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What factors predict the best outcomes for older patients operated on for grade I degenerative lumbar spondylolisthesis? A machine learning analysis from the Quality Outcomes Database.

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Title: What factors predict the best outcomes for older patients operated on for grade I degenerative lumbar spondylolisthesis? A machine learning analysis from the Quality Outcomes Database.
Authors: Yang E; 1Department of Neurological Surgery, Columbia University, New York, New York., Mummaneni PV; 2Department of Neurological Surgery, University of California, San Francisco, California., Chou D; 1Department of Neurological Surgery, Columbia University, New York, New York., Bydon M; 3Department of Neurological Surgery, University of Chicago, Illinois., Bisson EF; 4Department of Neurological Surgery, University of Utah, Salt Lake City, Utah., Schonfeld E; 1Department of Neurological Surgery, Columbia University, New York, New York., Shaffrey CI; 5Departments of Neurological Surgery and Orthopedic Surgery, Duke University, Durham, North Carolina., Glassman SD; 6Norton Leatherman Spine Center, Louisville, Kentucky., Foley KT; 7Semmes Murphey Neurologic and Spine Institute, Memphis, Tennessee., Potts EA; 8Goodman Campbell Brain and Spine, Ascension St. Vincent, Indianapolis, Indiana., Yen CP; 9Department of Neurological Surgery, University of Virginia, Charlottesville, Virginia., Coric D; 10Neuroscience Institute, Carolinas Healthcare System and Carolina Neurosurgery & Spine Associates, Charlotte, North Carolina., Knightly JJ; 11Maxim Spine, Morristown, New Jersey., Park P; 7Semmes Murphey Neurologic and Spine Institute, Memphis, Tennessee., Wang MY; 12Department of Neurological Surgery, University of Miami, Florida., Fu KM; 13Department of Neurological Surgery, Weill Cornell Medical Center, New York, New York., Slotkin JR; 14Geisinger Health, Danville, Pennsylvania; and., Asher AL; 10Neuroscience Institute, Carolinas Healthcare System and Carolina Neurosurgery & Spine Associates, Charlotte, North Carolina., Virk MS; 13Department of Neurological Surgery, Weill Cornell Medical Center, New York, New York., Haid RW; 15Atlanta Brain and Spine Care, Atlanta, Georgia., Chan AK; 1Department of Neurological Surgery, Columbia University, New York, New York.
Source: Journal of neurosurgery. Spine [J Neurosurg Spine] 2026 Jan 09; Vol. 44 (3), pp. 399-410. Date of Electronic Publication: 2026 Jan 09.
Publication Type: Journal Article
Journal Info: Publisher: American Association of Neurological Surgeons Country of Publication: United States NLM ID: 101223545 Publication Model: Electronic Cited Medium: Internet ISSN: 1547-5646 (Electronic) Linking ISSN: 15475646 NLM ISO Abbreviation: J Neurosurg Spine Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: What factors predict the best outcomes for older patients operated on for grade I degenerative lumbar spondylolisthesis? A machine learning analysis from the Quality Outcomes Database.
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  Data: <searchLink fieldCode="AU" term="%22Yang+E%22">Yang E</searchLink>; 1Department of Neurological Surgery, Columbia University, New York, New York.<br /><searchLink fieldCode="AU" term="%22Mummaneni+PV%22">Mummaneni PV</searchLink>; 2Department of Neurological Surgery, University of California, San Francisco, California.<br /><searchLink fieldCode="AU" term="%22Chou+D%22">Chou D</searchLink>; 1Department of Neurological Surgery, Columbia University, New York, New York.<br /><searchLink fieldCode="AU" term="%22Bydon+M%22">Bydon M</searchLink>; 3Department of Neurological Surgery, University of Chicago, Illinois.<br /><searchLink fieldCode="AU" term="%22Bisson+EF%22">Bisson EF</searchLink>; 4Department of Neurological Surgery, University of Utah, Salt Lake City, Utah.<br /><searchLink fieldCode="AU" term="%22Schonfeld+E%22">Schonfeld E</searchLink>; 1Department of Neurological Surgery, Columbia University, New York, New York.<br /><searchLink fieldCode="AU" term="%22Shaffrey+CI%22">Shaffrey CI</searchLink>; 5Departments of Neurological Surgery and Orthopedic Surgery, Duke University, Durham, North Carolina.<br /><searchLink fieldCode="AU" term="%22Glassman+SD%22">Glassman SD</searchLink>; 6Norton Leatherman Spine Center, Louisville, Kentucky.<br /><searchLink fieldCode="AU" term="%22Foley+KT%22">Foley KT</searchLink>; 7Semmes Murphey Neurologic and Spine Institute, Memphis, Tennessee.<br /><searchLink fieldCode="AU" term="%22Potts+EA%22">Potts EA</searchLink>; 8Goodman Campbell Brain and Spine, Ascension St. Vincent, Indianapolis, Indiana.<br /><searchLink fieldCode="AU" term="%22Yen+CP%22">Yen CP</searchLink>; 9Department of Neurological Surgery, University of Virginia, Charlottesville, Virginia.<br /><searchLink fieldCode="AU" term="%22Coric+D%22">Coric D</searchLink>; 10Neuroscience Institute, Carolinas Healthcare System and Carolina Neurosurgery & Spine Associates, Charlotte, North Carolina.<br /><searchLink fieldCode="AU" term="%22Knightly+JJ%22">Knightly JJ</searchLink>; 11Maxim Spine, Morristown, New Jersey.<br /><searchLink fieldCode="AU" term="%22Park+P%22">Park P</searchLink>; 7Semmes Murphey Neurologic and Spine Institute, Memphis, Tennessee.<br /><searchLink fieldCode="AU" term="%22Wang+MY%22">Wang MY</searchLink>; 12Department of Neurological Surgery, University of Miami, Florida.<br /><searchLink fieldCode="AU" term="%22Fu+KM%22">Fu KM</searchLink>; 13Department of Neurological Surgery, Weill Cornell Medical Center, New York, New York.<br /><searchLink fieldCode="AU" term="%22Slotkin+JR%22">Slotkin JR</searchLink>; 14Geisinger Health, Danville, Pennsylvania; and.<br /><searchLink fieldCode="AU" term="%22Asher+AL%22">Asher AL</searchLink>; 10Neuroscience Institute, Carolinas Healthcare System and Carolina Neurosurgery & Spine Associates, Charlotte, North Carolina.<br /><searchLink fieldCode="AU" term="%22Virk+MS%22">Virk MS</searchLink>; 13Department of Neurological Surgery, Weill Cornell Medical Center, New York, New York.<br /><searchLink fieldCode="AU" term="%22Haid+RW%22">Haid RW</searchLink>; 15Atlanta Brain and Spine Care, Atlanta, Georgia.<br /><searchLink fieldCode="AU" term="%22Chan+AK%22">Chan AK</searchLink>; 1Department of Neurological Surgery, Columbia University, New York, New York.
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