Development of machine learning models for predicting patient-perceived benefit following lumbar disc herniation or spinal stenosis surgery.
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| Title: | Development of machine learning models for predicting patient-perceived benefit following lumbar disc herniation or spinal stenosis surgery. |
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| Authors: | Toh ZA; Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore. e0191325@u.nus.edu.; National University Health System, Singapore, Singapore. e0191325@u.nus.edu., Thambawita V; Department of Holistic Systems, Simula Metropolitan Center for Digital Engineering, Oslo, Norway., Grotle M; Department of Rehabilitation Science and Health Technology, OsloMet - Oslo Metropolitan University, Oslo, Norway.; Department of Research and Innovation, Oslo University Hospital, Oslo, Norway., He HG; Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.; National University Health System, Singapore, Singapore., Pikkarainen M; Department of Rehabilitation Science and Health Technology, OsloMet - Oslo Metropolitan University, Oslo, Norway.; Martti Ahtisaari Institute, University of Oulu, Oulu, Finland., Hey HWD; Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.; National University Health System, Singapore, Singapore., Solberg T; Department of Neurosurgery and The Norwegian Registry for Spine Surgery, University Hospital of North Norway, Tromsø, Norway.; Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway., Ingebrigtsen T; Department of Neurosurgery and The Norwegian Registry for Spine Surgery, University Hospital of North Norway, Tromsø, Norway.; Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway., Berg B; Department of Rehabilitation Science and Health Technology, OsloMet - Oslo Metropolitan University, Oslo, Norway. bjornarb@oslomet.no. |
| 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] 2026 Feb; Vol. 35 (2), pp. 591-605. Date of Electronic Publication: 2025 Sep 15. |
| 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; In Process |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 40952504 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Development of machine learning models for predicting patient-perceived benefit following lumbar disc herniation or spinal stenosis surgery. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Toh+ZA%22">Toh ZA</searchLink>; Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore. e0191325@u.nus.edu.; National University Health System, Singapore, Singapore. e0191325@u.nus.edu.<br /><searchLink fieldCode="AU" term="%22Thambawita+V%22">Thambawita V</searchLink>; Department of Holistic Systems, Simula Metropolitan Center for Digital Engineering, Oslo, Norway.<br /><searchLink fieldCode="AU" term="%22Grotle+M%22">Grotle M</searchLink>; Department of Rehabilitation Science and Health Technology, OsloMet - Oslo Metropolitan University, Oslo, Norway.; Department of Research and Innovation, Oslo University Hospital, Oslo, Norway.<br /><searchLink fieldCode="AU" term="%22He+HG%22">He HG</searchLink>; Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.; National University Health System, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Pikkarainen+M%22">Pikkarainen M</searchLink>; Department of Rehabilitation Science and Health Technology, OsloMet - Oslo Metropolitan University, Oslo, Norway.; Martti Ahtisaari Institute, University of Oulu, Oulu, Finland.<br /><searchLink fieldCode="AU" term="%22Hey+HWD%22">Hey HWD</searchLink>; Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.; National University Health System, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Solberg+T%22">Solberg T</searchLink>; Department of Neurosurgery and The Norwegian Registry for Spine Surgery, University Hospital of North Norway, Tromsø, Norway.; Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway.<br /><searchLink fieldCode="AU" term="%22Ingebrigtsen+T%22">Ingebrigtsen T</searchLink>; Department of Neurosurgery and The Norwegian Registry for Spine Surgery, University Hospital of North Norway, Tromsø, Norway.; Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway.<br /><searchLink fieldCode="AU" term="%22Berg+B%22">Berg B</searchLink>; Department of Rehabilitation Science and Health Technology, OsloMet - Oslo Metropolitan University, Oslo, Norway. bjornarb@oslomet.no. – Name: TitleSource Label: Source Group: Src 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] 2026 Feb; Vol. 35 (2), pp. 591-605. <i>Date of Electronic Publication: </i>2025 Sep 15. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer-Verlag%22">Springer-Verlag </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>9301980 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1432-0932 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2209406719%22">09406719 </searchLink><i>NLM ISO Abbreviation: </i>Eur Spine J <i>Subsets: </i>MEDLINE; In Process |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=40952504 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1007/s00586-025-09304-y Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 591 Titles: – TitleFull: Development of machine learning models for predicting patient-perceived benefit following lumbar disc herniation or spinal stenosis surgery. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Toh ZA – PersonEntity: Name: NameFull: Thambawita V – PersonEntity: Name: NameFull: Grotle M – PersonEntity: Name: NameFull: He HG – PersonEntity: Name: NameFull: Pikkarainen M – PersonEntity: Name: NameFull: Hey HWD – PersonEntity: Name: NameFull: Solberg T – PersonEntity: Name: NameFull: Ingebrigtsen T – PersonEntity: Name: NameFull: Berg B IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 02 Text: 2026 Feb Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1432-0932 Numbering: – Type: volume Value: 35 – Type: issue Value: 2 Titles: – TitleFull: 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 Type: main |
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