How will “democratization of artificial intelligence” change the future of radiologists?

Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists

(2018) H A Haenssle et al.   ANNALS OF ONCOLOGY

Deep learning for staging liver fibrosis on CT: a pilot study

(2018) Koichiro Yasaka et al.   EUROPEAN RADIOLOGY

Deep learning with convolutional neural network in radiology

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

Advanced Imaging Techniques in Evaluation of Colorectal Cancer

(2018) Roberto García-Figueiras et al.   RADIOGRAPHICS

Performance of a Deep-Learning Neural Network Model in Assessing Skeletal Maturity on Pediatric Hand Radiographs

(2018) David B. Larson et al.   RADIOLOGY

Deep Learning with Convolutional Neural Network for Differentiation of Liver Masses at Dynamic Contrast-enhanced CT: A Preliminary Study

(2018) Koichiro Yasaka et al.   RADIOLOGY

Deep learning with convolutional neural network in radiology

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

Machine Learning-based Texture Analysis of Contrast-enhanced MR Imaging to Differentiate between Glioblastoma and Primary Central Nervous System Lymphoma

(2018) Akira Kunimatsu et al.   Magnetic Resonance in Medical Sciences

Prediction of cardiovascular risk factors from retinal fundus photographs via deep learning

(2018) Ryan Poplin et al.   Nature Biomedical Engineering

Artificial intelligence using neural network architecture for radiology (AINNAR): classification of MR imaging sequences

(2018) Tomoyuki Noguchi et al.   JAPANESE JOURNAL OF RADIOLOGY

Image reconstruction by domain-transform manifold learning

(2018) Bo Zhu et al.   NATURE

Automated deep-neural-network surveillance of cranial images for acute neurologic events

(2018) Joseph J. Titano et al.   NATURE MEDICINE

Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer

(2017) Babak Ehteshami Bejnordi et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Automatic Determination of the Need for Intravenous Contrast in Musculoskeletal MRI Examinations Using IBM Watson’s Natural Language Processing Algorithm

(2017) Hari Trivedi et al.   JOURNAL OF DIGITAL IMAGING

Deep neural network-based computer-assisted detection of cerebral aneurysms in MR angiography

(2017) Takahiro Nakao et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

MR-based synthetic CT generation using a deep convolutional neural network method

(2017) Xiao Han   MEDICAL PHYSICS

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Automated Critical Test Findings Identification and Online Notification System Using Artificial Intelligence in Imaging

(2017) Luciano M. Prevedello et al.   RADIOLOGY

Deep Learning at Chest Radiography: Automated Classification of Pulmonary Tuberculosis by Using Convolutional Neural Networks

(2017) Paras Lakhani et al.   RADIOLOGY

Predicting the Future — Big Data, Machine Learning, and Clinical Medicine

(2016) Ziad Obermeyer et al.   NEW ENGLAND JOURNAL OF MEDICINE

Radiologist supply and workload: international comparison

(2008) Yasuo Nakajima et al.