Studies
Primary studies
26,293 studies included by 1,022 non-Cochrane dental reviews extracted from full text, one record per study, so a study included by several reviews is counted once. Most are randomized trials; etiology and diagnostic reviews also include observational and accuracy studies. Cochrane reviews and reviews with only their headline outcomes do not list their included studies here yet.
ReviewStudies included by Classification of Salivary Gland Tumors on Ultrasound Using Artificial Intelligence: A Systematic Review and Meta-Analysis.. Show all studies
| Study | Year | Reviews | Review outcomes linked | Trial data |
|---|---|---|---|---|
| Machine Learning Differentiates Between Benign and Malignant Parotid Tumors With Contrast-Enhanced Ultrasound Features. Shan 2025 · Shan Jie, Yang Yifei, et al. · Journal of oral and maxillofacial surgery : official journal of the American Association of Oral and Maxillofacial Surgeons PMID:39557074 | 2025 | 1 | none stated | not extracted yet |
| Deep learning based ultrasound analysis facilitates precise distinction between parotid pleomorphic adenoma and Warthin tumor. Liu 2024 · Liu Xi-Hui, Miao Yi-Yi, et al. · Frontiers in oncology PMID:38476360 | 2024 | 1 | none stated | not extracted yet |
| An ultrasound-based ensemble machine learning model for the preoperative classification of pleomorphic adenoma and Warthin tumor in the parotid gland. He 2024 · He Yanping, Zheng Bowen, et al. · European radiology PMID:38570381 | 2024 | 1 | none stated | not extracted yet |
| Deep learning-assisted diagnosis of benign and malignant parotid tumors based on ultrasound: a retrospective study. Jiang 2024 · Jiang Tian, Chen Chen, et al. · BMC cancer PMID:38654281 | 2024 | 1 | none stated | not extracted yet |
| Differentiation of benign and malignant parotid gland tumors based on the fusion of radiomics and deep learning features on ultrasound images. Wang 2024 · Wang Yi, Gao Jiening, et al. · Frontiers in oncology PMID:38803533 | 2024 | 1 | none stated | not extracted yet |
| Multi-feature Fusion Network on Gray Scale Ultrasonography: Effective Differentiation of Adenolymphoma and Pleomorphic Adenoma. Mao 2024 · Mao Yi, Jiang Li-Ping, et al. · Academic radiology PMID:38871552 | 2024 | 1 | none stated | not extracted yet |
| Deep learning-assisted diagnosis of benign and malignant parotid gland tumors based on automatic segmentation of ultrasound images: a multicenter… Wei 2024 · Wei Wei, Xu Jingya, et al. · Frontiers in oncology PMID:39184051 | 2024 | 1 | none stated | not extracted yet |
| A deep learning model for the differential diagnosis of benign and malignant salivary gland tumors based on ultrasound imaging and clinical data. Zhang 2023 · Zhang Gang, Zhu Li, et al. · Quantitative imaging in medicine and surgery PMID:37179911 | 2023 | 1 | none stated | not extracted yet |
| Neural network combining with clinical ultrasonography: A new approach for classification of salivary gland tumors. Tu 2023 · Tu Cheng-Hung, Wang Rui-Teng, et al. · Head & neck PMID:37222027 | 2023 | 1 | none stated | not extracted yet |
| Diagnosis of Salivary Gland Tumors Using Transfer Learning with Fine-Tuning and Gradual Unfreezing. Cheng 2023 · Cheng Ping-Chia, Chiang Hui-Hua Kenny · Diagnostics (Basel, Switzerland) PMID:37958229 | 2023 | 1 | none stated | not extracted yet |
| The Diagnostic Value of Ultrasound-Based Deep Learning in Differentiating Parotid Gland Tumors Wang 2022 · Wang Yaoqin, Xie Wenting, et al. · Journal of Oncology DOI:10.1155/2022/8192999 | 2022 | 1 | none stated | not extracted yet |
| A nomogram based on clinical information, conventional ultrasound and radiomics improves prediction of malignant parotid gland lesions. Li 2022 · Li Qunying, Jiang Tao, et al. · Cancer letters PMID:34929334 | 2022 | 1 | none stated | not extracted yet |
| The Diagnostic Value of Ultrasound-Based Deep Learning in Differentiating Parotid Gland Tumors. Wang 2022 · Wang Yaoqin, Xie Wenting, et al. · Journal of oncology PMID:35602298 | 2022 | 1 | none stated | not extracted yet |