Preoperative anemia is an unsuspecting driver of machine learning prediction of adverse outcomes after lumbar spinal fusion.

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Title: Preoperative anemia is an unsuspecting driver of machine learning prediction of adverse outcomes after lumbar spinal fusion.
Authors: Ghosh A; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Freda PJ; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Shahrestani S; Department of Neurosurgery, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Boyke AE; Department of Neurosurgery, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Orlenko A; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Choi H; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Matsumoto N; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Obafemi-Ajayi T; Engineering Program, Missouri State University, Springfield, MO, USA., Moore JH; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Walker CT; Department of Neurosurgery, Cedars-Sinai Medical Center, Los Angeles, CA, USA. Electronic address: corey.walker@cshs.org.
Source: The spine journal : official journal of the North American Spine Society [Spine J] 2025 Aug; Vol. 25 (8), pp. 1596-1607. Date of Electronic Publication: 2025 Jan 30.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Science Inc Country of Publication: United States NLM ID: 101130732 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1878-1632 (Electronic) Linking ISSN: 15299430 NLM ISO Abbreviation: Spine J Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Ghosh+A%22">Ghosh A</searchLink>; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Freda+PJ%22">Freda PJ</searchLink>; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Shahrestani+S%22">Shahrestani S</searchLink>; Department of Neurosurgery, Cedars-Sinai Medical Center, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Boyke+AE%22">Boyke AE</searchLink>; Department of Neurosurgery, Cedars-Sinai Medical Center, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Orlenko+A%22">Orlenko A</searchLink>; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Choi+H%22">Choi H</searchLink>; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Matsumoto+N%22">Matsumoto N</searchLink>; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Obafemi-Ajayi+T%22">Obafemi-Ajayi T</searchLink>; Engineering Program, Missouri State University, Springfield, MO, USA.<br /><searchLink fieldCode="AU" term="%22Moore+JH%22">Moore JH</searchLink>; Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Walker+CT%22">Walker CT</searchLink>; Department of Neurosurgery, Cedars-Sinai Medical Center, Los Angeles, CA, USA. Electronic address: corey.walker@cshs.org.
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  Data: <searchLink fieldCode="JN" term="%22101130732%22">The spine journal : official journal of the North American Spine Society</searchLink> [Spine J] 2025 Aug; Vol. 25 (8), pp. 1596-1607. <i>Date of Electronic Publication: </i>2025 Jan 30.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science+Inc%22">Elsevier Science Inc </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101130732 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1878-1632 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215299430%22">15299430 </searchLink><i>NLM ISO Abbreviation: </i>Spine J <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.spinee.2025.01.031
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              Text: 2025 Aug
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