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 inMedicine (Baltimore) Vol. 104; no. 26; p. e43096
Main Authors Zhou, Lin-feng, Jiang, Tao, Zhang, Xiao-qin, Li, Zhi-rong
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LanguageEnglish
Published 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.
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
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Issue 26
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).
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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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https://www.ncbi.nlm.nih.gov/pubmed/40587694
https://www.proquest.com/docview/3225875697
https://pubmed.ncbi.nlm.nih.gov/PMC12212780
Volume 104
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