| Vol-3363 urn:nbn:de:0074-3363-7 Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# DETERMINED 2022
International Workshop on Neurodevelopmental Impairments in Preterm Children - Computational Advancements

### Proceedings of the International Workshop on Neurodevelopmental Impairments in Preterm Children - Computational Advancements (DETERMINED 2022)

### Ljubljana, Slovenia, August 26, 2022.

Edited by

### Vida Groznik *
Aleksander Sadikov **
Umberto Michelucci ***
Marco Deriu ****

* Assistant Professor at University of Primorska; Researcher at University of Ljubljana; Co-founder and CEO at Neus Diagnostics
** Assistant Professor and Head of Artificial Intelligence Laboratory at University of Ljubljana; Co-founder and CTO at NEUS Diagnostics
*** Founder and chief AI scientist TOELT LLC, senior lecturer Lucerne university of applied science
**** Department of Mechanical and Aerospace Engineeing, Politecnico di Torino

## Table of Contents

- Cover
- Preface
  Summary: There were 15 papers submitted for peer-review to this workshop. Out of these, 13 papers were accepted for this volume, as regular papers.

### Conference Papers

- A new median filter application to deal with large windows of missing data in eye-gaze measurements 1-17
  Arnaud Gucciardi, Monica Crotti, Nofar Ben Itzhak, Lisa Mailleux, Els Ortibus, Umberto Michelucci Vida Groznik, Aleksander Sadikov
- Automatic measurements of the corpus callosum in the follow-up of preterm children: Methodology and validation 18-27
  Jaime Simarro, Manuel Lubián, Bahram Jafrasteh, Simón Lubián, Thibo Billiet, Els Ortibus, Isabel Benavente-Fernández
- Eye-tracking test battery for detecting cognitive impairments in premature children 28-38
  Andrea De Gobbis, Marta Malavolta, Emiliano Trimarco, Isabel Benavente-Fernández, Simón Pedro Lubián-López, Aleksander Sadikov, Vida Groznik
- Eye-tracking test battery for newborns: A pilot feasibility study 39-48
  Marta Malavolta, Andrea De Gobbis, Emiliano Trimarco, Isabel Benavente-Fernández, Simón Pedro Lubián-López, Vida Groznik, Aleksander Sadikov
- Automatic neonatal cranial ultrasound segmentation using deep learning: A review 49-64
  Roa’a Khaled, Arantxa Ortega-Leon, Joaquín Pizarro, Isabel Benavente Fernández, Simón P. Lubián López, Lionel C. Gontard
- Neural correlates of visuomotor functions in preterm children: a literature review focused on unilateral Cerebral Palsy 65-87
  Monica Crotti, Nofar Ben Itzhak, Lisa Mailleux, Umberto Michelucci, Els Ortibus
- Particle image velocimetry image processing to assess cell distribution within bioreactors 88-103
  Michele Pistillo, Margherita Scamarcio, Federica Liguori, Maurizio Mastantuono, Simona Gramazio, Alfredo Ambrico, Rosaria Alessandra Magarelli, Maria Martino, Mario Trupo, Miriam Merco, Mario Ledda, Giuseppe Falvo D’urso Labate
- A review on computational tools for analytical visualisation and molecular interactions of sncRNAs: prospects in NDDs 104-121
  Konstantinos Panagiotopoulos, Lolia Ibanibo, Benedetta Perrone, Caterina Marchetti, Martina Tumsich, Giovanni Traetta, Konstantinos Theofilatos, Marco A. Deriu
- Towards an AI driven early detection of brain injuries in neonates through non-contact audio and video recording 122-132
  Janet Pigueiras-del-Real, Lionel C. Gontard, Simón P. Lubián-López, Isabel Benavente-Fernández, Angel Ruiz-Zafra
- Intelligent system development to monitor the neonatal behaviour: A review 133-146
  Syed Adil Hussain Shah, Angelo di Terlizzi, Marco A. Deriu
- The neurodevelopmental and mental health outcomes in children with single ventricle physiology and Fontan circulation: a state-ofthe-art review and future directions 147-154
  Enrico Piccinelli, Gianfranco Butera, Mara Pilati, Micol Rebonato, Roberto Formigari, Marin Verrengia, Alberto Testa, Gianluigi Perri, Umberto Morbiducci, Marco Deriu, Lorenzo Galletti
- Medical imaging and artificial intelligence to investigate neuro-cardiac pathologies and discover hidden relationships – a state of the art review 155-166
  Syed Taimoor Hussain Shah, Veronika Calati, Alessandra Bizzarri, Marco A. Deriu
- Thalamic features extraction and analysis in magnetic resonance imaging of preterm infants 167-178
  Emiliano Trimarco, Bahram Jafrasteh, Simón Pedro Lubián-López, Isabel Benavente-Fernández

2023-03-21: submitted by Vida Groznik, metadata incl. bibliographic data published under Creative Commons CC0
2023-03-26: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|