Joint Publications

A list of open-access algorithms is located at https://github.com/ai4nicu/list-neonatal-algs (contributions welcome)

Co-authored Action publications

• [1] Title: A Pathway for Integrating Artificial Intelligence for Neonatal Neuromonitoring: From Code to Crib Side
  Authors: Pawel Kulakowski,∙ Ana Alarcón, Tamara Skoric, Silvia Seoni, Mark O’Sullivan, ∙ John M. O’Toole
  DOI doi: 10.1016/j.jpeds.2025.114708 
  Type: Journal article
  Published in: The Journal of Pediatrics
  Published by: Elsevier

  Link: https://www.jpeds.com/article/
  S0022-3476(25)00249-5/fulltext

• [2] Title: Honest and Reliable Evaluation and Expert Equivalence Testing of Automated Neonatal Seizure Detection
  10.48550/arXiv.2508.04899
  Authors: Jovana Kljajic, John M O’Toole, Robert Hogan, Tamara Skoric
  DOI doi: 
  Type: Journal article (submitted)
  Link: https://www.arxiv.org/abs/2508.04899 
   
• [3] Title:  Early Prediction of Electrographic Seizures in Neonatal Hypoxic-ischemic Encephalopathy Based on Amplitude-integrated EEG and Clinical Data
  Authors: Tamara Skoric, Marija Djermanovic, Jovana Kljajic, Slobodan Spasojevic, John M O’Toole 
  DOI: 10.23919/EUSIPCO63174.2024.10715242
  Type: Proceedings article
  Published in 2024 32nd European Signal Processing Conference (EUSIPCO)
  Published by IEEE
  Link https://ieeexplore.ieee.org/abstract/
  document/10715242
   
• [4] Title:  Machine Learning for Short-Term Seizure Forecast Using Neonatal EEG 
  Authors: Tamara Skoric, Marija Djermanovic, Slobodan Spasojevic, John M O’Toole 
  Type: Proceedings article
  Published in 2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). 
  Published by IEEE
   
• [5] Title:  Machine-learning competition to grade EEG background patterns in newborns with hypoxic-ischaemic encephalopathy
  Authors: Fabio Magarelli, Geraldine B. Boylan, Saeed Montazeri, Feargal O’Sullivan, Dominic Lightbody, Minoo Ashoori, Tamara Skoric, John M. O’Toole
  DOI doi: 10.48550/arXiv.2509.09695
  Type: Journal article (submitted)
  Link: https://arxiv.org/abs/2509.09695
   
• [6]  Title: EEG Maturational Age Estimation: A Comparison of Visual and Automated Interpretation of the EEG in Preterm Infants
  Authors: Elena Pavlidis, John M. O’Toole, Francesco Pisani, Geraldine B. Boylan, Nathan J. Stevenson
  DOI: https://doi.org/10.3390/jcm14103528
  Type: Journal article
  Published in: Journal of Clinical Medicine
  Published by: MDPI
  Link: https://www.mdpi.com/
  2077-0383/14/10/3528
   
• [7]  Title: Machine Learning Detects Intraventricular Haemorrhage in Extremely Preterm Infants
  Authors: Minoo Ashoori , John M O’Toole , Ken D O’Halloran , Gunnar Naulaers , Liesbeth Thewissen , Jan Miletin , Po-Yin Cheung , Afif El-Khuffash , David Van Laere , Zbyněk Straňák , Eugene M Dempsey , Fiona B McDonald 
  Type: Journal article
  DOI:  10.3390/children10060917
  Published in: Children
  Published by: MDPI

  Link: https://pubmed.ncbi.nlm.nih.gov/37371150/

• [8] Title: Sleep for infants after discharge from a neonatal ward: Expert- and parent endorsed strategies
  Authors: Eline R de Groot, Agnes van den Hoogen, Mary Anne J Ryan, Monique P L’Hoir, Floortje Kanits, Nathalia E Sierksma, Sophie R D van der Schoor,  Mirja Quante, Christy Gliniak, Jeroen Dudink

  Type: Journal article

  DOI:10.1038/s41390-025-03811-w

  Published in: Pediatric research

  Published by: Nature
   
• [9] Title: A multi-task and multi-channel convolutional neural network for semi-supervised neonatal artefact detection
  Authors: Tim Hermans, Laura Smets, Katrien Lemmens, Anneleen Dereymaeker, Katrien Jansen, Gunnar Naulaers, Filippo Zappasodi, Sabine Van Huffel, Silvia Comani and Maarten De Vos
  Type: Journal article
  DOI:  10.1088/1741-2552/acbc4b
  Published in: Journal of Neural Engineering
  Published by: IOP Publishing
   
• [10] Title: The impact of sleep in high-risk infants 
  Authors: Ann-Cathrine Neukamm,  Mirja Quante,  Christian F. Poets ,  Renée A. Shellhaas 
  Type: Journal article
  DOI:  10.1038/s41390-025-04049-2
  Published in: Pediatric research
  Published by: Nature
  Link: https://www.nature.com/articles/
  s41390-025-04049-2#citeas
   
• [11] Title: The role of sleep in neonatal neurocritical care and the influence on long-term outcome 
  Authors: Leonie M. Paciello, Mirja Quante, Hendrik Rosewich, Renée A. Shellhaas 
  Type: Journal article
  DOI:  10.1016/j.semperi.2025.152127
  Published in: Seminars in Perinatology
  Published by: Elsevier
  Link: https://www.sciencedirect.com/science/
  article/pii/S0146000525001041
   
• [12] Title: Forecasting and Real-Time Detection of Neonatal Seizures: A Machine Learning Perspective
  Authors: Tamara Skoric, Marija Djermanovic, John M. O’Toole, Maarten De Vos, Slobodan Spasojevic
  Type: Journal article (submitted)
   
• [13] Title: Forecasting Individual Seizure Risk in Neonatal Hypoxic-ischemic Encephalopathy Using Machine Learning 
  Authors: Jovana Kljajic, Marija Djermanovic, Slobodan Spasojevic, Tamara Skoric
  Type: Proceedings article
  Published in 2025 The 33rd European Signal Processing Conference (EUSIPCO 2025)
  Published by IEEE