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A multimodal machine learning model integrating clinical and MRI data for predicting neurological outcomes following surgical treatment for cervical spinal cord injury.

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Title: A multimodal machine learning model integrating clinical and MRI data for predicting neurological outcomes following surgical treatment for cervical spinal cord injury.
Authors: Shimizu T; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan. tomoaki.shimizu.96@gmail.com.; University of Tsukuba, Tsukuba, Japan. tomoaki.shimizu.96@gmail.com., Inomata K; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan.; University of Tsukuba, Tsukuba, Japan., Suda K; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan., Matsumoto Harmon S; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan., Komatsu M; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan., Ota M; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan., Ushirozako H; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan., Minami A; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan., Maki S; Chiba University, Chiba, Japan., Endo T; Hokkaido University, Sapporo, Japan., Yamada K; Hokkaido University, Sapporo, Japan., Iwasaki N; Hokkaido University, Sapporo, Japan., Takahashi H; University of Tsukuba, Tsukuba, Japan., Yamazaki M; University of Tsukuba, Tsukuba, Japan., Koda M; University of Tsukuba, Tsukuba, Japan.
Source: European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society [Eur Spine J] 2025 Sep; Vol. 34 (9), pp. 3747-3755. Date of Electronic Publication: 2025 Apr 22.
Publication Type: Journal Article
Journal Info: Publisher: Springer-Verlag Country of Publication: Germany NLM ID: 9301980 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1432-0932 (Electronic) Linking ISSN: 09406719 NLM ISO Abbreviation: Eur Spine J Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: A multimodal machine learning model integrating clinical and MRI data for predicting neurological outcomes following surgical treatment for cervical spinal cord injury.
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  Data: <searchLink fieldCode="AU" term="%22Shimizu+T%22">Shimizu T</searchLink>; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan. tomoaki.shimizu.96@gmail.com.; University of Tsukuba, Tsukuba, Japan. tomoaki.shimizu.96@gmail.com.<br /><searchLink fieldCode="AU" term="%22Inomata+K%22">Inomata K</searchLink>; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan.; University of Tsukuba, Tsukuba, Japan.<br /><searchLink fieldCode="AU" term="%22Suda+K%22">Suda K</searchLink>; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan.<br /><searchLink fieldCode="AU" term="%22Matsumoto+Harmon+S%22">Matsumoto Harmon S</searchLink>; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan.<br /><searchLink fieldCode="AU" term="%22Komatsu+M%22">Komatsu M</searchLink>; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan.<br /><searchLink fieldCode="AU" term="%22Ota+M%22">Ota M</searchLink>; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan.<br /><searchLink fieldCode="AU" term="%22Ushirozako+H%22">Ushirozako H</searchLink>; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan.<br /><searchLink fieldCode="AU" term="%22Minami+A%22">Minami A</searchLink>; Hokkaido Spinal Cord Injury Center, Hokkaido, Japan.<br /><searchLink fieldCode="AU" term="%22Maki+S%22">Maki S</searchLink>; Chiba University, Chiba, Japan.<br /><searchLink fieldCode="AU" term="%22Endo+T%22">Endo T</searchLink>; Hokkaido University, Sapporo, Japan.<br /><searchLink fieldCode="AU" term="%22Yamada+K%22">Yamada K</searchLink>; Hokkaido University, Sapporo, Japan.<br /><searchLink fieldCode="AU" term="%22Iwasaki+N%22">Iwasaki N</searchLink>; Hokkaido University, Sapporo, Japan.<br /><searchLink fieldCode="AU" term="%22Takahashi+H%22">Takahashi H</searchLink>; University of Tsukuba, Tsukuba, Japan.<br /><searchLink fieldCode="AU" term="%22Yamazaki+M%22">Yamazaki M</searchLink>; University of Tsukuba, Tsukuba, Japan.<br /><searchLink fieldCode="AU" term="%22Koda+M%22">Koda M</searchLink>; University of Tsukuba, Tsukuba, Japan.
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  Data: <searchLink fieldCode="JN" term="%229301980%22">European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society</searchLink> [Eur Spine J] 2025 Sep; Vol. 34 (9), pp. 3747-3755. <i>Date of Electronic Publication: </i>2025 Apr 22.
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        Value: 10.1007/s00586-025-08873-2
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        Text: English
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              M: 09
              Text: 2025 Sep
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