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020 _a9783031648922
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024 7 _a10.1007/978-3-031-64892-2
_2doi
050 4 _aRC321-580
050 4 _aQH324.2-.25
072 7 _aPSAN
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072 7 _aSCI089000
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072 7 _aPSAN
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245 1 0 _aComputational Neurosurgery
_h[electronic resource] /
_cedited by Antonio Di Ieva, Eric Suero Molina, Sidong Liu, Carlo Russo.
250 _a1st ed. 2024.
264 1 _aCham :
_bSpringer Nature Switzerland :
_bImprint: Springer,
_c2024.
300 _aXVI, 557 p. 130 illus., 114 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aAdvances in Experimental Medicine and Biology,
_x2214-8019 ;
_v1462
505 0 _aComputational Neurosurgery: Foundation -- Part I: Foundations of Computational Neurosurgery -- Declaration of Computational Neurosurgery -- Artificial Intelligence Methods -- Deep Learning: A Primer for Neurosurgeons -- Mathematical background of Machine Learning & Deep Learning -- Computational fractal-based Neurosurgery -- Graph theory and modeling of network topology in clinical neurosurgery -- Computer Vision in digital neuropathology -- Bayesian Neural Networks in predictive neurosurgery -- Big data in neurosurgery -- Large Language Models in Neurosurgery -- Part II: Computational Neurosurgery Applications & Translational Aspects -- AI and deep learning in brain tumors -- Meta-transfer Learning for Brain Tumor Segmentation: Within and Beyond Glioma -- Machine learning and radiomics in gliomas -- Machine Learning in fluorescence-guided brain tumor surgery -- AI and computational modeling in skull base surgery -- Applications and Integration of Radiomics for Skull Base Oncology -- Computational modeling and AI in radiation neuro-oncology and radiosurgery -- Multimodal neuroimaging computing: Basics and applications in neurosurgery -- The Brain Connectome for Clinical Neuroscience -- Augmented reality in neurosurgery -- Virtual and Augmented Reality in neurosurgery -- Machine Intelligence in cerebrovascular and endovascular neurosurgery -- Computational fluid dynamics in vascular neurosurgery -- Computational fluid dynamics of cerebrospinal fluid -- Computational Neurosurgery in Deep Brain Stimulation -- Computational modeling, augmented reality, and Artificial Intelligence in spine surgery -- Artificial Intelligence in spine and paravertebral muscles analysis -- Computational prognostic modeling in traumatic brain injury -- Comprehensive overview of computational modeling and artificial intelligence in pediatric neurosurgery -- Machine Learning in Pain Neuromodulation -- Neurosurgery and the brain computer interface -- Ethical aspects of computational neurosurgery -- Explainable AI and Laws in Computational neurosurgery.
520 _aThis comprehensive and authoritative reference presents the state-of-the-art computational methods applied to the field of neurosurgery. The book brings together leading neuroscientists, neurosurgeons, mathematicians, computer scientists, engineers, ethicists and lawyers, to open the new frontier of computational neurosurgery to a broad audience interested in the translational field of the application of computational models, such as deep learning, to the study of the brain and the practical applications of neurosurgery. The focus is primarily clinical, and there is a solid foundation of research aspects. With forewords by Michael L.J. Apuzzo and Enrico Coiera, the book is organized into 2 sections: (1) tenets of computational modeling, artificial intelligence, computational analysis, and analysis software; (2) computational neurosurgery applications, including neurodiagnostics, neuro-oncology, vascular neurosurgery, all the neurosurgical disciplines, surgical approaches, intraoperative applications, and ethics and legal aspects.
650 0 _aComputational neuroscience.
650 0 _aNervous system
_xSurgery.
_974689
650 0 _aArtificial intelligence.
_958441
650 1 4 _aComputational Neuroscience.
650 2 4 _aNeurosurgery.
_974691
650 2 4 _aArtificial Intelligence.
_958441
700 1 _aDi Ieva, Antonio.
_eeditor.
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_4http://id.loc.gov/vocabulary/relators/edt
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700 1 _aSuero Molina, Eric.
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_4http://id.loc.gov/vocabulary/relators/edt
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700 1 _aLiu, Sidong.
_eeditor.
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_4http://id.loc.gov/vocabulary/relators/edt
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700 1 _aRusso, Carlo.
_eeditor.
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_4http://id.loc.gov/vocabulary/relators/edt
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710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
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776 0 8 _iPrinted edition:
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776 0 8 _iPrinted edition:
_z9783031648946
830 0 _aAdvances in Experimental Medicine and Biology,
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_967831
856 4 0 _uhttps://doi.org/10.1007/978-3-031-64892-2
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