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Risk Factors and an Interpretable Machine Learning Model for Predicting Spinal Epidural Lipomatosis: A Multicenter Study.

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Title: Risk Factors and an Interpretable Machine Learning Model for Predicting Spinal Epidural Lipomatosis: A Multicenter Study.
Authors: Cao D; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; The First Clinical College of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China., Chen X; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; Department of Orthopedics, Jinchang People's Hospital, Gansu, China., Li X; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China., Zhang X; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; The First Clinical College of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China., Gu W; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; The First Clinical College of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China., Tian Y; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; The First Clinical College of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China., Yang Y; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; The First Clinical College of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China., Zhu X; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China., Zhang H; Department of Orthopedics, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Hui Autonomous Region, Yinchuan City, China., Ma H; Department of Orthopedics, The Third People's Hospital of Yinchuan City, Ningxia Hui Autonomous Region, Yinchuan City, China., Zhao H; Department of Spinal Orthopedics, Qinghai University Affiliated Hospital, Xining City, Qinghai Province, China., Yuan H; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.
Source: Spine [Spine (Phila Pa 1976)] 2026 Apr 15; Vol. 51 (8), pp. E193-E206. Date of Electronic Publication: 2026 Jan 12.
Publication Type: Journal Article; Multicenter Study
Journal Info: Publisher: Lippincott Williams & Wilkins Country of Publication: United States NLM ID: 7610646 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1528-1159 (Electronic) Linking ISSN: 03622436 NLM ISO Abbreviation: Spine (Phila Pa 1976) Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Cao+D%22">Cao D</searchLink>; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; The First Clinical College of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.<br /><searchLink fieldCode="AU" term="%22Chen+X%22">Chen X</searchLink>; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; Department of Orthopedics, Jinchang People's Hospital, Gansu, China.<br /><searchLink fieldCode="AU" term="%22Li+X%22">Li X</searchLink>; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.<br /><searchLink fieldCode="AU" term="%22Zhang+X%22">Zhang X</searchLink>; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; The First Clinical College of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.<br /><searchLink fieldCode="AU" term="%22Gu+W%22">Gu W</searchLink>; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; The First Clinical College of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.<br /><searchLink fieldCode="AU" term="%22Tian+Y%22">Tian Y</searchLink>; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; The First Clinical College of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.<br /><searchLink fieldCode="AU" term="%22Yang+Y%22">Yang Y</searchLink>; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.; The First Clinical College of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.<br /><searchLink fieldCode="AU" term="%22Zhu+X%22">Zhu X</searchLink>; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.<br /><searchLink fieldCode="AU" term="%22Zhang+H%22">Zhang H</searchLink>; Department of Orthopedics, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Hui Autonomous Region, Yinchuan City, China.<br /><searchLink fieldCode="AU" term="%22Ma+H%22">Ma H</searchLink>; Department of Orthopedics, The Third People's Hospital of Yinchuan City, Ningxia Hui Autonomous Region, Yinchuan City, China.<br /><searchLink fieldCode="AU" term="%22Zhao+H%22">Zhao H</searchLink>; Department of Spinal Orthopedics, Qinghai University Affiliated Hospital, Xining City, Qinghai Province, China.<br /><searchLink fieldCode="AU" term="%22Yuan+H%22">Yuan H</searchLink>; Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Ningxia Hui Autonomous Region, Yinchuan City, China.
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  Data: <searchLink fieldCode="JN" term="%227610646%22">Spine</searchLink> [Spine (Phila Pa 1976)] 2026 Apr 15; Vol. 51 (8), pp. E193-E206. <i>Date of Electronic Publication: </i>2026 Jan 12.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Lippincott+Williams+%26+Wilkins%22">Lippincott Williams & Wilkins </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>7610646 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1528-1159 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2203622436%22">03622436 </searchLink><i>NLM ISO Abbreviation: </i>Spine (Phila Pa 1976) <i>Subsets: </i>MEDLINE
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        Value: 10.1097/BRS.0000000000005614
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        StartPage: E193
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              Text: 2026 Apr 15
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