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 in Dental Treatment Planning and Diagnostic Decision-Making: A Systematic Review and Meta-Analysis.. Show all studies
| Study | Year | Reviews | Review outcomes linked | Trial data |
|---|---|---|---|---|
| Classification of caries in third molars on panoramic radiographs using deep learning. Vinayahalingam 2021 · Vinayahalingam Shankeeth, Kempers Steven, et al. · Scientific reports PMID:34131266 | 2021 | 3 | 3 | not extracted yet |
| Evaluation of tooth development stages with deep learning-based artificial intelligence algorithm. Kurt 2024 · Kurt Ayça, Günaçar Dilara Nil, et al. · BMC oral health PMID:39227802 | 2024 | 2 | 2 | not extracted yet |
| Diagnostic accuracy of artificial intelligence-assisted caries detection: a clinical evaluation. Zhang 2024 · Zhang Jing-Wen, Fan Jie, et al. · BMC oral health PMID:39285427 | 2024 | 2 | 5 | not extracted yet |
| A novel AI model for detecting periapical lesion on CBCT: CBCT-SAM. Chau 2025 · Chau Ka-Kei, Zhu Meilu, et al. · Journal of dentistry PMID:39667487 | 2025 | 1 | 4 | not extracted yet |
| Advanced AI-driven detection of interproximal caries in bitewing radiographs using YOLOv8. Bayati 2025 · Bayati Mahsa, Alizadeh Savareh Behrouz, et al. · Scientific reports PMID:39920198 | 2025 | 1 | 2 | not extracted yet |
| Evaluation of the Performance of a YOLOv10-Based Deep Learning Model for Tooth Detection and Numbering on Panoramic Radiographs of Patients in the… Peker 2025 · Peker Ramazan Berkay, Kurtoglu Celal Oguz · Diagnostics (Basel, Switzerland) PMID:40002557 | 2025 | 1 | 2 | not extracted yet |
| Assessment of the Diagnostic Accuracy of Artificial Intelligence Software in Identifying Common Periodontal and Restorative Dental Conditions… Ibraheem 2025 · Ibraheem Wael I, Jain Saurabh, et al. · Diagnostics (Basel, Switzerland) PMID:40507004 | 2025 | 1 | 2 | not extracted yet |
| Clinical application of deep learning for enhanced multistage caries detection in panoramic radiographs. Pornprasertsuk-Damrongsri 2025 · Pornprasertsuk-Damrongsri Suchaya, Vachmanus Sirawich, et al. · Scientific reports PMID:41022932 | 2025 | 1 | 2 | not extracted yet |
| Automated assessment of periapical health based on the radiographic periapical index using YOLOv8, YOLOv11, and YOLOv12 one-stage object detection… Saber 2025 · Saber Shehabeldin, Abou El Nasr Hend, et al. · Scientific reports PMID:41115912 | 2025 | 1 | 2 | not extracted yet |
| Artificial Intelligence-Aided Tooth Detection and Segmentation on Pediatric Panoramic Radiographs in Mixed Dentition Using a Transfer Learning… Parenti 2025 · Incerti Parenti Serena, Tsiotas Giorgio, et al. · Diagnostics (Basel, Switzerland) PMID:41153287 | 2025 | 1 | none stated | not extracted yet |
| Dental Caries Detection and Classification in CBCT Images Using Deep Learning. Esmaeilyfard 2023 · Esmaeilyfard Rasool, Bonyadifard Haniyeh, et al. · International dental journal PMID:37940474 | 2024 | 1 | 2 | not extracted yet |
| AI-based dental caries and tooth number detection in intraoral photos: Model development and performance evaluation. Yoon 2024 · Yoon Kyubaek, Jeong Hye-Min, et al. · Journal of dentistry PMID:38145804 | 2024 | 1 | none stated | not extracted yet |
| AI-Dentify: deep learning for proximal caries detection on bitewing x-ray - HUNT4 Oral Health Study. Frutos 2024 · Pérez de Frutos Javier, Holden Helland Ragnhild, et al. · BMC oral health PMID:38494481 | 2024 | 1 | none stated | not extracted yet |
| Periapical Lesions in Panoramic Radiography and CBCT Imaging-Assessment of AI's Diagnostic Accuracy. Kazimierczak 2024 · Kazimierczak Wojciech, Wajer Róża, et al. · Journal of clinical medicine PMID:38731237 | 2024 | 1 | none stated | not extracted yet |
| Deep learning-based prediction of indication for cracked tooth extraction using panoramic radiography. Mun 2024 · Mun Sae Byeol, Kim Jeseong, et al. · BMC oral health PMID:39152384 | 2024 | 1 | none stated | not extracted yet |
| Correction: YOLO-V5 based deep learning approach for tooth detection and segmentation on pediatric panoramic radiographs in mixed dentition. Beser 2024 · Beser Busra, Reis Tugba, et al. · BMC medical imaging PMID:39198729 | 2024 | 1 | 4 | not extracted yet |
| Deep learning method to automatically diagnose periodontal bone loss and periodontitis stage in dental panoramic radiograph. Xue 2024 · Xue Ting, Chen Lei, et al. · Journal of dentistry PMID:39332519 | 2024 | 1 | none stated | not extracted yet |
| Automating Dental Condition Detection on Panoramic Radiographs: Challenges, Pitfalls, and Opportunities. Muresanu 2024 · Mureșanu Sorana, Hedeșiu Mihaela, et al. · Diagnostics (Basel, Switzerland) PMID:39451659 | 2024 | 1 | none stated | not extracted yet |
| Artificial intelligence in the diagnosis of dental diseases on panoramic radiographs: a preliminary study. Zhu 2023 · Zhu Junhua, Chen Zhi, et al. · BMC oral health PMID:37270488 | 2023 | 1 | 2 | not extracted yet |
| Automatic recognition of teeth and periodontal bone loss measurement in digital radiographs using deep-learning artificial intelligence. Chen 2023 · Chen Chin-Chang, Wu Yi-Fan, et al. · Journal of dental sciences PMID:37404656 | 2023 | 1 | none stated | not extracted yet |
| Artificial intelligence for caries and periapical periodontitis detection. Li 2022 · Li Shihao, Liu Jialing, et al. · Journal of dentistry PMID:35341892 | 2022 | 1 | 4 | not extracted yet |
| Automated detection of dental restorations using deep learning on panoramic radiographs. Celik 2022 · Çelik Berrin, Çelik Mahmut Emin · Dento maxillo facial radiology PMID:36043433 | 2022 | 1 | none stated | not extracted yet |
| Artificial intelligence (AI) diagnostic tools: utilizing a convolutional neural network (CNN) to assess periodontal bone level radiographically-a… Alotaibi 2022 · Alotaibi Ghala, Awawdeh Mohammed, et al. · BMC oral health PMID:36100856 | 2022 | 1 | 2 | not extracted yet |
| A deep learning approach for dental implant planning in cone-beam computed tomography images. Bayrakdar 2021 · Kurt Bayrakdar Sevda, Orhan Kaan, et al. · BMC medical imaging PMID:34011314 | 2021 | 1 | none stated | not extracted yet |
| Wang 2025 DOI:10.48550/arxiv.2502.10277 | NR | 1 | none stated | not extracted yet |
| Leemput 2024 matched by author and year (probable) | NR | 1 | 2 | not extracted yet |
| Perez 2023 matched by author and year (probable) | NR | 1 | none stated | not extracted yet |