea Parimbelli, Lucia Sacchi