Factors influencing the occurrence of postoperative kinesiophobia in patients with lumbar disc herniation
This study was intended to analyze the potential risk factors associated with postoperative onset of kinesiophobia in patients with lumbar disc herniation and to construct a predictive model using logistic regression and decision tree methods. We retrospectively evaluated the clinical data of 342 lu...
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Published in | Medicine (Baltimore) Vol. 104; no. 26; p. e43096 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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Hagerstown, MD
Lippincott Williams & Wilkins
27.06.2025
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Abstract | This study was intended to analyze the potential risk factors associated with postoperative onset of kinesiophobia in patients with lumbar disc herniation and to construct a predictive model using logistic regression and decision tree methods. We retrospectively evaluated the clinical data of 342 lumbar disc herniation patients who underwent surgical treatment between January 2021 and December 2023, grouped them according to the occurrence of postoperative kinesiophobia, applied multifactorial logistic regression to determine the main influencing factors, and constructed a prediction model with the help of SPSS Modeler software to further evaluate its predictive effect. The study found that the incidence of kinesiophobia was 37.46%; statistically significant differences were found between the kinesiophobia group and the nonkinesiophobia group in terms of education level, visual analog scale (VAS) score of pain, Hospital Anxiety and Depression Scale (HADS) score, self-efficacy, per capita monthly family income, and mode of payment of medical expenses (P < .05). Multifactorial Logistic regression suggested that all of the above factors were independent influencing variables of kinesiophobia (P < .05). Decision tree modeling revealed that self-efficacy was the first discriminant variable, followed by payment method, VAS, HADS score, and income level. Analysis of the subjects' job characteristic curve (receiver operating characteristic) showed that the predictive power of the decision tree model was significantly better than that of the logistic regression model (P < .05). Education level, VAS score, HADS score, self-efficacy, family financial status, and payment mode are all important risk factors for postoperative kinesiophobia, and the use of predictive modeling can be more effective in assessing the patient's condition and realizing early intervention. |
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AbstractList | This study was intended to analyze the potential risk factors associated with postoperative onset of kinesiophobia in patients with lumbar disc herniation and to construct a predictive model using logistic regression and decision tree methods. We retrospectively evaluated the clinical data of 342 lumbar disc herniation patients who underwent surgical treatment between January 2021 and December 2023, grouped them according to the occurrence of postoperative kinesiophobia, applied multifactorial logistic regression to determine the main influencing factors, and constructed a prediction model with the help of SPSS Modeler software to further evaluate its predictive effect. The study found that the incidence of kinesiophobia was 37.46%; statistically significant differences were found between the kinesiophobia group and the nonkinesiophobia group in terms of education level, visual analog scale (VAS) score of pain, Hospital Anxiety and Depression Scale (HADS) score, self-efficacy, per capita monthly family income, and mode of payment of medical expenses (P < .05). Multifactorial Logistic regression suggested that all of the above factors were independent influencing variables of kinesiophobia (P < .05). Decision tree modeling revealed that self-efficacy was the first discriminant variable, followed by payment method, VAS, HADS score, and income level. Analysis of the subjects' job characteristic curve (receiver operating characteristic) showed that the predictive power of the decision tree model was significantly better than that of the logistic regression model (P < .05). Education level, VAS score, HADS score, self-efficacy, family financial status, and payment mode are all important risk factors for postoperative kinesiophobia, and the use of predictive modeling can be more effective in assessing the patient's condition and realizing early intervention. This study was intended to analyze the potential risk factors associated with postoperative onset of kinesiophobia in patients with lumbar disc herniation and to construct a predictive model using logistic regression and decision tree methods. We retrospectively evaluated the clinical data of 342 lumbar disc herniation patients who underwent surgical treatment between January 2021 and December 2023, grouped them according to the occurrence of postoperative kinesiophobia, applied multifactorial logistic regression to determine the main influencing factors, and constructed a prediction model with the help of SPSS Modeler software to further evaluate its predictive effect. The study found that the incidence of kinesiophobia was 37.46%; statistically significant differences were found between the kinesiophobia group and the nonkinesiophobia group in terms of education level, visual analog scale (VAS) score of pain, Hospital Anxiety and Depression Scale (HADS) score, self-efficacy, per capita monthly family income, and mode of payment of medical expenses ( P < .05). Multifactorial Logistic regression suggested that all of the above factors were independent influencing variables of kinesiophobia ( P < .05). Decision tree modeling revealed that self-efficacy was the first discriminant variable, followed by payment method, VAS, HADS score, and income level. Analysis of the subjects’ job characteristic curve (receiver operating characteristic) showed that the predictive power of the decision tree model was significantly better than that of the logistic regression model ( P < .05). Education level, VAS score, HADS score, self-efficacy, family financial status, and payment mode are all important risk factors for postoperative kinesiophobia, and the use of predictive modeling can be more effective in assessing the patient’s condition and realizing early intervention. This study was intended to analyze the potential risk factors associated with postoperative onset of kinesiophobia in patients with lumbar disc herniation and to construct a predictive model using logistic regression and decision tree methods. We retrospectively evaluated the clinical data of 342 lumbar disc herniation patients who underwent surgical treatment between January 2021 and December 2023, grouped them according to the occurrence of postoperative kinesiophobia, applied multifactorial logistic regression to determine the main influencing factors, and constructed a prediction model with the help of SPSS Modeler software to further evaluate its predictive effect. The study found that the incidence of kinesiophobia was 37.46%; statistically significant differences were found between the kinesiophobia group and the nonkinesiophobia group in terms of education level, visual analog scale (VAS) score of pain, Hospital Anxiety and Depression Scale (HADS) score, self-efficacy, per capita monthly family income, and mode of payment of medical expenses (P < .05). Multifactorial Logistic regression suggested that all of the above factors were independent influencing variables of kinesiophobia (P < .05). Decision tree modeling revealed that self-efficacy was the first discriminant variable, followed by payment method, VAS, HADS score, and income level. Analysis of the subjects' job characteristic curve (receiver operating characteristic) showed that the predictive power of the decision tree model was significantly better than that of the logistic regression model (P < .05). Education level, VAS score, HADS score, self-efficacy, family financial status, and payment mode are all important risk factors for postoperative kinesiophobia, and the use of predictive modeling can be more effective in assessing the patient's condition and realizing early intervention.This study was intended to analyze the potential risk factors associated with postoperative onset of kinesiophobia in patients with lumbar disc herniation and to construct a predictive model using logistic regression and decision tree methods. We retrospectively evaluated the clinical data of 342 lumbar disc herniation patients who underwent surgical treatment between January 2021 and December 2023, grouped them according to the occurrence of postoperative kinesiophobia, applied multifactorial logistic regression to determine the main influencing factors, and constructed a prediction model with the help of SPSS Modeler software to further evaluate its predictive effect. The study found that the incidence of kinesiophobia was 37.46%; statistically significant differences were found between the kinesiophobia group and the nonkinesiophobia group in terms of education level, visual analog scale (VAS) score of pain, Hospital Anxiety and Depression Scale (HADS) score, self-efficacy, per capita monthly family income, and mode of payment of medical expenses (P < .05). Multifactorial Logistic regression suggested that all of the above factors were independent influencing variables of kinesiophobia (P < .05). Decision tree modeling revealed that self-efficacy was the first discriminant variable, followed by payment method, VAS, HADS score, and income level. Analysis of the subjects' job characteristic curve (receiver operating characteristic) showed that the predictive power of the decision tree model was significantly better than that of the logistic regression model (P < .05). Education level, VAS score, HADS score, self-efficacy, family financial status, and payment mode are all important risk factors for postoperative kinesiophobia, and the use of predictive modeling can be more effective in assessing the patient's condition and realizing early intervention. |
Author | Jiang, Tao Zhou, Lin-feng Zhang, Xiao-qin Li, Zhi-rong |
Author_xml | – sequence: 1 givenname: Lin-feng surname: Zhou fullname: Zhou, Lin-feng email: zhoulinfeng478@163.com organization: Orthopedic Surgery Department 2, Ya'an Hospital of Traditional Chinese Medicine, Ya' an, Sichuan, China – sequence: 2 givenname: Tao surname: Jiang fullname: Jiang, Tao email: FDD363@163.com organization: Orthopedic Surgery Department 2, Ya'an Hospital of Traditional Chinese Medicine, Ya' an, Sichuan, China – sequence: 3 givenname: Xiao-qin surname: Zhang fullname: Zhang, Xiao-qin email: deg36@163.com organization: Orthopedic Surgery Department 2, Ya'an Hospital of Traditional Chinese Medicine, Ya' an, Sichuan, China – sequence: 4 givenname: Zhi-rong surname: Li fullname: Li, Zhi-rong email: fg45@163.com organization: Orthopedic Surgery Department 2, Ya'an Hospital of Traditional Chinese Medicine, Ya' an, Sichuan, China |
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Cites_doi | 10.1002/jsp2.1091 10.1097/BRS.0000000000003400 10.1016/j.jmpt.2019.10.004 10.1177/2192568219880822 10.1093/icvts/ivac214 10.1186/s13049-016-0322-4 10.1016/j.sjpain.2016.06.012 |
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Copyright | Copyright © 2025 the Author(s). Published by Wolters Kluwer Health, Inc. Copyright © 2025 the Author(s). Published by Wolters Kluwer Health, Inc. 2025 |
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Keywords | influencing factors decision tree model lumbar disc herniation kinesiophobia multifactorial logistic regression model |
Language | English |
License | http://creativecommons.org/licenses/by-nc/4.0 Copyright © 2025 the Author(s). Published by Wolters Kluwer Health, Inc. This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial License 4.0 (CCBY-NC), where it is permissible to download, share, remix, transform, and buildup the work provided it is properly cited. The work cannot be used commercially without permission from the journal. |
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Notes | Received: 2 October 2024 / Received in final form: 11 June 2025 / Accepted: 13 June 2025 Due to the nonexperimental nature of the research, the study protocol did not need to be submitted for consideration and approval to an ethical review committee. The authors have no funding and conflicts of interest to disclose. The datasets generated during and/or analyzed during the current study are not publicly available but are available from the corresponding author on reasonable request. How to cite this article: Zhou L-f, Jiang T, Zhang X-q, Li Z-r. Factors influencing the occurrence of postoperative kinesiophobia in patients with lumbar disc herniation. Medicine 2025;104:26(e43096). *Correspondence: Lin-feng Zhou, Orthopedic Surgery Department 2, Ya'an Hospital of Traditional Chinese Medicine, Ya'an 625000, Sichuan, China (e-mail: zhoulinfeng478@163.com). ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 ObjectType-Undefined-3 |
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Snippet | This study was intended to analyze the potential risk factors associated with postoperative onset of kinesiophobia in patients with lumbar disc herniation and... |
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SubjectTerms | Adult Decision Trees Female Humans Incidence Intervertebral Disc Displacement - psychology Intervertebral Disc Displacement - surgery Kinesiophobia Logistic Models Lumbar Vertebrae - surgery Male Middle Aged Observational Study Pain Measurement Phobic Disorders - epidemiology Phobic Disorders - etiology Phobic Disorders - psychology Postoperative Complications - epidemiology Postoperative Complications - etiology Postoperative Complications - psychology Retrospective Studies Risk Factors Self Efficacy |
Title | Factors influencing the occurrence of postoperative kinesiophobia in patients with lumbar disc herniation |
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