HC@AIxIA 2023
2nd AIxIA Workshop on Artificial Intelligence For Healthcare (HC@AIxIA 2023)

Table of Contents

• Preface
  Summary: There were 34 papers submitted for peer-review to this workshop. Out of these, 12 papers were accepted for this volume, 8 as regular papers and 4 as short papers. 14 more papers were part of the technical program of HC@AIxIA 2023, but are not included in this volume, as they were non-original works (i.e., already published or submitted elsewhere).

Papers

• Machine Learning-Enabled Prediction of Metabolite Response in Genetic Disorders (SHORT PAPER) 1--9
  Christel Sirocchi , Federica Biancucci , Matteo Donati , Nunzio D'Amore , Riccardo Benedetti , Alessandro Bogliolo , Stefano Ferretti , Mauro Magnani , Michele Menotta , Muhammad Suffian , Sara Montagna
• Clinical Intervention Effectiveness Estimation through Dynamic Bayesian Network (SHORT PAPER) 10--17
  Alessandro Bregoli , Luca Neri , Len Usvyat , Francesco Bellocchio
• Structural Positional Encoding for Knowledge Integration in Transformer-based Medical Process Monitoring 18--30
  Christopher Irwin , Marco Dossena , Giorgio Leonardi , Stefania Montani
• Tracin in Semantic Segmentation of Tumor Brains in MRI, an Extended Approach (SHORT PAPER) 31--40
  Tommaso Torda , Simona Gargiulo , Greta Grillo , Andrea Ciardiello , Cecilia Voena , Stefano Giagu , Simone Scardapane
• Enhancing Medical Image Report Generation through Standard Language Models: Leveraging the Power of LLMs in Healthcare 41--51
  Andrea Santomauro , Luigi Portinale , Giorgio Leonardi
• Decision Support System for Automatic Adjustment of Rehabilitation Routines for Stroke Patients 52--66
  Sergio Martínez , Cristian Gmez-Portes , Vanesa Herrera , Javier Albusac , José J. Castro-Schez , David Vallejo
• Towards a Transportable Causal Network Model Based on Observational Healthcare Data 67--82
  Alice Bernasconi , Alessio Zanga , Peter J. F. Lucas , Marco Scutari , Fabio A. Stella
• On the Automatic Assessment of Natural Language Expert Explanations in Medicine 83--98
  Santiago Marro , Theo Alkibiades Collias , Elena Cabrio , Serena Villata
• Deep Survival Analysis for Healthcare: An Empirical Study on Post-Processing Techniques 99--121
  Alberto Archetti , Francesco Stranieri , Matteo Matteucci
• A Novel Cephalometric Tool Enhanced by AI Assistance (SHORT PAPER) 122--129
  Riccardo Zese , Luca Lombardo , Matteo De Maio , Michael Tamascelli , Francesca Cremonini
• Master Surgical Scheduling via Answer Set Programming Tested on Real Data 130--144
  Giuseppe Galatà , Marco Maratea , Marco Mochi
• The PredictMed-POMAS Architecture for Intelligent Patient Monitoring within a Complex Healthcare Ecosystem 145--160
  Stefania Costantini , Fabio Persia , Pasquale De Meo , Silvia Rossi , Rino Falcone , Carlo Maria Bertoncelli , Domenico Bertoncelli

Non-original papers presented to HC@AIxIA 2023 (refer to the official website for details)

• Brain Captioning: Decoding Human Brain Activity into images and Text
  Matteo Ferrante , Tommaso Boccato , Nicola Toschi
• Evaluation of Machine Learning Predictions’ Reliability with Generative Models: Towards Trustworthy AI
  Lorenzo Peracchio , Giovanna Nicora , Riccardo Bellazzi
• Data Augmentation: a Combined Inductive-Deductive Approach featuring Answer Set Programming
  Pierangela Bruno , Francesco Calimeri , Cinzia Marte , Simona Perri
• Scheduling Periodic Treatments via Answer Set Programming
  Simone Caruso , Carmine Dodaro , Giuseppe Galatà , Marco Maratea
• Sinogram Upsampling Using Primal–Dual UNet for Undersampled CT and Radial MRI Reconstruction
  Philipp Ernst , Soumick Chatterjee , Georg Rose , Oliver Speck , Andreas Nürnberger
• MICDIR: Multi-Scale Inverse-Consistent Deformable Image Registration using UNetMSS with Self-Constructing Graph Latent
  Soumick Chatterjee , Himanshi Bajaj , Istiyak H. Siddiquee , Nandish Bandi Subbarayappa , Steve Simon , Suraj Bangalore Shashidhar , Oliver Speck , Andreas Nürnberger
• A Federated Learning Framework for Stenosis Detection
  Mariachiara Di Cosmo , Giovanna Migliorelli , Matteo Francioni , Andi Mucaj , Alessandro Aprile , Alessandro Maolo , Emanuele Frontoni , Maria Chiara Fiorentino , Sara Moccia
• Computational Intelligence Analysis of High-Risk Neuroblastoma Patient Health Records Reveals Time to Maximum Response as One of the Most Relevant Factors for Outcome Prediction
  Davide Chicco , Riccardo Haupt , Alberto Garaventa , Paolo Uva , Roberto Luksch , Davide Cangelosi
• The Impact of Missing Data on Causal Discovery: A Multicentric Clinical Study
  Alessio Zanga , Alice Bernasconi , Peter Lucas , Johanna Pijnenborg , Casper Reijnen , Marco Scutari , Fabio Stella
• Viral Pneumonia Images Classification by Multiple Instance Learning: Preliminary Results
  Eugenio Vocaturo , Matteo Avolio , Antonio Fuduli , Ester Zumpano
• Biomarkers for Mixed Dementia: a Hard Bone to Bite? Preliminary Analyses and Promising Results for a Debated Topic
  Andrea Campagner , Lorenzo Famiglini , Beatrice Arosio , Paolo Rossi , Giorgio Annoni , Federico Cabitza
• Evaluation of a New Lightweight EEG Technology for Translational Applications of Passive Brain-Computer Interfaces
  Sciaraffa Nicolina , Gianluca Di Flumeri , Daniele Germano , Andrea Giorgi , Antonio Di Floro , Gianluca Borghini , Alessia Vozzi , Vincenzo Ronca , Fabio Babiloni , Pietro Aricò
• Breaking the Structure of Multilayer Perceptrons with Complex Topologies
  Tommaso Boccato , Matteo Ferrante , Andrea Duggento , Nicola Toschi
• Exploratory Analysis of Longitudinal Data of Patients with Dementia through Unsupervised Techniques
  Patrizia Ribino , Claudia Di Napoli , Giovanni Paragliola , Luca Serino , Francesca Gasparini , Davide Chicco