output
20082026
most citedExplainable artificial intelligence (XAI) in deep learning-based medical image analysis

1.3k citations

168 papers

physics.soc-ph2026

Event-based spatiotemporal networks for modelling emergent phenomena in complex systems

Matthijs Romeijnders, Michiel van Boven, Francesco Corman +3

Complex systems display emergent phenomena that vary significantly across spatial and temporal scales. These variations originate from fine-grained system processes, yet arriving a…

physics.soc-ph2026

Risk mapping novel respiratory pathogens with large-scale dynamic contact networks

Matthijs Romeijnders, Michiel van Boven, Debabrata Panja

Background: Human-to-human transmission of pathogens fundamentally depends on interactions among infectious and susceptible individuals, yet traditional population-scale models oft…

physics.med-ph2026

An in vivo validation dataset for dynamic volumetric MRI

Max H. C. van Riel, David G. J. Heesterbeek, Martijn Froeling +2

Dynamic volumetric MRI provides valuable information on in vivo motion and biomechanics, with applications spanning cardiac, musculoskeletal, or pulmonary imaging, amongst others.…

physics.med-ph2026

Quantitative mapping from conventional MRI using self-supervised physics-guided deep learning: applications to a large-scale, clinically heterogeneous dataset

Jelmer van Lune, Stefano Mandija, Oscar van der Heide +5

Magnetic resonance imaging (MRI) is a cornerstone of clinical neuroimaging, yet conventional MRIs provide qualitative information heavily dependent on scanner hardware and acquisit…

stat.ME2025

Treatment effect estimation by comparing observed and predicted outcomes: conditions for valid inference and practical illustration

Lotta M. Meijerink, Artuur M. Leeuwenberg, Jungyeon Choi +6

Prediction models developed before the introduction of a new treatment may be used to estimate treatment effects of newly introduced treatments. One approach, known as model-based…

physics.med-ph2025★ 2 cited

Millennium Pathways for Tractography: 40 grand challenges to shape the future of tractography

Maxime Descoteaux, Kurt G. Schilling, Dogu Baran Aydogan +44

In the spirit of the historic Millennium Prize Problems that heralded a new era for mathematics, the newly formed International Society for Tractography (IST) has launched the Mill…