Search Results - "Krois, Joachim"
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Convolutional neural networks for dental image diagnostics: A scoping review
Published in Journal of dentistry (01-12-2019)“…Convolutional neural networks (CNNs) are increasingly applied for medical image diagnostics. We performed a scoping review, exploring (1) use cases, (2)…”
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Deep Learning for the Radiographic Detection of Periodontal Bone Loss
Published in Scientific reports (11-06-2019)“…We applied deep convolutional neural networks (CNNs) to detect periodontal bone loss (PBL) on panoramic dental radiographs. We synthesized a set of 2001 image…”
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Deep Learning for the Radiographic Detection of Apical Lesions
Published in Journal of endodontics (01-07-2019)“…We applied deep convolutional neural networks (CNNs) to detect apical lesions (ALs) on panoramic dental radiographs. Based on a synthesized data set of 2001…”
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Precision dentistry—what it is, where it fails (yet), and how to get there
Published in Clinical oral investigations (01-04-2022)“…Objectives Dentistry is stuck between the one-size-fits-all approach towards diagnostics and therapy employed for a century and the era of stratified medicine…”
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Detecting caries lesions of different radiographic extension on bitewings using deep learning
Published in Journal of dentistry (01-09-2020)“…We aimed to apply deep learning to detect caries lesions of different radiographic extension on bitewings, hypothesizing it to be significantly more accurate…”
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Deep learning for caries lesion detection in near-infrared light transillumination images: A pilot study
Published in Journal of dentistry (01-01-2020)“…In this pilot study, we applied deep convolutional neural networks (CNNs) to detect caries lesions in Near-Infrared-Light Transillumination (NILT) images. 226…”
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Secondary caries: what is it, and how it can be controlled, detected, and managed?
Published in Clinical oral investigations (01-05-2020)“…Objectives To assess how to control, detect, and treat secondary caries. This review serves to inform a joint ORCA/EFCD consensus process. Methods Systematic…”
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Predictors for tooth loss in periodontitis patients: Systematic review and meta‐analysis
Published in Journal of clinical periodontology (01-07-2019)“…Aim A range of predictors for tooth loss in periodontitis patients have been reported. We performed a systematic review and meta‐analysis to assess the…”
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Generalizability of deep learning models for dental image analysis
Published in Scientific reports (17-03-2021)“…We assessed the generalizability of deep learning models and how to improve it. Our exemplary use-case was the detection of apical lesions on panoramic…”
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Deep learning for caries detection: A systematic review
Published in Journal of dentistry (01-07-2022)“…Detecting caries lesions is challenging for dentists, and deep learning models may help practitioners to increase accuracy and reliability. We aimed to…”
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Trends in caries experience in the permanent dentition in Germany 1997–2014, and projection to 2030: Morbidity shifts in an aging society
Published in Scientific reports (02-04-2019)“…The aims of this study were to assess the trends in dental caries experience in the permanent dentition (i.e., the number of decayed, missing, or filled teeth,…”
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Deep learning for cephalometric landmark detection: systematic review and meta-analysis
Published in Clinical oral investigations (01-07-2021)“…Objectives Deep learning (DL) has been increasingly employed for automated landmark detection, e.g., for cephalometric purposes. We performed a systematic…”
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Comparison of periodontitis patients’ classification in the 2018 versus 1999 classification
Published in Journal of clinical periodontology (01-09-2019)“…Objectives We aimed to assess how the 2018 and 1999 classifications of periodontal diseases reflect (a) patients’ characteristics, (b) disease…”
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The impact of demographic, health-related and social factors on dental services utilization: Systematic review and meta-analysis
Published in Journal of dentistry (01-08-2018)“…Regular and/or preventive dental services utilization is an indicator of healthcare access and associated with improved health outcomes. We assessed the…”
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Demystifying artificial intelligence and deep learning in dentistry
Published in Brazilian oral research (01-01-2021)“…Abstract Artificial intelligence (AI) is a general term used to describe the development of computer systems which can perform tasks that normally require…”
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Predicting mortality in the very old: a machine learning analysis on claims data
Published in Scientific reports (19-10-2022)“…Machine learning (ML) may be used to predict mortality. We used claims data from one large German insurer to develop and test differently complex ML prediction…”
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Association between patient-, tooth- and treatment-level factors and root canal treatment failure: A retrospective longitudinal and machine learning study
Published in Journal of dentistry (01-02-2022)“…We aimed to assess patient-, tooth- and treatment-level covariates on the failure of root canal treatments (RT) and to predict failure using machine learning…”
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Long-term costs of post-restorations: 7-year practice-based results from Germany
Published in Clinical oral investigations (01-04-2021)“…Objectives We evaluated the initial and follow-up treatment costs of different post-restorations in a practice-based German healthcare setting. Methods A total…”
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Clustering effects of oral conditions based on clinical and radiographic examinations
Published in Clinical oral investigations (01-09-2020)“…Objectives The intra-class correlation coefficient (ICC) is a measure of intra-subject clustering effects. A priori estimates of the ICC and the associated…”
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A Survey on the Use of Artificial Intelligence by Clinicians in Dentistry and Oral and Maxillofacial Surgery
Published in Medicina (Kaunas, Lithuania) (01-08-2022)“…Background: Applications of artificial intelligence (AI) in medicine and dentistry have been on the rise in recent years. In dental radiology, deep learning…”
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