Predictive Classification System for Low Back Pain Based on Unsupervised Clustering.

Lixia Jin,Chang Jiang, Lishu Gu, Mengying Jiang, Yuanlu Shi,Qixun Qu, Na Shen,Weibin Shi,Yuanwu Cao,Zixian Chen,Chun Jiang,Zhenzhou Feng,Linghao Shen,Xiaoxing Jiang

Global spine journal（2023）

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摘要

Using an unsupervised clustering method, we developed a new classification system comprising 3 clusters, which were significantly correlated with LBP. The prediction of LBP is independent of age and better than that based on individual sagittal parameters derived from MRI. A change in cluster during follow-up may partially predict lumbar degeneration. This study provides a new system for the prediction of LBP that should be useful for its diagnosis and treatment.

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关键词

MRI,low back pain,lumbar degeneration,machine learning,unsupervised clustering

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