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Therapeutic Hybrid Intelligence with Neural and Knowledge-based Expert Reasoning for SRS (THINKERS): a mixture-of-experts AI model for vestibular schwannoma.

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Title: Therapeutic Hybrid Intelligence with Neural and Knowledge-based Expert Reasoning for SRS (THINKERS): a mixture-of-experts AI model for vestibular schwannoma.
Authors: Reyes JS; Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.; Computational Neurosurgery Research Group (CIGNS-CRG), Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA., Hadjipanayis CG; Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.; Computational Neurosurgery Research Group (CIGNS-CRG), Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA., Niranjan A; Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA. niraax@upmc.edu.; Computational Neurosurgery Research Group (CIGNS-CRG), Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA. niraax@upmc.edu.
Source: Journal of neuro-oncology [J Neurooncol] 2026 Jun 18; Vol. 178 (3). Date of Electronic Publication: 2026 Jun 18.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 8309335 Publication Model: Electronic Cited Medium: Internet ISSN: 1573-7373 (Electronic) Linking ISSN: 0167594X NLM ISO Abbreviation: J Neurooncol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Reyes+JS%22">Reyes JS</searchLink>; Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.; Computational Neurosurgery Research Group (CIGNS-CRG), Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Hadjipanayis+CG%22">Hadjipanayis CG</searchLink>; Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.; Computational Neurosurgery Research Group (CIGNS-CRG), Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Niranjan+A%22">Niranjan A</searchLink>; Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA. niraax@upmc.edu.; Computational Neurosurgery Research Group (CIGNS-CRG), Center for Image-Guided Neurosurgery, Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA. niraax@upmc.edu.
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  Data: <searchLink fieldCode="JN" term="%228309335%22">Journal of neuro-oncology</searchLink> [J Neurooncol] 2026 Jun 18; Vol. 178 (3). <i>Date of Electronic Publication: </i>2026 Jun 18.
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        Value: 10.1007/s11060-026-05679-0
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              Text: 2026 Jun 18
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