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 for binary dental caries diagnosis using intraoral images and dental radiographs: a systematic review and…. Show all studies
| Study | Year | Reviews | Review outcomes linked | Trial data |
|---|---|---|---|---|
| Caries Detection on Intraoral Images Using Artificial Intelligence. Kuhnisch 2022 · Kühnisch J, Meyer O, et al. · Journal of dental research PMID:34416824 | 2022 | 3 | 2 | not extracted yet |
| Detection of Proximal Caries Lesions on Bitewing Radiographs Using Deep Learning Method. Chen X 2022 · Chen Xiaotong, Guo Jiachang, et al. · Caries research PMID:36215971 | 2022 | 3 | 2 | not extracted yet |
| 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 |
| Detection and diagnosis of dental caries using a deep learning-based convolutional neural network algorithm. Lee 2018 · Lee Jae-Hong, Kim Do-Hyung, et al. · Journal of dentistry PMID:30056118 | 2018 | 3 | 1 | 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 |
| An Explainable Deep Learning Model to Prediction Dental Caries Using Panoramic Radiograph Images. Oztekin F 2023 · Oztekin Faruk, Katar Oguzhan, et al. · Diagnostics (Basel, Switzerland) PMID:36673036 | 2023 | 2 | 2 | not extracted yet |
| Detection and diagnosis of dental caries using a deep learning-based convolutional neural network algorithm Lee 2018 · Lee Jae-Hong, Kim Do-Hyung, et al. · Journal of Dentistry DOI:10.1016/j.jdent.2018.07.015 | 2018 | 2 | none stated | not extracted yet |
| Artificial intelligence for caries detection: a novel diagnostic tool using deep learning algorithms Liu 2024 · Liu Yiliang, Xia Kai, et al. · Oral Radiology DOI:10.1007/s11282-024-00741-x | 2024 | 1 | none stated | not extracted yet |
| Validation of artificial intelligence application for dental caries diagnosis on intraoral bitewing and periapical radiographs Szabo 2024 · Szabó Viktor, Szabó Bence Tamás, et al. · Journal of Dentistry DOI:10.1016/j.jdent.2024.105105 | 2024 | 1 | none stated | not extracted yet |
| Dental Caries diagnosis from bitewing images using convolutional neural networks ForouzeshFar 2024 · ForouzeshFar Parsa, Safaei Ali Asghar, et al. · BMC Oral Health DOI:10.1186/s12903-024-03973-9 | 2024 | 1 | none stated | 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 DOI:10.1186/s12903-024-04847-w | 2024 | 1 | none stated | not extracted yet |
| Diagnostic accuracy of dental caries detection using ensemble techniques in deep learning with intraoral camera images Kang 2024 · Kang Sohee, Shon Byungeun, et al. · PLOS ONE DOI:10.1371/journal.pone.0310004 | 2024 | 1 | none stated | not extracted yet |
| Caries Detection and Classification in Photographs Using an Artificial Intelligence-Based Model—An External Validation Study Frenkel 2024 · Frenkel Elisabeth, Neumayr Julia, et al. · Diagnostics DOI:10.3390/diagnostics14202281 | 2024 | 1 | none stated | not extracted yet |
| Dental Caries diagnosis from bitewing images using convolutional neural networks. ForouzeshFar 2024 · ForouzeshFar Parsa, Safaei Ali Asghar, et al. · BMC oral health PMID:38341526 | 2024 | 1 | none stated | not extracted yet |
| Artificial intelligence for caries detection: a novel diagnostic tool using deep learning algorithms. Liu 2024 · Liu Yiliang, Xia Kai, et al. · Oral radiology PMID:38498223 | 2024 | 1 | 1 | not extracted yet |
| Evaluating the Accuracy of AI-Based Software vs Human Interpretation in the Diagnosis of Dental Caries Using Intraoral Radiographs: An RCT. Das 2024 · Das Maneesha, Shahnawaz Kamil, et al. · Journal of pharmacy & bioallied sciences PMID:38595404 | 2024 | 1 | none stated | not extracted yet |
| Al-Based Detection of Dental Caries: Comparative Analysis with Clinical Examination. Alam 2024 · Alam Mohammad K, Alanazi Nawadir H, et al. · Journal of pharmacy & bioallied sciences PMID:38595520 | 2024 | 1 | none stated | not extracted yet |
| Validation of artificial intelligence application for dental caries diagnosis on intraoral bitewing and periapical radiographs. Szabo 2024 · Szabó Viktor, Szabó Bence Tamás, et al. · Journal of dentistry PMID:38821394 | 2024 | 1 | 1 | not extracted yet |
| Diagnostic accuracy of dental caries detection using ensemble techniques in deep learning with intraoral camera images. Kang 2024 · Kang Sohee, Shon Byungeun, et al. · PloS one PMID:39241044 | 2024 | 1 | 1 | not extracted yet |
| Artificial Intelligence (AI) Assessment of Pediatric Dental Panoramic Radiographs (DPRs): A Clinical Study. Turosz 2024 · Turosz Natalia, Chęcińska Kamila, et al. · Pediatric reports PMID:39311330 | 2024 | 1 | none stated | not extracted yet |
| Caries Detection and Classification in Photographs Using an Artificial Intelligence-Based Model-An External Validation Study. Frenkel 2024 · Frenkel Elisabeth, Neumayr Julia, et al. · Diagnostics (Basel, Switzerland) PMID:39451605 | 2024 | 1 | 1 | not extracted yet |
| Improving accuracy of early dental carious lesions detection using deep learning-based automated method Portella 2023 · Portella Paula Dresch, de Oliveira Lucas Ferrari, et al. · Clinical Oral Investigations DOI:10.1007/s00784-023-05355-x | 2023 | 1 | none stated | not extracted yet |
| Tooth caries classification with quantitative light-induced fluorescence (QLF) images using convolutional neural network for permanent teeth in vivo Park 2023 · Park Eun Young, Jeong Sungmoon, et al. · BMC Oral Health DOI:10.1186/s12903-023-03669-6 | 2023 | 1 | none stated | not extracted yet |
| Tooth Type Enhanced Transformer for Children Caries Diagnosis on Dental Panoramic Radiographs Zhou 2023 · Zhou Xiaojie, Yu Guoxia, et al. · Diagnostics DOI:10.3390/diagnostics13040689 | 2023 | 1 | none stated | not extracted yet |
| Automated Detection of Dental Caries from Oral Images using Deep Convolutional Neural Networks Lasri 2023 · Lasri Imane, El-Marzouki Naoufal, et al. · International Journal of Online and Biomedical Engineering (iJOE) DOI:10.3991/ijoe.v19i18.45133 | 2023 | 1 | none stated | not extracted yet |
| Analysis of the influence of perceived value on browsing behavior in C2C E-Commerce with depth of review as antecedent AlSayyed 2023 · Putri Febri Suryaning, Purwosaputro Rizal, et al. · International Journal of Data and Network Science DOI:10.5267/j.ijdns.2023.8.002 | 2023 | 1 | none stated | not extracted yet |
| Tooth Type Enhanced Transformer for Children Caries Diagnosis on Dental Panoramic Radiographs. Zhou 2023 · Zhou Xiaojie, Yu Guoxia, et al. · Diagnostics (Basel, Switzerland) PMID:36832177 | 2023 | 1 | 1 | not extracted yet |
| Improving accuracy of early dental carious lesions detection using deep learning-based automated method. Portella 2023 · Portella Paula Dresch, de Oliveira Lucas Ferrari, et al. · Clinical oral investigations PMID:37906303 | 2023 | 1 | none stated | not extracted yet |
| Tooth caries classification with quantitative light-induced fluorescence (QLF) images using convolutional neural network for permanent teeth in vivo. Park 2023 · Park Eun Young, Jeong Sungmoon, et al. · BMC oral health PMID:38066624 | 2023 | 1 | 1 | not extracted yet |
| Context Aware Convolutional Neural Network for Children Caries Diagnosis on Dental Panoramic Radiographs Zhou 2022 · Zhou Xiaojie, Yu Guoxia, et al. · Computational and Mathematical Methods in Medicine DOI:10.1155/2022/6029245 | 2022 | 1 | none stated | not extracted yet |
| Self-Supervised Learning Methods for Label-Efficient Dental Caries Classification Taleb 2022 · Taleb Aiham, Rohrer Csaba, et al. · Diagnostics DOI:10.3390/diagnostics12051237 | 2022 | 1 | none stated | not extracted yet |
| Self-Supervised Learning Methods for Label-Efficient Dental Caries Classification. Taleb 2022 · Taleb Aiham, Rohrer Csaba, et al. · Diagnostics (Basel, Switzerland) PMID:35626392 | 2022 | 1 | none stated | not extracted yet |
| Context Aware Convolutional Neural Network for Children Caries Diagnosis on Dental Panoramic Radiographs. Zhou 2022 · Zhou Xiaojie, Yu Guoxia, et al. · Computational and mathematical methods in medicine PMID:36188109 | 2022 | 1 | 1 | not extracted yet |
| Classification of caries in third molars on panoramic radiographs using deep learning Vinayahalingam 2021 · Vinayahalingam Shankeeth, Kempers Steven, et al. · Scientific Reports DOI:10.1038/s41598-021-92121-2 | 2021 | 1 | none stated | not extracted yet |
| Deep Fusion Feature Extraction for Caries Detection on Dental Panoramic Radiographs Bui 2021 · Bui Toan Huy, Hamamoto Kazuhiko, et al. · Applied Sciences DOI:10.3390/app11052005 | 2021 | 1 | none stated | not extracted yet |
| Generalizability of Deep Learning Models for Caries Detection in Near-Infrared Light Transillumination Images Holtkamp 2021 · Holtkamp Agnes, Elhennawy Karim, et al. · Journal of Clinical Medicine DOI:10.3390/jcm10050961 | 2021 | 1 | none stated | not extracted yet |
| Generalizability of Deep Learning Models for Caries Detection in Near-Infrared Light Transillumination Images. Holtkamp 2021 · Holtkamp Agnes, Elhennawy Karim, et al. · Journal of clinical medicine PMID:33804562 | 2021 | 1 | none stated | not extracted yet |
| Deep learning for caries lesion detection in near-infrared light transillumination images: A pilot study Schwendicke 2020 · Schwendicke Falk, Elhennawy Karim, et al. · Journal of Dentistry DOI:10.1016/j.jdent.2019.103260 | 2020 | 1 | none stated | not extracted yet |
| Deep learning for caries lesion detection in near-infrared light transillumination images: A pilot study. Schwendicke 2020 · Schwendicke Falk, Elhennawy Karim, et al. · Journal of dentistry PMID:31821853 | 2020 | 1 | none stated | not extracted yet |
| Kawazu 2024 DOI:10.1007/s40846-023-00874-1 | NR | 1 | none stated | not extracted yet |