Machine learning decision support model construction for craniotomy approach of pineal region tumors based on MRI images

Machine learning decision support model construction for craniotomy approach of pineal region tumors based on MRI images

Abstract Background Pineal region tumors (PRTs) are rare but deep-seated brain tumors, and complete surgical resection is crucial for effective tumor treatment. The choice of surgical approach is often challenging due to the low incidence and deep location. This study aims to combine machine learnin...

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Bibliographic Details
Main Authors: Ziyan Chen, Yinhua Chen, Yandong Su, Nian Jiang, Siyi Wanggou, Xuejun Li
Format: Article
Language:English
Published: BMC 2025-05-01
Series:BMC Medical Imaging
Subjects:
Pineal region tumors
Craniotomy approaches
Magnetic resonance imaging
Machine learning
Deep learning
Online Access:https://doi.org/10.1186/s12880-025-01712-2
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https://doi.org/10.1186/s12880-025-01712-2

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