Artificial Intelligence Techniques: Analysis, Application, and Outcome in Dentistry-A Systematic Review.

OBJECTIVE: The objective of this systematic review was to investigate the quality and outcome of studies into artificial intelligence techniques, analysis, and effect in dentistry. MATERIALS AND METHODS: Using the MeSH keywords: artificial intelligence (AI), dentistry, AI in dentistry, neural networks and dentistry, machine learning, AI dental imaging, and AI treatment recommendations and dentistry. Two investigators performed an electronic search in 5 databases: PubMed/MEDLINE (National Library of Medicine), Scopus (Elsevier), ScienceDirect databases (Elsevier), Web of Science (Clarivate Analytics), and the Cochrane Collaboration (Wiley). The English language articles reporting on AI in different dental specialties were screened for eligibility. Thirty-two full-text articles were selected and systematically analyzed according to a predefined inclusion criterion. These articles were analyzed as per a specific research question, and the relevant data based on article general characteristics, study and control groups, assessment methods, outcomes, and quality assessment were extracted. RESULTS: The initial search identified 175 articles related to AI in dentistry based on the title and abstracts. The full text of 38 articles was assessed for eligibility to exclude studies not fulfilling the inclusion criteria. Six articles not related to AI in dentistry were excluded. Thirty-two articles were included in the systematic review. It was revealed that AI provides accurate patient management, dental diagnosis, prediction, and decision making. Artificial intelligence appeared as a reliable modality to enhance future implications in the various fields of dentistry, i.e., diagnostic dentistry, patient management, head and neck cancer, restorative dentistry, prosthetic dental sciences, orthodontics, radiology, and periodontics. CONCLUSION: The included studies describe that AI is a reliable tool to make dental care smooth, better, time-saving, and economical for practitioners. AI benefits them in fulfilling patient demand and expectations. The dentists can use AI to ensure quality treatment, better oral health care outcome, and achieve precision. AI can help to predict failures in clinical scenarios and depict reliable solutions. However, AI is increasing the scope of state-of-the-art models in dentistry but is still under development. Further studies are required to assess the clinical performance of AI techniques in dentistry.

The use and performance of artificial intelligence applications in dental and maxillofacial radiology: A systematic review.

OBJECTIVES: To investigate the current clinical applications and diagnostic performance of artificial intelligence (AI) in dental and maxillofacial radiology (DMFR). METHODS: Studies using applications related to DMFR to develop or implement AI models were sought by searching five electronic databases and four selected core journals in the field of DMFR. The customized assessment criteria based on QUADAS-2 were adapted for quality analysis of the studies included. RESULTS: The initial electronic search yielded 1862 titles, and 50 studies were eventually included. Most studies focused on AI applications for an automated localization of cephalometric landmarks, diagnosis of osteoporosis, classification/segmentation of maxillofacial cysts and/or tumors, and identification of periodontitis/periapical disease. The performance of AI models varies among different algorithms. CONCLUSION: The AI models proposed in the studies included exhibited wide clinical applications in DMFR. Nevertheless, it is still necessary to further verify the reliability and applicability of the AI models prior to transferring these models into clinical practice.

[Frequency and doses of diagnostic and interventional X­ray applications : Trends between 2007 and 2014]. / Häufigkeit und Dosis diagnostischer und interventioneller Röntgenanwendungen : Trends zwischen 2007 und 2014.

BACKGROUND: In Germany, approximately 95% of man-made radiation exposure of the population results from diagnostic and interventional X­ray procedures. Thus, radiation protection of patients in this field of application is of great importance. OBJECTIVE: Quantification and evaluation of current data on the frequency and doses of X­ray procedures as well as temporal trends for the years 2007-2014. MATERIAL AND METHODS: For outpatients the frequency of X­ray procedures was estimated using reimbursement data from health insurances and for inpatients by means of hospital statistics. For the years under review, representative values for the effective dose per X­ray application were determined mainly from data reported by X­ray departments to the competent authorities. RESULTS: In 2014 approximately 140 million X­ray procedures were performed in Germany with some 40% from dental examinations. On average 1.7 procedures per inhabitant and year were almost constantly carried out between 2007 and 2014. Besides dental diagnostics, X­ray examinations of the skeleton and thorax were performed most frequently. The number of computed tomography (CT) examinations increased by approximately 40%. The increase in magnetic resonance imaging (MRI) was even more pronounced with approximately 55% but overall CT examinations were still performed more often than MRI. The doses per X­ray procedure were only slightly reduced, despite the various dose reduction approaches established in recent years; therefore, the mean effective dose per inhabitant increased from approximately 1.4 mSv in 2007 to 1.6 mSv in 2014, mainly due to the increasing frequency of CT examinations. CONCLUSION: The principles of justification and optimization of radiological procedures are to be consistently applied in each individual instance, especially in the case of CT examinations.

Assessing the current state of dental informatics in saudi arabia: the new frontier.

Dental informatics is an emerging field that has the potential to transform the dental profession. This study aims to summarize the current applications of dental informatics in Saudi Arabia and to identify the challenges facing expansion of dental informatics in the Saudi context. Search for published articles and specialized forum entries was conducted, as well as interviews with dental professionals familiar with the topic. Results indicated that digital radiography/analysis and administrative management of dental practice are the commonest applications used. Applications in Saudi dental education included: web-based learning systems, computer-based assessments and virtual technology for clinical skills' teaching. Patients' education software, electronic dental/oral health records and the potential of dental research output from electronic databases are yet to be achieved in Saudi Arabia. Challenges facing Saudi dental informatics include: lack of IT infrastructure/support, social acceptability and financial cost. Several initiatives are taken towards the research in dental informatics. Still, more investments are needed to fully achieve the potential of various application of informatics in dental education, practice and research.

Surfing the spectrum - what is on the horizon?

Diagnostic imaging techniques have evolved with technological advancements - but how far? The objective of this article was to explore the electromagnetic spectrum to find imaging techniques which may deliver diagnostic information of equal, or improved, standing to conventional radiographs and to explore any developments within radiography which may yield improved diagnostic data. A comprehensive literature search was performed using Medline, Web of Knowledge, Science Direct and PubMed Databases. Boolean Operators were used and key-terms included (not exclusively): terahertz, X-ray, ultraviolet, visible, infra-red, magnetic resonance, dental, diagnostic, caries and periodontal. Radiographic techniques are primarily used for diagnostic imaging in dentistry, and continued developments in X-ray imaging include: phase contrast, darkfield and spectral imaging. Other modalities have potential application, for example, terahertz, laser doppler and optical techniques, but require further development. In particular, infra-red imaging has regenerated interest with caries detection in vitro, due to improved quality and accessibility of cameras. Non-ionising imaging techniques, for example, infra-red, are becoming more commensurate with traditional radiographic techniques for caries detection. Nevertheless, X-rays continue to be the leading diagnostic image for dentists, with improved diagnostic potential for lower radiation dose becoming a reality.

Protocolo radiográfico para a instalação de mini-implantes: descrição da técnica / Radiographic protocol for installation of mini-implants: description of technique

Na última década, o uso de mini-implantes ortodônticos ganhou popularidade na área de Ortodontia, e a correta instalação é um ponto crítico para o sucesso da ancoragem esquelética. Um diagnóstico clínico e radiográfico cuidadoso antes da colocação do mesmo é uma necessidade essencial para conseguir atingir o ponto central do septo radicular. A aplicação correta desses procedimentos pré-cirúrgicos deveria evitar os possíveis danos iatrogênicos no ligamento periodontal, raízes, cavidades nasomaxilares, ou mesmo tecidos vasculares importantes. As radiografias periapicais são procedimentos pré-cirúrgicos rápidos e regulares durante as técnicas de inserção dos mini-implantes. Além disso, uma execução correta das técnicas radiográficas de paralelismo podem oferecer imagens radiográficas precisas e úteis, para decidir o local exato para a inserção dos mini-implantes. O objetivo desse trabalho é descrever a aplicação rápida de guias de posicionamento circulares, em conjunto com protocolo de radiografias em paralelismo antes da colocação dos mini-implantes ortodônticos.

In the last decade mini-screws have gained popularity in orthodontics field and a correct placement of mini-screws is a critical point to the success of the skeletal anchorage. A careful clinical and radiographic diagnostic before insertion mini-screw is an essential requirement to achieve the central point of the radicular septum. The correct application of these pre-surgical procedures should avoid possible iatrogenic damages in periodontal ligament, dental roots, nasomaxillary cavities, or even important vascular tissues. As of today, periapical radiographs is a regular pre surgical procedure during mini-screw insertion technique. Nevertheless, accurate execution of the radiographic parallax technique can offer to us useful and precise radiographic images, to decide the right local insertion of mini-screws in to the septum bone. The purpose of this paper is to describe the ¬application of new positioning circular guides in conjunction with a ¬parallax radiographic protocol before placement of orthodontic mini-screws.

CBCT in orthodontics: the wave of future.

UNLABELLED: Cone beam computed tomography (CBCT) has probably been one of the most revolutionary innovations in the field of dentistry in the past decade and it provides a novel platform for orthodontic diagnosis and treatment planning. Current imaging techniques are essentially two-dimensional (2D) representations of threedimensional (3D) objects and suffer from several limitations. Hence, fulfillment of ideal imaging goals has been limited. Twodimensional radiographs are insufficient, especially in complex cases like impacted teeth, supernumerary teeth and orthognathic surgeries. CBCT images provide far more detailed information than conventional 2D radiographs and are user friendly. Soft tissues, skull, airway and the dentition can be observed and measured on CBCT images in a 1:1 ratio. CLINICAL SIGNIFICANCE: CBCT provides an excellent tool for accurate diagnosis, more predictable treatment planning, more efficient patient management and education, improved treatment outcome and patient satisfaction. This article focuses on various applications of cone beam CT technology in orthodontics.

Dental diagnostic X-ray exposure and risk of benign and malignant brain tumors.

BACKGROUND: This study evaluates the risk of benign brain tumors (BBTs) and malignant brain tumors (MBTs) associated with dental diagnostic X-ray, using a large population-based case-control study. MATERIALS AND METHODS: We identified 4123 BBT cases and 16 492 controls without BBT (study 1) and 197 MBT cases and 788 controls without MBT (study 2) from Taiwan National Health Insurance claim data. The risks of both types of tumor were estimated in association with the frequency of received dental diagnostic X-ray. RESULTS: The mean ages were ~44.2 years in study 1 and 40.6 years in study 2. Multivariable unconditional logistic regression analysis showed that the risk of BBT increases as the frequency of received dental diagnostic X-ray increases. The BBT odds ratio increased from 1.33 [95% confidence interval (CI) 1.22-1.44] for those with annual mean X-ray examination of less than one to 1.65 (95% CI 1.37-1.98) for those with three or more X-ray examinations, after controlling for comorbidities. No significant association was found between MBTs and dental diagnostic X-ray exposure. CONCLUSIONS: Exposure to dental diagnostic X-rays in oral and maxillofacial care increases the risk of BBTs, but not MBTs.

Exposure of the Swiss population by medical x-rays: 2008 review.

Nationwide surveys on radiation dose to the population from medical radiology are recommended in order to follow the trends in population exposure and ensure radiation protection.The last survey in Switzerland was conducted in 1998,and the annual effective dose from medical radiology was estimated to be 1 mSv y j(-1) per capita. The purpose of this work was to follow the trends in diagnostic radiology between 1998 and 2008 in Switzerland and determine the contribution of different modalities and types of examinations to the collective effective dose from medical x-rays. For this reason, an online database(www.raddose.ch) was developed. All healthcare providers who hold a license to run an x-ray unit in the country were invited to participate in the survey. More than 225 examinations, covering eight radiological modalities, were included in the survey. The average effective dose for each examination was reassessed. Data from about 3,500 users were collected (42% response rate). The survey showed that the annual effective dose was 1.2 mSv/capita in 2008. The most frequent examinations are conventional and dental radiographies (88%). The contribution of computed tomography was only 6% in terms of examination frequency but 68% in terms of effective dose. The comparison with other countries showed that the effective dose per capita in Switzerland was in the same range as in other countries with similar healthcare systems, although the annual number of examinations performed in Switzerland was higher.

Análise fractal de radiografias dentais antes e após tratamento periapical

Apropriando-se dos conhecimentos da Geometria Fractal com este trabalho procuramos caracterizar o processo da doença periodontal correlacionando esta ciência com imagens radiográficas de um caso clínico com diagnóstico de...

Avaliação dos erros radiográficos cometidos por graduandos de odontologia em técnicas radiográficas intrabucais / Evaluation of radiographic errors performed by dental students in intraoral radiographic techniques

Os exames radiográficos são frequentemente utilizados como ferramentas auxiliares do exame clínico dos pacientes submetidos a tratamento odontológico em clínicas de cursos de graduação. A qualidade das imagens radiográficas é fundamental para uma interpretação adequada, fornecendo informações complementares necessárias para o estabelecimento do diagnóstico e elaboração do planejamento integral. O objetivo deste estudo foi avaliar e comparar a proporção de erros radiográficos na execução das técnicas radiográficas periapicais e interproximais, cometidos pelos acadêmicos de acordo com as clínicas cursadas. Após calibração, dois examinadores avaliaram 915 radiografias intrabucais, sendo 709 periapicais e 206 interproximais, contidas em 275 prontuários pertencentes aos pacientes submetidos a tratamento odontológico nas clínicas do 4o ao 8o períodos. Os erros analisados foram: alongamento e encurtamento da imagem radiográfica; halo ou efeito em meia-lua; alta e baixa densidade; mancha amarela na imagem; posicionamento incorreto do filme, com visualização da lâmina de chumbo; presença de ranhuras e de aparatos protéticos removíveis. A observação de, pelo menos, um dos erros avaliados foi o fator decisivo para considerar a imagem radiográfica insatisfatória. Os dados foram tabulados e empregou-se o teste Qui-quadrado e Teste Exato de Fisher (p<0,05), com correção de Bonferroni, para analisá-los. Houve 82,51% de erros, considerando-seo universo das radiografias. Observou-se diferença estatisticamente significativa na proporção de erros radiográficos entre as clínicas (p<0,05). Conclui-se que há uma importante proporção de erros radiográficos, sendo que a mesma diminui nas clínicas dos períodos mais avançados.

Cone-beam computed tomography of the maxillofacial region--an update.

BACKGROUND: During the last few years, craniomaxillofacial diagnosis of the head has been confronted with an increasing number of innovations and improvements. The main progress occurred following the introduction of cone-beam technology in computed tomography in the 1990s. The number of manufacturers and devices using this technology for the maxillofacial region is growing rapidly and they are now becoming readily available. MATERIALS: This article focuses on cone-beam computed tomography (CBCT) devices applied to the maxillofacial region. CBCT serves as a bridge from two dimensions (2D) to three dimensions (3D), with lower irradiation than conventional CT. Different manufacturers and models are now available to satisfy the different needs of clinicians. RESULTS: A recent review of the manufacturers found 23 CBCT devices on the market. The specifications, applications and other issues of currently available CBCT devices are presented and discussed. CONCLUSIONS: 3D imaging is developing at a very fast pace. New technologies and machines are emerging and CBCT is becoming readily available. Due to the growing demand for the technology based on the needs of clinicians, there is now a wide and growing selection of devices on the market. Some of the new advances now mean that CBCT imaging should be a well-considered option in maxillofacial imaging.