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Anna Markella Antoniadi
Anna Markella Antoniadi
University College Dublin
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Current challenges and future opportunities for XAI in machine learning-based clinical decision support systems: a systematic review
AM Antoniadi, Y Du, Y Guendouz, L Wei, C Mazo, BA Becker, C Mooney
Applied Sciences 11 (11), 5088, 2021
3162021
Prediction of caregiver burden in amyotrophic lateral sclerosis: a machine learning approach using random forests applied to a cohort study
AM Antoniadi, M Galvin, M Heverin, O Hardiman, C Mooney
BMJ open 10 (2), e033109, 2020
262020
Exploring sense of belonging in computer science students
C Mooney, A Antoniadi, I Karvelas, L Salmon, BA Becker
Proceedings of the 2020 ACM Conference on Innovation and Technology in …, 2020
232020
Prediction of caregiver quality of life in amyotrophic lateral sclerosis using explainable machine learning
AM Antoniadi, M Galvin, M Heverin, O Hardiman, C Mooney
Scientific Reports 11 (1), 12237, 2021
172021
The role of xai in advice-taking from a clinical decision support system: A comparative user study of feature contribution-based and example-based explanations
Y Du, AM Antoniadi, C McNestry, FM McAuliffe, C Mooney
Applied Sciences 12 (20), 10323, 2022
152022
Machine learning-based clinical decision support systems for pregnancy care: a systematic review
Y Du, C McNestry, L Wei, AM Antoniadi, FM McAuliffe, C Mooney
International Journal of Medical Informatics 173, 105040, 2023
142023
Development of an explainable clinical decision support system for the prediction of patient quality of life in amyotrophic lateral sclerosis
AM Antoniadi, M Galvin, M Heverin, O Hardiman, C Mooney
Proceedings of the 36th Annual ACM Symposium on Applied Computing, 594-602, 2021
112021
A clinical decision support system for the prediction of quality of life in ALS
AM Antoniadi, M Galvin, M Heverin, L Wei, O Hardiman, C Mooney
Journal of Personalized Medicine 12 (3), 435, 2022
82022
Prediction of quality of life in people with ALS: On the road towards explainable clinical decision support
AM Antoniadi, M Galvin, M Heverin, O Hardiman, C Mooney
ACM SIGAPP Applied Computing Review 21 (2), 5-17, 2021
62021
Student Sense of Belonging: The Role of Gender Identity and Minoritisation in Computing and Other Sciences
SN Runa, AM Antoniadi, BA Becker, C Mooney
Proceedings of the 25th Australasian Computing Education Conference, 87-96, 2023
52023
Identifying features that are predictive of quality of life in people with amyotrophic lateral sclerosis
AM Antoniadi, M Galvin, M Heverin, O Hardiman, C Mooney
2020 IEEE International Conference on Healthcare Informatics (ICHI), 1-2, 2020
42020
Using patient information for the prediction of caregiver burden in amyotrophic lateral sclerosis
A Antoniadi, M Galvin, M Heverin, O Hardiman, C Mooney
Proceedings of the 11th ACM International Conference on Bioinformatics …, 2020
22020
The Multi-Dimensional Process of Developing a Clinical Decision Support System Using Machine Learning
AM Antoniadi, C Mooney
1
The Application of Explainable Artificial Intelligence in Modelling Quality of Life and Caregiver Burden in Amyotrophic Lateral Sclerosis to Inform Clinical Decision-making
AM Antoniadi
University College Dublin, 2021
2021
Supplementary Data The prediction of caregiver burden in Amyotrophic Lateral Sclerosis: A machine learning approach using Random Forests applied to a cohort study
AM Antoniadi, M Galvin, M Heverin, O Hardiman, C Mooney
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