Development and validation of a quick screening tool for predicting neck pain patients benefiting from spinal manipulation: a machine learning study

Development and validation of a quick screening tool for predicting neck pain patients benefiting from spinal manipulation: a machine learning study

Abstract Background Neck pain (NP) ranks among the leading causes of years lived with disability worldwide. While spinal manipulation is a common physical therapy intervention for NP, its variable patient responses and inherent risks necessitate careful patient selection. This study aims to develop...

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Bibliographic Details
Main Authors: Changxiao Han, Guangyi Yang, Haibao Wen, Minrui Fu, Bochen Peng, Bo Xu, Xunlu Yin, Ping Wang, Liguo Zhu, Minshan Feng
Format: Article
Language:English
Published: BMC 2025-05-01
Series:Chinese Medicine
Subjects:
Spinal manipulation
Neck pain
Machine learning
Prediction model
SHAP
Online Access:https://doi.org/10.1186/s13020-025-01131-z
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