Radiomics and Machine Learning in Oral Healthcare

Tooth detection and numbering in panoramic radiographs using convolutional neural networks

(2019) Dmitry V. Tuzoff et al.   DENTOMAXILLOFACIAL RADIOLOGY

Personalized medicine—concepts, technologies, and applications in inflammatory skin diseases

(2019) Thomas Litman   APMIS

Software comparison to analyze bone radiomics from high resolution CBCT scans of mandibular condyles

(2019) Jonas Bianchi et al.   DENTOMAXILLOFACIAL RADIOLOGY

Preliminary study on the application of deep learning system to diagnosis of Sjögren's syndrome on CT images

(2019) Yoshitaka Kise et al.   DENTOMAXILLOFACIAL RADIOLOGY

Deep learning for liver tumor diagnosis part II: convolutional neural network interpretation using radiologic imaging features

(2019) Clinton J. Wang et al.   EUROPEAN RADIOLOGY

A novel deep learning based automatic auscultatory method to measure blood pressure

(2019) Fan Pan et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Anatomy 101 for AI‐driven robotics: Explanatory, ethical and legal frameworks for development of cadaveric skills training standards in autonomous robotic surgery/autopsy

(2019) Shane O'Sullivan et al.   International Journal of Medical Robotics and Computer Assisted Surgery

Deep Learning Algorithms Improve Automated Identification of Chagas Disease Vectors

(2019) Ali Khalighifar et al.   JOURNAL OF MEDICAL ENTOMOLOGY

End-to-end lung cancer screening with three-dimensional deep learning on low-dose chest computed tomography

(2019) Diego Ardila et al.   NATURE MEDICINE

Orthodontics in the era of big data analytics

(2019) Veerasathpurush Allareddy et al.   Orthodontics & Craniofacial Research

Scatter correction of cone-beam CT using a deep residual convolution neural network (DRCNN)

(2019) Yangkang Jiang et al.   PHYSICS IN MEDICINE AND BIOLOGY

Artificial intelligence, osteoporosis and fragility fractures

(2019) Uran Ferizi et al.   CURRENT OPINION IN RHEUMATOLOGY

Transfer Learning Assisted Classification and Detection of Alzheimer’s Disease Stages Using 3D MRI Scans

(2019) Muazzam Maqsood et al.   SENSORS

Evaluation of Diffusion Lesion Volume Measurements in Acute Ischemic Stroke Using Encoder-Decoder Convolutional Network

(2019) Yoon-Chul Kim et al.   STROKE

Interpretable classification of Alzheimer’s disease pathologies with a convolutional neural network pipeline

(2019) Ziqi Tang et al.   Nature Communications

Deep learning-based survival prediction of oral cancer patients

(2019) Dong Wook Kim et al.   Scientific Reports

Convolutional neural networks for dental image diagnostics: A scoping review

(2019) Falk Schwendicke et al.   JOURNAL OF DENTISTRY

Toward Augmented Radiologists

(2018) Shahein H. Tajmir et al.   ACADEMIC RADIOLOGY

Deep Learning in Radiology

(2018) Morgan P. McBee et al.   ACADEMIC RADIOLOGY

Artificial Intelligence in Surgery

(2018) Daniel A. Hashimoto et al.   ANNALS OF SURGERY

Machine learning to predict the occurrence of bisphosphonate-related osteonecrosis of the jaw associated with dental extraction: A preliminary report

(2018) Dong Wook Kim et al.   BONE

The future of radiology augmented with Artificial Intelligence: A strategy for success

(2018) Charlene Liew   EUROPEAN JOURNAL OF RADIOLOGY

Deep learning with convolutional neural network in radiology

(2018) Koichiro Yasaka et al.   JAPANESE JOURNAL OF RADIOLOGY

Hello World Deep Learning in Medical Imaging

(2018) Paras Lakhani et al.   JOURNAL OF DIGITAL IMAGING

Deep Learning to Classify Radiology Free-Text Reports

(2018) Matthew C. Chen et al.   RADIOLOGY

Deep learning with convolutional neural network in radiology

(2018) Koichiro Yasaka et al.   Japanese Journal of Radiology

Artificial Intelligence and Machine Learning in Radiology: Opportunities, Challenges, Pitfalls, and Criteria for Success

(2018) James H. Thrall et al.   Journal of the American College of Radiology

Artificial intelligence, machine learning and the evolution of healthcare

(2018) L. D. Jones et al.   Bone & Joint Research

Diagnosis and prediction of periodontally compromised teeth using a deep learning-based convolutional neural network algorithm

(2018) Jae-Hong Lee et al.   Journal of Periodontal and Implant Science

The New Possibilities from “Big Data” to Overlooked Associations Between Diabetes, Biochemical Parameters, Glucose Control, and Osteoporosis

(2018) Christian Kruse   Current Osteoporosis Reports

Applying artificial intelligence to assess the impact of orthognathic treatment on facial attractiveness and estimated age

(2018) R. Patcas et al.   INTERNATIONAL JOURNAL OF ORAL AND MAXILLOFACIAL SURGERY

Detection and diagnosis of dental caries using a deep learning-based convolutional neural network algorithm

(2018) Jae-Hong Lee et al.   JOURNAL OF DENTISTRY

Pretreatment Identification of Head and Neck Cancer Nodal Metastasis and Extranodal Extension Using Deep Learning Neural Networks

(2018) Benjamin H. Kann et al.   Scientific Reports

Detecting abnormal electroencephalograms using deep convolutional networks

(2018) K.G. van Leeuwen et al.   CLINICAL NEUROPHYSIOLOGY

A deep-learning artificial intelligence system for assessment of root morphology of the mandibular first molar on panoramic radiography

(2018) Teruhiko Hiraiwa et al.   DENTOMAXILLOFACIAL RADIOLOGY

Clinical Decision Support in the Era of Artificial Intelligence

(2018) Edward H. Shortliffe et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Medical Image Analysis using Convolutional Neural Networks: A Review

(2018) Syed Muhammad Anwar et al.   JOURNAL OF MEDICAL SYSTEMS

Deep-learning classification using convolutional neural network for evaluation of maxillary sinusitis on panoramic radiography

(2018) Makoto Murata et al.   Oral Radiology

Contrast-enhanced computed tomography image assessment of cervical lymph node metastasis in patients with oral cancer by using a deep learning system of artificial intelligence

(2018) Yoshiko Ariji et al.   Oral Surgery Oral Medicine Oral Pathology Oral Radiology

Radiology and artificial intelligence: An opportunity for our specialty

(2018) J.-P. Beregi et al.   Diagnostic and Interventional Imaging

Machine Learning Models for Genetic Risk Assessment of Infants with Non-syndromic Orofacial Cleft

(2018) Shi-Jian Zhang et al.   GENOMICS PROTEOMICS & BIOINFORMATICS

Radiomic versus Convolutional Neural Networks Analysis for Classification of Contrast-enhancing Lesions at Multiparametric Breast MRI

(2018) Daniel Truhn et al.   RADIOLOGY

Deep Geodesic Learning for Segmentation and Anatomical Landmarking

(2018) Neslisah Torosdagli et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Prediction of outcome using pretreatment 18F-FDG PET/CT and MRI radiomics in locally advanced cervical cancer treated with chemoradiotherapy

(2017) François Lucia et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Toolkits and Libraries for Deep Learning

(2017) Bradley J. Erickson et al.   JOURNAL OF DIGITAL IMAGING

Deep Learning in Medical Imaging: General Overview

(2017) June-Goo Lee et al.   KOREAN JOURNAL OF RADIOLOGY

Radiomics: the bridge between medical imaging and personalized medicine

(2017) Philippe Lambin et al.   Nature Reviews Clinical Oncology

Detection of halitosis in breath: Between the past, present, and future

(2017) MK Nakhleh et al.   ORAL DISEASES

Beyond imaging: The promise of radiomics

(2017) Michele Avanzo et al.   Physica Medica-European Journal of Medical Physics

Deep Learning: A Primer for Radiologists

(2017) Gabriel Chartrand et al.   RADIOGRAPHICS

Machine Learning for Medical Imaging

(2017) Bradley J. Erickson et al.   RADIOGRAPHICS

Artificial intelligence in healthcare: past, present and future

(2017) Fei Jiang et al.   JOURNAL OF INVESTIGATIVE MEDICINE

New approach for the diagnosis of extractions with neural network machine learning

(2016) Seok-Ki Jung et al.   AMERICAN JOURNAL OF ORTHODONTICS AND DENTOFACIAL ORTHOPEDICS

Adapting to Artificial Intelligence

(2016) Saurabh Jha et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Bioinformatics, Interaction Network Analysis, and Neural Networks to Characterize Gene Expression of Radicular Cyst and Periapical Granuloma

(2015) Fabiano de Oliveira Poswar et al.   JOURNAL OF ENDODONTICS

A novel collaborative e-learning platform for medical students - ALERT STUDENT

(2014) Tiago Taveira-Gomes et al.   BMC Medical Education

Performance of an artificial neural network for vertical root fracture detection: anex vivostudy

(2012) Suwadee Kositbowornchai et al.   DENTAL TRAUMATOLOGY

The Reliability of Artificial Neural Network in Locating Minor Apical Foramen: A Cadaver Study

(2012) Mohammad Ali Saghiri et al.   JOURNAL OF ENDODONTICS