Interpretable prediction of prolonged length of stay for patients undergoing lumbar disc herniation surgery based on machine learning and SHAP

Abstract Background Prolonged length of stay (PLOS) is a key indicator of decreased healthcare quality. This study aims to identify the most suitable machine learning model for predicting PLOS in patients undergoing lumbar disc herniation surgery. Methods We retrospectively analyzed 1050 patients wh...

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Prif Awduron:	Yimin Lin, Xiaoqing Ye, Yuxin Zhou, Chao Qin, Wenge Liu
Fformat:	Artigo
Iaith:	Inglês
Cyhoeddwyd:	BMC 2026-01-01
Cyfres:	BMC Health Services Research
Pynciau:	Lumbar disc herniation Prolonged length of stay Machine learning
Mynediad Ar-lein:	https://doi.org/10.1186/s12913-026-14121-0
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