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 Detection of oral potentially malignant disorders and oral cancer with white light through deep learning: a systematic review and…. Show all studies
| Study | Year | Reviews | Review outcomes linked | Trial data |
|---|---|---|---|---|
| Performance of deep convolutional neural network for classification and detection of oral potentially malignant disorders in photographic images Warin 2022b · Warin K., Limprasert W., et al. · International Journal of Oral and Maxillofacial Surgery DOI:10.1016/j.ijom.2021.09.001 | 2022 | 2 | 2 | not extracted yet |
| A novel lightweight deep convolutional neural network for early detection of oral cancer Jubair 2022 · Jubair Fahed, Al‐karadsheh Omar, et al. · Oral Diseases DOI:10.1111/odi.13825 | 2021 | 2 | 3 | not extracted yet |
| A deep learning algorithm for detection of oral cavity squamous cell carcinoma from photographic images: A retrospective study Fu 2020 · Fu Qiuyun, Chen Yehansen, et al. · eClinicalMedicine DOI:10.1016/j.eclinm.2020.100558 | 2020 | 2 | 2 | not extracted yet |
| Machine learning versus clinicians for detection and classification of oral mucosal lesions Schwarzler 2025 · Schwärzler Julia, Tolstaya Ekaterina, et al. · Journal of Dentistry DOI:10.1016/j.jdent.2025.105992 | 2025 | 1 | none stated | not extracted yet |
| Automated classification of oral potentially malignant disorders and oral squamous cell carcinoma using a convolutional neural network framework: a… Saldivia-Siracusa 2025 · Saldivia-Siracusa Cristina, Carlos de Souza Eduardo Santos, et al. · The Lancet Regional Health - Americas DOI:10.1016/j.lana.2025.101138 | 2025 | 1 | none stated | not extracted yet |
| Detection of oral cancer and oral potentially malignant disorders using artificial intelligence‐based image analysis Kouketsu 2024 · Kouketsu Atsumu, Doi Chiaki, et al. · Head & Neck DOI:10.1002/hed.27843 | 2024 | 1 | none stated | not extracted yet |
| Advancements in diagnosing oral potentially malignant disorders: leveraging Vision transformers for multi-class detection Vinayahalingam 2024 · Vinayahalingam Shankeeth, van Nistelrooij Niels, et al. · Clinical Oral Investigations DOI:10.1007/s00784-024-05762-8 | 2024 | 1 | none stated | not extracted yet |
| Utilizing deep learning for automated detection of oral lesions: A multicenter study Ye 2024 · Ye Yong-Jin, Han Ying, et al. · Oral Oncology DOI:10.1016/j.oraloncology.2024.106873 | 2024 | 1 | none stated | not extracted yet |
| Multimodal Deep Convolutional Neural Network Pipeline for AI-Assisted Early Detection of Oral Cancer Dissanayake 2024 · Devindi G. A. I., Dissanayake D. M. D. R., et al. · IEEE Access DOI:10.1109/access.2024.3454338 | 2024 | 1 | none stated | not extracted yet |
| Precise Identification of Oral Cancer Lesions Using Artificial Intelligence Wuttisarnwattana 2024 · Wuttisarnwattana Patiwet, Wongsapai Mansuang, et al. · Studies in Health Technology and Informatics DOI:10.3233/shti240601 | 2024 | 1 | none stated | not extracted yet |
| Early Diagnosis of Oral Cancer Using Image Processing and Artificial Intelligence Shawky 2024 · Mira Eman Shawky, .. Ahmed M. Saaduddin, et al. · Fusion: Practice and Applications DOI:10.54216/fpa.140122 | 2024 | 1 | none stated | not extracted yet |
| From Pixels to Diagnosis: Algorithmic Analysis of Clinical Oral Photos for Early Detection of Oral Squamous Cell Carcinoma. Rabinovici-Cohen 2024 · Rabinovici-Cohen Simona, Fridman Naomi, et al. · Cancers PMID:38473377 | 2024 | 1 | none stated | not extracted yet |
| A deep learning algorithm for classification of oral lichen planus lesions from photographic images: A retrospective study Keser 2022 · Keser Gaye, Bayrakdar İbrahim Şevki, et al. · Journal of Stomatology, Oral and Maxillofacial Surgery DOI:10.1016/j.jormas.2022.08.007 | 2023 | 1 | none stated | not extracted yet |
| AI-Assisted Screening of Oral Potentially Malignant Disorders Using Smartphone-Based Photographic Images. Talwar 2023 · Talwar Vivek, Singh Pragya, et al. · Cancers PMID:37627148 | 2023 | 1 | none stated | not extracted yet |
| Prediction of the risk of cancer and the grade of dysplasia in leukoplakia lesions using deep learning Ferrer-Sanchez 2022 · Ferrer-Sánchez Antonio, Bagan Jose, et al. · Oral Oncology DOI:10.1016/j.oraloncology.2022.105967 | 2022 | 1 | none stated | not extracted yet |
| Interpretable deep learning approach for oral cancer classification using guided attention inference network Figueroa 2022 · Figueroa Kevin, Song Bofan, et al. · Journal of Biomedical Optics DOI:10.1117/1.jbo.27.1.015001 | 2022 | 1 | none stated | not extracted yet |
| Exploring uncertainty measures in convolutional neural network for semantic segmentation of oral cancer images Song 2022 · Song Bofan, Li Shaobai, et al. · Journal of Biomedical Optics DOI:10.1117/1.jbo.27.11.115001 | 2022 | 1 | none stated | not extracted yet |
| AI-based analysis of oral lesions using novel deep convolutional neural networks for early detection of oral cancer Warin 2022a · Warin Kritsasith, Limprasert Wasit, et al. · PLOS ONE DOI:10.1371/journal.pone.0273508 | 2022 | 1 | none stated | not extracted yet |
| Classification of imbalanced oral cancer image data from high-risk population Song 2021c · Song Bofan, Li Shaobai, et al. · Journal of Biomedical Optics DOI:10.1117/1.jbo.26.10.105001 | 2021 | 1 | none stated | not extracted yet |
| Bayesian deep learning for reliable oral cancer image classification Song 2021a · Song Bofan, Sunny Sumsum, et al. · Biomedical Optics Express DOI:10.1364/boe.432365 | 2021 | 1 | none stated | not extracted yet |
| Horses Failed to Learn from Humans by Observation. Maghsoudi 2013 · Rørvang Maria Vilain, Nielsen Tina Bach, et al. · Animals : an open access journal from MDPI PMID:32013218 | 2020 | 1 | none stated | not extracted yet |
| Disseminated Penicillium Marneffei infection with verrucoid lesions in an AIDS patient in Beijing, a non-endemic region. Maghsoudi 2013 · Li HouMin, Sang JuHua, et al. · European journal of dermatology : EJD PMID:20133218 | 2010 | 1 | none stated | not extracted yet |