Development and Validation of an Interpretable Machine Learning Model for Predicting Early Fusion After Anterior Cervical Discectomy and Fusion
Year: 2025
Type: article
Language: en
Topic: Cervical and Thoracic Myelopathy
Authors and affiliations:
raw_author_name: Hong Wang
raw_affiliation_strings: Department of Orthopedics, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
Department of Orthopedics, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
raw_author_name: Shuang Liang
raw_affiliation_strings: Author contribution: Hong Wang: Conceptualization, Methodology, Software, Validation, Formal analysis, Investigation, Data Curation, Writing - Original Draft, Writing - Review & Editing, Visualization. Shuang Liang: Validation, Formal analysis, Investigation, Data Curation, Writing - Original Draft, Writing - Review & Editing, Visualization. Kangkang Huang: Investigation, Data Curation, Writing - Review & Editing, Funding acquisition. Chen Ding: Data Curation, Writing - Review & Editing. Beiyu Wang: Writing - Review & Editing. Tingkui Wu: Conceptualization, Supervision, Writing - Review & Editing, Funding acquisition. Hao Liu: Conceptualization, Methodology, Software, Supervision, Writing - Review & Editing
Conflict of interest: The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article
Department of Orthopedics, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
Supplemental Digital Content is available for this article. Direct URL citations are provided in the HTML and PDF versions of this article on the journal's website, www.spinejournal.com
raw_author_name: Kangkang Huang
raw_affiliation_strings: Author contribution: Hong Wang: Conceptualization, Methodology, Software, Validation, Formal analysis, Investigation, Data Curation, Writing - Original Draft, Writing - Review & Editing, Visualization. Shuang Liang: Validation, Formal analysis, Investigation, Data Curation, Writing - Original Draft, Writing - Review & Editing, Visualization. Kangkang Huang: Investigation, Data Curation, Writing - Review & Editing, Funding acquisition. Chen Ding: Data Curation, Writing - Review & Editing. Beiyu Wang: Writing - Review & Editing. Tingkui Wu: Conceptualization, Supervision, Writing - Review & Editing, Funding acquisition. Hao Liu: Conceptualization, Methodology, Software, Supervision, Writing - Review & Editing
Conflict of interest: The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article
Department of Orthopedics, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
Supplemental Digital Content is available for this article. Direct URL citations are provided in the HTML and PDF versions of this article on the journal's website, www.spinejournal.com
raw_author_name: Chen Ding
raw_affiliation_strings: Author contribution: Hong Wang: Conceptualization, Methodology, Software, Validation, Formal analysis, Investigation, Data Curation, Writing - Original Draft, Writing - Review & Editing, Visualization. Shuang Liang: Validation, Formal analysis, Investigation, Data Curation, Writing - Original Draft, Writing - Review & Editing, Visualization. Kangkang Huang: Investigation, Data Curation, Writing - Review & Editing, Funding acquisition. Chen Ding: Data Curation, Writing - Review & Editing. Beiyu Wang: Writing - Review & Editing. Tingkui Wu: Conceptualization, Supervision, Writing - Review & Editing, Funding acquisition. Hao Liu: Conceptualization, Methodology, Software, Supervision, Writing - Review & Editing
Conflict of interest: The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article
Department of Orthopedics, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
Supplemental Digital Content is available for this article. Direct URL citations are provided in the HTML and PDF versions of this article on the journal's website, www.spinejournal.com
raw_author_name: Beiyu Wang
raw_affiliation_strings: Author contribution: Hong Wang: Conceptualization, Methodology, Software, Validation, Formal analysis, Investigation, Data Curation, Writing - Original Draft, Writing - Review & Editing, Visualization. Shuang Liang: Validation, Formal analysis, Investigation, Data Curation, Writing - Original Draft, Writing - Review & Editing, Visualization. Kangkang Huang: Investigation, Data Curation, Writing - Review & Editing, Funding acquisition. Chen Ding: Data Curation, Writing - Review & Editing. Beiyu Wang: Writing - Review & Editing. Tingkui Wu: Conceptualization, Supervision, Writing - Review & Editing, Funding acquisition. Hao Liu: Conceptualization, Methodology, Software, Supervision, Writing - Review & Editing
Conflict of interest: The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article
Department of Orthopedics, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
Supplemental Digital Content is available for this article. Direct URL citations are provided in the HTML and PDF versions of this article on the journal's website, www.spinejournal.com
raw_author_name: Tingkui Wu
raw_author_name: Hao Liu