دورية أكاديمية
Scoping Review with Topic Modeling on the Diagnostic Criteria for Degenerative Cervical Myelopathy
| العنوان: | Scoping Review with Topic Modeling on the Diagnostic Criteria for Degenerative Cervical Myelopathy |
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| المؤلفون: | Matsoukas, Stavros, Zipser, Carl Moritz, Zipser-Mohammadzada, Freschta, Kheram, Najmeh, Boraschi, Andrea, Jiang, Zhilin, Tetreault, Lindsay, Fehlings, Michael G, Davies, Benjamin M, Margetis, Konstantinos |
| المصدر: | Matsoukas, Stavros; Zipser, Carl Moritz; Zipser-Mohammadzada, Freschta; Kheram, Najmeh; Boraschi, Andrea; Jiang, Zhilin; Tetreault, Lindsay; Fehlings, Michael G; Davies, Benjamin M; Margetis, Konstantinos (2024). Scoping Review with Topic Modeling on the Diagnostic Criteria for Degenerative Cervical Myelopathy. Global Spine Journal:Epub ahead of print. |
| بيانات النشر: | Sage Publications |
| سنة النشر: | 2024 |
| المجموعة: | University of Zurich (UZH): ZORA (Zurich Open Repository and Archive |
| مصطلحات موضوعية: | Balgrist University Hospital, Swiss Spinal Cord Injury Center, 610 Medicine & health, cervical, degenerative, disc herniation, magnetic resonance imaging, myelopathy, spinal cord injury |
| الوصف: | STUDY DESIGN: This study is a scoping review. OBJECTIVE: There is a broad variability in the definition of degenerative cervical myelopathy (DCM) and no standardized set of diagnostic criteria to date. METHODS: We interrogated the Myelopathy.org database, a hand-indexed database of primary clinical studies conducted exclusively on DCM in humans between 2005-2021. The DCM inclusion criteria used in these studies were inputted into 3 topic modeling algorithms: Hierarchical Dirichlet Process (HDP), Latent Dirichlet Allocation (LDA), and BERtopic. The emerging topics were subjected to manual labeling and interpretation. RESULTS: Of 1676 reports, 120 papers (7.16%) had well-defined inclusion criteria and were subjected to topic modeling. Four topics emerged from the HDP model: disturbance from extremity weakness and motor signs; fine-motor and sensory disturbance of upper extremity; a combination of imaging and clinical findings is required for the diagnosis; and "reinforcing" (or modifying) factors that can aid in the diagnosis in borderline cases. The LDA model showed the following topics: disturbance to the patient is required for the diagnosis; reinforcing factors can aid in the diagnosis in borderline cases; clinical findings from the extremities; and a combination of imaging and clinical findings is required for the diagnosis. BERTopic identified the following topics: imaging abnormality, typical clinical features, range of objective criteria, and presence of clinical findings. CONCLUSIONS: This review provides quantifiable data that only a minority of past studies in DCM provided meaningful inclusion criteria. The items and patterns found here are very useful for the development of diagnostic criteria for DCM. |
| نوع الوثيقة: | article in journal/newspaper |
| وصف الملف: | application/pdf |
| اللغة: | English |
| تدمد: | 2192-5682 |
| العلاقة: | https://www.zora.uzh.ch/id/eprint/259252/1/2024_Matsoukas_scoping_review_with_topic_modeling_on_the_diagnostic_criteria_for_degenerative_cervical_myelopathy_global_spine_j.pdfTest; info:pmid/38442295; urn:issn:2192-5682 |
| DOI: | 10.5167/uzh-259252 |
| DOI: | 10.1177/21925682241237469 |
| الإتاحة: | https://doi.org/10.5167/uzh-25925210.1177/21925682241237469Test https://www.zora.uzh.ch/id/eprint/259252Test/ https://www.zora.uzh.ch/id/eprint/259252/1/2024_Matsoukas_scoping_review_with_topic_modeling_on_the_diagnostic_criteria_for_degenerative_cervical_myelopathy_global_spine_j.pdfTest |
| حقوق: | info:eu-repo/semantics/openAccess ; Creative Commons: Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) ; http://creativecommons.org/licenses/by-nc-nd/4.0Test/ |
| رقم الانضمام: | edsbas.59584747 |
| قاعدة البيانات: | BASE |
Full Text Finder | تدمد: | 21925682 |
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| DOI: | 10.5167/uzh-259252 |