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Rhomberg, T., Trivik-Barrientos, F., Hakim, A. et al. Applied deep learning in neurosurgery: identifying cerebrospinal fluid (CSF) shunt systems in hydrocephalus patients. Acta Neurochir 166, 69 (2024). https://doi.org/10.1007/s00701-024-05940-3