{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,15]],"date-time":"2026-09-15T03:02:21Z","timestamp":1789441341003,"version":"build-2803163510"},"reference-count":39,"publisher":"Wiley","issue":"3","license":[{"start":{"date-parts":[[2025,7,28]],"date-time":"2025-07-28T00:00:00Z","timestamp":1753660800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"},{"start":{"date-parts":[[2025,7,28]],"date-time":"2025-07-28T00:00:00Z","timestamp":1753660800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["JOR Spine"],"published-print":{"date-parts":[[2025,9]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Cervical spondylosis (CS) is a degenerative condition often requiring surgical intervention, such as anterior cervical discectomy and fusion (ACDF), to alleviate symptoms. However, postoperative outcomes can vary significantly. This study aimed to develop and validate a predictive model for 1\u2010year outcomes in CS patients after ACDF using multiple machine learning algorithms.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>Data from 973 patients across three clinical centers, including 872 patients in the retrospective cohort and 101 patients in the prospective cohort, were utilized. A variety of clinical and laboratory features were identified using LASSO regression. Various machine learning algorithms were employed to develop predictive models. The models' performance was assessed and compared using metrics such as receiver operating characteristic (ROC) curves, area under the curve (AUC), calibration analysis, and decision curve analysis (DCA). Model interpretation and feature importance analysis were carried out using the SHapley Additive exPlanations (SHAP) method. Finally, the model was deployed on the web by using the Shiny app.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>The model was constructed using 10 essential predictors. Ten machine learning models were evaluated, with the stacking ensemble learning model demonstrating superior predictive performance (AUC\u2009=\u20090.81 in the internal validation set, 0.80 in the external validation set, and 0.82 in the prospective cohort). Furthermore, CRP, MONO, ESR, and age were highlighted as critical predictors.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>This predictive tool offers a robust framework for personalized postoperative management in CS patients, potentially improving clinical outcomes.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1002\/jsp2.70090","type":"journal-article","created":{"date-parts":[[2025,7,28]],"date-time":"2025-07-28T16:38:47Z","timestamp":1753720727000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Development and Validation of a Machine Learning\u2010Based Online Prognostic Model for Cervical Spondylosis Patients After Anterior Cervical Discectomy and Fusion: A Multicenter Study"],"prefix":"10.1002","volume":"8","author":[{"given":"Sitan","family":"Feng","sequence":"first","affiliation":[{"name":"Department of Spine and Osteopathy Ward The First Affiliated Hospital of Guangxi Medical University  Nanning China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shengsheng","family":"Huang","sequence":"additional","affiliation":[{"name":"Department of Spine and Osteopathy Ward The Second Affiliated Hospital of Guangxi Medical University  Nanning China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhongxian","family":"Zhou","sequence":"additional","affiliation":[{"name":"Department of Spine and Osteopathy Ward The First Affiliated Hospital of Guangxi Medical University  Nanning China"},{"name":"Department of Spine Ward The Second Nanning People's Hospital  Nanning China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bin","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of Spine and 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