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Automated feature learning and survival prognostication in grade 4 glioma using supervised machine learning models.

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Title: Automated feature learning and survival prognostication in grade 4 glioma using supervised machine learning models.
Authors: Mao Y; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Tang L; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Horowitz MA; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Myneni S; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Gould J; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Reddy SC; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Gowda K; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Rodriguez M; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Rivetti A; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Li E; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Xiong R; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Venkatdas R; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Saint-Germain M; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Santo B; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Gendreau J; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Ahmed AK; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Rincon-Torroella J; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Jackson C; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Gallia G; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Bettegowda C; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Weingart J; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA., Mukherjee D; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA. drraj@jhmi.edu.
Source: Journal of neuro-oncology [J Neurooncol] 2025 Oct; Vol. 175 (1), pp. 389-403. Date of Electronic Publication: 2025 Jun 16.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 8309335 Publication Model: Print-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: Automated feature learning and survival prognostication in grade 4 glioma using supervised machine learning models.
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  Data: <searchLink fieldCode="AU" term="%22Mao+Y%22">Mao Y</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Tang+L%22">Tang L</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Horowitz+MA%22">Horowitz MA</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Myneni+S%22">Myneni S</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Gould+J%22">Gould J</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Reddy+SC%22">Reddy SC</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Gowda+K%22">Gowda K</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Rodriguez+M%22">Rodriguez M</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Rivetti+A%22">Rivetti A</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Li+E%22">Li E</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Xiong+R%22">Xiong R</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Venkatdas+R%22">Venkatdas R</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Saint-Germain+M%22">Saint-Germain M</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Santo+B%22">Santo B</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Gendreau+J%22">Gendreau J</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Ahmed+AK%22">Ahmed AK</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Rincon-Torroella+J%22">Rincon-Torroella J</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Jackson+C%22">Jackson C</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Gallia+G%22">Gallia G</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Bettegowda+C%22">Bettegowda C</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Weingart+J%22">Weingart J</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Mukherjee+D%22">Mukherjee D</searchLink>; Department of Neurosurgery, Johns Hopkins Medicine, Baltimore, MD, USA. drraj@jhmi.edu.
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  Data: <searchLink fieldCode="JN" term="%228309335%22">Journal of neuro-oncology</searchLink> [J Neurooncol] 2025 Oct; Vol. 175 (1), pp. 389-403. <i>Date of Electronic Publication: </i>2025 Jun 16.
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              Text: 2025 Oct
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