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Performance of Machine Learning Models in Predicting BRAF Alterations Using Imaging Data in Low-Grade Glioma: A Systematic Review and Meta-Analysis.

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Title: Performance of Machine Learning Models in Predicting BRAF Alterations Using Imaging Data in Low-Grade Glioma: A Systematic Review and Meta-Analysis.
Authors: Firouzabadi SR; Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran., Tavanaei R; Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran., Mohammadi I; Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran., Alikhani A; Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran., Ansari A; Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran., Akhlaghpasand M; Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran., Hajikarimloo B; Department of Neurological Surgery, University of Virginia, Charlottesville, Virginia, USA., Yong RL; Department of Neurosurgery, Mount Sinai Hospital, Icahn School of Medicine, New York City, New York, USA., Margetis K; Department of Neurosurgery, Mount Sinai Hospital, Icahn School of Medicine, New York City, New York, USA. Electronic address: konstantinos.margetis@mountsinai.org.
Source: World neurosurgery [World Neurosurg] 2025 Mar; Vol. 195, pp. 123742. Date of Electronic Publication: 2025 Feb 25.
Publication Type: Journal Article; Systematic Review; Meta-Analysis
Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 101528275 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1878-8769 (Electronic) Linking ISSN: 18788750 NLM ISO Abbreviation: World Neurosurg Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Performance of Machine Learning Models in Predicting BRAF Alterations Using Imaging Data in Low-Grade Glioma: A Systematic Review and Meta-Analysis.
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  Data: <searchLink fieldCode="AU" term="%22Firouzabadi+SR%22">Firouzabadi SR</searchLink>; Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Tavanaei+R%22">Tavanaei R</searchLink>; Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Mohammadi+I%22">Mohammadi I</searchLink>; Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Alikhani+A%22">Alikhani A</searchLink>; Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Ansari+A%22">Ansari A</searchLink>; Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran.<br /><searchLink fieldCode="AU" term="%22Akhlaghpasand+M%22">Akhlaghpasand M</searchLink>; Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Hajikarimloo+B%22">Hajikarimloo B</searchLink>; Department of Neurological Surgery, University of Virginia, Charlottesville, Virginia, USA.<br /><searchLink fieldCode="AU" term="%22Yong+RL%22">Yong RL</searchLink>; Department of Neurosurgery, Mount Sinai Hospital, Icahn School of Medicine, New York City, New York, USA.<br /><searchLink fieldCode="AU" term="%22Margetis+K%22">Margetis K</searchLink>; Department of Neurosurgery, Mount Sinai Hospital, Icahn School of Medicine, New York City, New York, USA. Electronic address: konstantinos.margetis@mountsinai.org.
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  Data: <searchLink fieldCode="JN" term="%22101528275%22">World neurosurgery</searchLink> [World Neurosurg] 2025 Mar; Vol. 195, pp. 123742. <i>Date of Electronic Publication: </i>2025 Feb 25.
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