evidencegaps
Primary study · included by 1 review

Deep learning-based pathology image analysis predicts cancer progression risk in patients with oral leukoplakia.

Zhang 2023 · Zhang Xinyi, Gleber-Netto Frederico O, Wang Shidan, et al. · Cancer medicine · 2023

Included by

Predicting Malignant Transformation in Oral Epithelial Dysplasia: A Systematic Comparison of Artificial Intelligence-Based Risk Models and Pathologist-Based Microscopy.
Non-Cochrane · prognostic · 2026 · cited as Zhang 2023 · Table 2; reference 13
Outcome this study informsPooled effectEvidenceCertainty
Malignant transformation to oral squamous cell carcinoma
AI-based (machine learning or deep learning) risk prediction model on H&E histology: high-risk group vs Low-risk group
OR 12.64 [5.65, 28.26]5 studies · 584 participantsGRADE not reported

1 including review in total.