Neuregulin-1 genotype is associated with structural differences in the normal human brain. - Anna Barnes; Matti Isohanni; Jennifer H. Barnett; Olli Pietiläinen; Juha Veijola; Jouko Miettunen; Tiina Paunio; Päivikki Tanskanen; Khanum Ridler; John Suckling; Edward T. Bullmore; Peter B. Jones; et al. (NeuroImage, 2012)

A 3D explainability framework to uncover learning patterns and crucial sub-regions in variable sulci recognition. - Michail Mamalakis; Héloïse de Vareilles; Atheer AI-Manea; Samantha C. Mitchell; Ingrid Agartz; Lynn Egeland Morch-Johnsen; Jane R. Garrison; Jon S. Simons; Pietro Lio; John Suckling; Graham K. Murray (CoRR, 2023)

Solving the enigma: Deriving optimal explanations of deep networks. - Michail Mamalakis; Antonios Mamalakis; Ingrid Agartz; Lynn Egeland Mørch-Johnsen; Graham K. Murray; John Suckling; Pietro Lio (CoRR, 2024)

Contrastive-Adversarial and Diffusion: Exploring pre-training and fine-tuning strategies for sulcal identification. - Michail Mamalakis; Héloïse de Vareilles; Shun-Chin Jim Wu; Ingrid Agartz; Lynn Egeland Mørch-Johnsen; Jane R. Garrison; Jon S. Simons; Pietro Lio; John Suckling; Graham K. Murray (CoRR, 2024)

The Explanation Necessity for Healthcare AI. - Michail Mamalakis; Héloïse de Vareilles; Graham K. Murray; Pietro Lio; John Suckling (CoRR, 2024)

Solving the enigma: Enhancing faithfulness and comprehensibility in explanations of deep networks. - Michail Mamalakis; Antonios Mamalakis; Ingrid Agartz; Lynn Egeland Mørch-Johnsen; Graham K. Murray; John Suckling; Pietro Lio (AI Open, 2025)