Preprint

Ratti, Emanuele and Termine, Alberto and Facchini, Alessandro (2024) Machine Learning and Theory-Ladenness: A Phenomenological Account. [Preprint]

Ratti, Emanuele (2024) Machine Learning and the Ethics of Induction. [Preprint]

Ratti, Emanuele and Russo, Federica (2024) Science and Values: A Two-way Direction. [Preprint]

Canali, Stefano and Ratti, Emanuele (2023) Between quantity and quality: competing views on the role of Big Data for causal inference. [Preprint]

Ratti, Emanuele and Stoeger, Thomas (2021) Large-scale Biology: Philosophical, Historical, and Computational Perspectives. [Preprint]

Ratti, Emanuele (2020) What Kind of Novelties Can Machine Learning Possibly Generate? The Case of Genomics. [Preprint]

López-Rubio, Ezequiel and Ratti, Emanuele (2019) Data science and molecular biology: prediction and mechanistic explanation. [Preprint]

Ratti, Emanuele (2019) Phronesis and Automated Science: The Case of Machine Learning and Biology. [Preprint]

Ratti, Emanuele (2018) Models of' and 'Models for': On the Relation Between Mechanistic Models and Experimental Strategies in Molecular Biology. [Preprint]

Conference or Workshop Item

Ratti, Emanuele and López-Rubio, Ezequiel (2018) Mechanistic Models and the Explanatory Limits of Machine Learning. In: UNSPECIFIED.

Published Article or Volume

Ratti, Emanuele and Graves, Mark (2022) Explainable machine learning practices: opening another black box for reliable medical AI. AI and Ethics.

Ratti, Emanuele (2022) Integrating Artificial Intelligence in Scientific Practice: Explicable AI as an Interface. Philosophy & Technology, 35.

Graves, Mark and Ratti, Emanuele (2022) Who Is a Good Data Scientist? A Reply to Curzer and Epstein. Philosophy & Technology, 35.

Ratti, Emanuele and Graves, Mark (2021) Cultivating Moral Attention: A Virtue-oriented Approach to Responsible Data Science in Healthcare. Philosophy & Technology.

Ratti, Emanuele and Germain, Pierre-Luc (2021) A Relic of Design: Against Proper Functions in Biology. Biology & Philosophy. ISSN 1572-8404

Ratti, Emanuele (2020) Big Data in the Experimental Life Sciences. Metascience. ISSN 0815-0796

Ratti, Emanuele and Bezuidenhout, Louise (2020) What does it mean to embed ethics in data science? An integrative approach based on microethics and virtues. AI & Society.