Giovanna Nicora

According to our database, Giovanna Nicora authored at least 29 papers between 2019 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

How good is your synthetic data? SynthRO, a dashboard to evaluate and benchmark synthetic tabular data.

Gabriele Santangelo, Giovanna Nicora, Riccardo Bellazzi, Arianna Dagliati

BMC Medical Informatics Decis. Mak., December, 2025

Which explanations do clinicians prefer? A comparative evaluation of XAI understandability and actionability in predicting the need for hospitalization.

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

BMC Medical Informatics Decis. Mak., December, 2025

End-User Confidence in Artificial Intelligence-Based Predictions Applied to Biomedical Data.

Zvi Kam, Lorenzo Peracchio, Giovanna Nicora

Int. J. Neural Syst., April, 2025

RelAI: an automated approach to judge pointwise ML prediction reliability.

Lorenzo Peracchio, Giovanna Nicora, Enea Parimbelli, Tommaso Mario Buonocore, Eleonora Tavazzi, Roberto Bergamaschi, Arianna Dagliati, Riccardo Bellazzi

Int. J. Medical Informatics, 2025

SARITA: a large language model for generating the S1 subunit of the SARS-CoV-2 spike protein.

Simone Rancati, Giovanna Nicora, Laura Bergomi, Tommaso Mario Buonocore, Daniel M. Czyz, Enea Parimbelli, Riccardo Bellazzi, Marco Salemi, Mattia Prosperi, Simone Marini

Briefings Bioinform., 2025

Exploring Usability Standards in Robotic Rehabilitation: A Meta-Analysis of System Usability Scale Scores.

Giovanna Nicora, Gabriele Santangelo, Giacomo Marzero, Arianna Dagliati, Irene Aprile, Silvana Quaglini

Proceedings of the International Conference On Rehabilitation Robotics, 2025

Upper Limb Movements Simulations with Generative Diffusion Models.

Gabriele Santangelo, Chiara Alessi, Nikolas Sacchi, Giovanna Nicora, Riccardo Bellazzi, Antonella Ferrara, Arianna Dagliati

Proceedings of the Artificial Intelligence in Medicine - 23rd International Conference, 2025

Clinical Outcome Measurement Scales: A Domain Ontology and a Use Case for Stroke Rehabilitation.

Lucia Sacchi, Giovanna Nicora, Irene Aprile, Silvana Quaglini

Proceedings of the Artificial Intelligence in Medicine - 23rd International Conference, 2025

2024

Bayesian Networks in the Management of Hospital Admissions: A Comparison between Explainable AI and Black Box AI during the Pandemic.

Giovanna Nicora, Michele Catalano, Chandra Bortolotto, Marina Francesca Achilli, Gaia Messana, Antonio Lo Tito, Alessio Consonni, Sara Cutti, Federico Comotto, Giulia Maria Stella, Angelo Corsico, Stefano Perlini, Riccardo Bellazzi, Raffaele Bruno, Lorenzo Preda

J. Imaging, May, 2024

Introducing Δ-XAI: a novel sensitivity-based method for local AI explanations.

Alessandro De Carlo, Enea Parimbelli, Nicola Melillo, Giovanna Nicora

CoRR, 2024

Evaluation of Predictive Reliability to Foster Trust in Artificial Intelligence. A case study in Multiple Sclerosis.

Lorenzo Peracchio, Giovanna Nicora, Enea Parimbelli, Tommaso Mario Buonocore, Roberto Bergamaschi, Eleonora Tavazzi, Arianna Dagliati, Riccardo Bellazzi

CoRR, 2024

Forecasting dominance of SARS-CoV-2 lineages by anomaly detection using deep AutoEncoders.

Simone Rancati, Giovanna Nicora, Mattia Prosperi, Riccardo Bellazzi, Marco Salemi, Simone Marini

Briefings Bioinform., 2024

Systematic Comparison of Machine Learning for Activity Recognition in Cross-Subject vs. NonCross-Subject Scenarios: A Preliminary Analysis.

Samuele Pe, Giovanna Nicora, Bruna Maria Vittoria Guerra, Stefania Sozzi, Enea Parimbelli

Proceedings of the 8th IEEE Forum on Research and Technologies for Society and Industry Innovation, 2024

SynthCheck: A Dashboard for Synthetic Data Quality Assessment.

Gabriele Santangelo, Giovanna Nicora, Riccardo Bellazzi, Arianna Dagliati

Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies, 2024

Sequencing Efforts and Epidemiological Trends: Analyzing SARS-CoV-2 Dynamics Across European Nations.

Simone Rancati, Daniele Pala, Simone Marini, Marco Salemi, Riccardo Bellazzi, Giovanna Nicora

Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2024

Do You Trust Your Model Explanations? An Analysis of XAI Performance Under Dataset Shift.

Lorenzo Peracchio, Giovanna Nicora, Tommaso Mario Buonocore, Riccardo Bellazzi, Enea Parimbelli

Proceedings of the Artificial Intelligence in Medicine - 22nd International Conference, 2024

2023

Why did AI get this one wrong? - Tree-based explanations of machine learning model predictions.

Enea Parimbelli, Tommaso Mario Buonocore, Giovanna Nicora, Wojtek Michalowski, Szymon Wilk, Riccardo Bellazzi

Artif. Intell. Medicine, January, 2023

Predicting and Explaining Risk of Disease Worsening Using Temporal Features in Multiple Sclerosis.

Tommaso Mario Buonocore, Pietro Bosoni, Giovanna Nicora, Mahin Vazifehdan, Riccardo Bellazzi, Enea Parimbelli, Arianna Dagliati

Proceedings of the Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2023), 2023

2022

Evaluating pointwise reliability of machine learning prediction.

Giovanna Nicora, Miguel Rios, Ameen Abu-Hanna, Riccardo Bellazzi

J. Biomed. Informatics, 2022

Dynamic Prediction of Non-Neutral SARS-Cov-2 Variants Using Incremental Machine Learning.

Giovanna Nicora, Simone Marini, Marco Salemi, Riccardo Bellazzi

Proceedings of the Challenges of Trustable AI and Added-Value on Health, 2022

Evaluation of XAI on ALS 6-months mortality prediction.

Tommaso Mario Buonocore, Giovanna Nicora, Arianna Dagliati, Enea Parimbelli

Proceedings of the Working Notes of CLEF 2022 - Conference and Labs of the Evaluation Forum, Bologna, Italy, September 5th - to, 2022

2021

Tree-based local explanations of machine learning model predictions, AraucanaXAI.

Enea Parimbelli, Giovanna Nicora, Szymon Wilk, Wojtek Michalowski, Riccardo Bellazzi

CoRR, 2021

The Gene Mover's Distance: Single-cell similarity via Optimal Transport.

Riccardo Bellazzi, Andrea Codegoni, Stefano Gualandi, Giovanna Nicora, Eleonora Vercesi

CoRR, 2021

A Topological Data Analysis Mapper of the Ovarian Folliculogenesis Based on MALDI Mass Spectrometry Imaging Proteomics.

Giulia Campi, Giovanna Nicora, Giulia Fiorentino, Andrew Smith, Fulvio Magni, Silvia Garagna, Maurizio Zuccotti, Riccardo Bellazzi

Proceedings of the Artificial Intelligence in Medicine, 2021

ALFABETO: Supporting COVID-19 Hospital Admissions with Bayesian Networks.

Giovanna Nicora, Antonio Lo Tito, Antonella Donatelli, Giovanni Callea, Carla Biasibetti, Maria Vittoria Galli, Federico Comotto, Chandra Bortolotto, Stefano Perlini, Lorenzo Preda, Riccardo Bellazzi

Proceedings of the Workshop on Towards Smarter Health Care: Can Artificial Intelligence Help? co-located with 20th International Conference of the Italian Association for Artificial Intelligence (AIxIA2021), 2021

2020

A continuous-time Markov model approach for modeling myelodysplastic syndromes progression from cross-sectional data.

Giovanna Nicora, F. Moretti, Elisabetta Sauta, Matteo Giovanni Della Porta, Luca Malcovati, Mario Cazzola, Silvana Quaglini, Riccardo Bellazzi

J. Biomed. Informatics, 2020

A Reliable Machine Learning Approach applied to Single-Cell Classification in Acute Myeloid Leukemia.

Giovanna Nicora, Riccardo Bellazzi

Proceedings of the AMIA 2020, 2020

2019

A Semi-supervised Learning Approach for Pan-Cancer Somatic Genomic Variant Classification.

Giovanna Nicora, Simone Marini, Ivan Limongelli, Ettore Rizzo, Stefano Montoli, Francesca Floriana Tricomi, Riccardo Bellazzi

Proceedings of the Artificial Intelligence in Medicine, 2019

A Rule-Based Expert System for Automatic Implementation of Somatic Variant Clinical Interpretation Guidelines.

Giovanna Nicora, Ivan Limongelli, Riccardo Cova, Matteo Giovanni Della Porta, Luca Malcovati, Mario Cazzola, Riccardo Bellazzi

Proceedings of the Artificial Intelligence in Medicine, 2019