Factors associated with predicting knee pain using knee X-ray and personal factors: A multivariate logistic regression and XGBoost model analysis from the Nationwide Korean Database (KNHANES)

Taewook Kim

doi:10.1371/journal.pone.0314789

Loading metrics

Open Access

Peer-reviewed

Research Article

Factors associated with predicting knee pain using knee X-ray and personal factors: A multivariate logistic regression and XGBoost model analysis from the Nationwide Korean Database (KNHANES)

Taewook Kim

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: ray0601@snu.ac.kr

Affiliation Department of Orthopedic Surgery, Seoul National University College of Medicine, Seoul, South Korea

https://orcid.org/0000-0002-1544-2931

⨯

Factors associated with predicting knee pain using knee X-ray and personal factors: A multivariate logistic regression and XGBoost model analysis from the Nationwide Korean Database (KNHANES)

Taewook Kim

Published: December 2, 2024
https://doi.org/10.1371/journal.pone.0314789

About the Authors

Taewook Kim

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: ray0601@snu.ac.kr

Affiliation Department of Orthopedic Surgery, Seoul National University College of Medicine, Seoul, South Korea

https://orcid.org/0000-0002-1544-2931

Competing Interests

The authors have declared that no competing interests exist.

Subject Areas
?

For more information about PLOS Subject Areas, click here.
We want your feedback. Do these Subject Areas make sense for this article? Click the target next to the incorrect Subject Area and let us know. Thanks for your help!

Knees
Is the Subject Area "Knees" applicable to this article?

Thanks for your feedback.
Pain
Is the Subject Area "Pain" applicable to this article?

Thanks for your feedback.
Knee joints
Is the Subject Area "Knee joints" applicable to this article?

Thanks for your feedback.
Adipose tissue
Is the Subject Area "Adipose tissue" applicable to this article?

Thanks for your feedback.
X-ray radiography
Is the Subject Area "X-ray radiography" applicable to this article?

Thanks for your feedback.
Osteoporosis
Is the Subject Area "Osteoporosis" applicable to this article?

Thanks for your feedback.
Physical activity
Is the Subject Area "Physical activity" applicable to this article?

Thanks for your feedback.
Alcohol consumption
Is the Subject Area "Alcohol consumption" applicable to this article?

Thanks for your feedback.