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Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions

• Authors : Longo, Luca; Brcic, Mario; Cabitza, Federico

Subjects: Computer Science - Artificial Intelligence; F.2.0; H.1.2

• Source: Information Fusion 2024

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Painting the black box white: experimental findings from applying XAI to an ECG reading setting

• Authors : Cabitza, Federico; Cameli, Matteo; Campagner, Andrea

Subjects: Computer Science - Artificial Intelligence; I.2.1; H.5.2

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Everything is Varied: The Surprising Impact of Individual Variation on ML Robustness in Medicine

• Authors : Campagner, Andrea; Famiglini, Lorenzo; Carobene, Anna

Subjects: Computer Science - Machine Learning

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Responsible AI in Healthcare

• Authors : Cabitza, Federico; Ciucci, Davide; Pasi, Gabriella

Subjects: Computer Science - Computers and Society; Computer Science - Artificial Intelligence; Computer Science - Information Retrieval

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Unity Is Intelligence: A Collective Intelligence Experiment on ECG Reading to Improve Diagnostic Performance in Cardiology

• Authors : Ronzio, Luca (ORCID 0000-0003-2182-4511); Campagner, Andrea; Cabitza, Federico (ORCID 0000-0002-4065-3415)

Subjects: Medicine; Equipment; Clinical Diagnosis

• Source: Journal of Intelligence. 2021 9.18

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Evidence-based XAI: An empirical approach to design more effective and explainable decision support systems

• Authors : Famiglini, Lorenzo; Campagner, Andrea; Barandas, Marilia

Subjects: Health Informatics; Computer Science Applications

• Source: Computers in Biology and Medicine ; volume 170, page 108042 ; ISSN 0010-4825

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Toward a Perspectivist Turn in Ground Truthing for Predictive Computing

• Authors : Basile, Valerio; Cabitza, Federico; Campagner, Andrea

Subjects: Computer Science - Machine Learning; Computer Science - Artificial Intelligence

• Source: Proceedings of the AAAI Conference on Artificial Intelligence, 37(6), 6860-6868 (2023)

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Who wants accurate models? Arguing for a different metrics to take classification models seriously

• Authors : Cabitza, Federico; Campagner, Andrea

Subjects: Computer Science - Machine Learning; Statistics - Machine Learning

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The Tower of Babel in Explainable Artificial Intelligence (XAI)

• Authors : Schneeberger, David; Röttger, Richard; Cabitza, Federico ...

Subjects: AI; Artificial Intelligence; Artificial Intelligence Act

• Source: Schneeberger , D , Röttger , R , Cabitza , F , Campagner , A , Plass , M , Müller , H & Holzinger , A 2023 , The Tower of Babel in Explainable Artificial Intelligence

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The Effect of Holographic Heart Models and Mixed Reality for Anatomy Learning in Congenital Heart Disease: An Exploratory Study

• Authors : d'Aiello, Angelo Fabio; Cabitza, Federico; Natali, Chiara ...

Subjects: Augmented reality; Congenital heart disease; HoloLens

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