evidencegaps
Primary study · included by 1 review

Development of a Pathomics-Based Model for the Prediction of Malignant Transformation in Oral Leukoplakia.

Cai 2023 · Cai Xinjia, Li Long, Yu Feiyan, et al. · Laboratory investigation; a journal of technical methods and pathology · 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 Cai 2023 · Table 2; reference 52
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.