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 Artificial Intelligence-Driven MRI for Cervical Nodal Metastasis Detection in Oral Squamous Cell Carcinoma: A Hierarchical Meta-Analysis…. Show all studies

12 studies

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Study	Year	Reviews	Review outcomes linked	Trial data
Magnetic Resonance Imaging-Based Radiomics Features Associated with Depth of Invasion Predicted Lymph Node Metastasis and Prognosis in Tongue Cancer. Wang 2022 · Wang Fei, Tan Rukeng, et al. · Journal of magnetic resonance imaging : JMRI PMID:34888985	2022	3	none stated	not extracted yet
Machine learning-based MRI texture analysis to predict occult lymph node metastasis in early-stage oral tongue squamous cell carcinoma. Yuan 2021 · Yuan Ying, Ren Jiliang, et al. · European radiology PMID:33569617	2021	3	1	not extracted yet
The application of radiomics machine learning models based on multimodal MRI with different sequence combinations in predicting cervical lymph node… Liu 2024 · Liu Sheng, Zhang Aihua, et al. · Head & neck PMID:38108536	2024	2	1	not extracted yet
Magnetic resonance imaging-based radiomics and deep learning models for predicting lymph node metastasis of squamous cell carcinoma of the tongue. Wang D 2024 · Wang Dawei, He Xiao, et al. · Oral surgery, oral medicine, oral pathology and oral radiology PMID:38378316	2024	2	1	not extracted yet
MRI-based deep learning and radiomics for prediction of occult cervical lymph node metastasis and prognosis in early-stage oral and oropharyngeal… Lan 2024 · Lan Tianjun, Kuang Shijia, et al. · International journal of surgery (London, England) PMID:38729119	2024	2	none stated	not extracted yet
Histogram analysis of diffusion-weighted imaging and dynamic contrast-enhanced MRI for predicting occult lymph node metastasis in early-stage oral… Ren 2022 · Ren Jiliang, Yuan Ying, et al. · European radiology PMID:34642806	2022	2	none stated	not extracted yet
Traverso 2020 matched by author and year (probable)	NR	2	none stated	not extracted yet
Diagnosis of lymph node metastasis in oral squamous cell carcinoma by an MRI-based deep learning model. Yang 2025 · Yang Le, Zhang Sien, et al. · Oral oncology PMID:39752793	2025	1	1	not extracted yet
The Role of Machine Learning to Detect Occult Neck Lymph Node Metastases in Early-Stage (T1-T2/N0) Oral Cavity Carcinomas. Troise 2025 · Troise Stefania, Ugga Lorenzo, et al. · Head & neck PMID:40390252	2025	1	1	not extracted yet
Application value of dual-sequence MRI based nomogram of radiomics and morphologic features in predicting tumor differentiation degree and lymph… Zheng 2025 · Zheng Bozhong, Yu Baoting, et al. · Frontiers in oncology PMID:40735034	2025	1	1	not extracted yet
Predicting nodal metastasis progression of oral tongue cancer using a hidden Markov model in MRI. Gang 2024 · Gang Qiangqiang, Feng Jie, et al. · Frontiers in oncology PMID:38912064	2024	1	none stated	not extracted yet
Classifying Neck Lymph Nodes of Head and Neck Squamous Cell Carcinoma in MRI Images with Radiomic Features. Ho 2020 · Ho Tsung-Ying, Chao Chun-Hung, et al. · Journal of digital imaging PMID:31950301	2020	1	1	not extracted yet