AIMC Topic: Sensitivity and Specificity

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CytoProcessorTM: A New Cervical Cancer Screening System for Remote Diagnosis.

Acta cytologica Mar 28, 2019
BACKGROUND: Current automated cervical cytology screening systems still heavily depend on manipulation of glass slides. We developed a new system called CytoProcessorTM (DATEXIM, Caen, France), which increases sensitivity and takes advantage of virtu...
Humans Middle Aged Young Adult Artificial Intelligence Early Detection of Cancer Adolescent Female Adult Papanicolaou Test Aged Cytodiagnosis Sensitivity and Specificity Mass Screening Uterine Cervical Neoplasms
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Classification and Recognition of Ovarian Cells Based on Two-Dimensional Light Scattering Technology.

Journal of medical systems Mar 27, 2019
Ovarian cancer is a very insidious malignant tumor. In order to detect ovarian cancer cells early, the classification and recognition of ovarian cancer cells is mainly studied by two-dimensional light scattering technology. Firstly, a single-cell two...
Ovarian Neoplasms Image Interpretation, Computer-Assisted Optical Imaging Anisotropy Algorithms Female Sensitivity and Specificity Cell Line, Tumor Humans Machine Learning
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Application of deep learning-based computer-aided detection system: detecting pneumothorax on chest radiograph after biopsy.

European radiology Mar 26, 2019
OBJECTIVES: To retrospectively evaluate the diagnostic performance of a convolutional neural network (CNN) model in detecting pneumothorax on chest radiographs obtained after percutaneous transthoracic needle biopsy (PTNB) for pulmonary lesions.
Diagnosis, Computer-Assisted Pneumothorax Sensitivity and Specificity Deep Learning Male Area Under Curve Humans ROC Curve Middle Aged Radiography Neural Networks, Computer Drainage Image-Guided Biopsy Lung Retrospective Studies Biopsy, Needle Female
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Patient-Specific Seizure Detection Method using Hybrid Classifier with Optimized Electrodes.

Journal of medical systems Mar 26, 2019
In this paper the EEG signal is analyzed by reconstructing the time series EEG signal in High dimensional Phase Space. The computational complexity in higher dimension is reduced by Principal Component Analysis for the High dimensional Phase Space ou...
Bayes Theorem Electroencephalography Epilepsy Signal Processing, Computer-Assisted Humans Cerebral Cortex Sensitivity and Specificity Support Vector Machine Principal Component Analysis
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Coronary Calcium Detection Based on Improved Deep Residual Network in Mimics.

Journal of medical systems Mar 25, 2019
Coronary calcium detection in medicine image processing is a hot research topic. According to the low resolution and complex background in medicine image, an improved coronary calcium detection algorithm based on the Single Shot MultiBox Detector (SS...
Calcinosis Algorithms Humans Coronary Artery Disease Tomography, X-Ray Computed Neural Networks, Computer Sensitivity and Specificity Machine Learning Image Processing, Computer-Assisted
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Automatic diagnosis of neurological diseases using MEG signals with a deep neural network.

Scientific reports Mar 25, 2019
The application of deep learning to neuroimaging big data will help develop computer-aided diagnosis of neurological diseases. Pattern recognition using deep learning can extract features of neuroimaging signals unique to various neurological disease...
Epilepsy Nervous System Diseases Magnetoencephalography Image Processing, Computer-Assisted Computational Biology Brain Mapping Diagnosis, Differential Humans Neural Networks, Computer Sensitivity and Specificity Male Case-Control Studies Female Reproducibility of Results
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Diagnosing osteoarthritis from T maps using deep learning: an analysis of the entire Osteoarthritis Initiative baseline cohort.

Osteoarthritis and cartilage Mar 21, 2019
OBJECTIVE: We aim to study to what extent conventional and deep-learning-based T relaxometry patterns are able to distinguish between knees with and without radiographic osteoarthritis (OA).
Osteoarthritis, Knee Cartilage, Articular Case-Control Studies Deep Learning Magnetic Resonance Imaging Pain Measurement Algorithms Female Aged Sensitivity and Specificity Male Middle Aged Disease Progression Humans Severity of Illness Index
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Glioma Tumor Grade Identification Using Artificial Intelligent Techniques.

Journal of medical systems Mar 21, 2019
Computer aided diagnosis using artificial intelligent techniques made tremendous improvement in medical applications especially for easy detection of tumor area, tumor type and grades. This paper presents automatic glioma tumor grade identification f...
Humans Neural Networks, Computer Sensitivity and Specificity Brain Neoplasms Male Middle Aged Glioma Artificial Intelligence Machine Learning Female Adult Magnetic Resonance Imaging Neoplasm Grading Tumor Burden Image Interpretation, Computer-Assisted
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Distinction between benign and malignant breast masses at breast ultrasound using deep learning method with convolutional neural network.

Japanese journal of radiology Mar 19, 2019
PURPOSE: We aimed to use deep learning with convolutional neural network (CNN) to discriminate between benign and malignant breast mass images from ultrasound.
Aged Aged, 80 and over Young Adult Humans Adult ROC Curve Neural Networks, Computer Sensitivity and Specificity Databases, Factual Diagnosis, Differential Breast Neoplasms Ultrasonography, Mammary Retrospective Studies Middle Aged Female Breast Deep Learning Reproducibility of Results Image Interpretation, Computer-Assisted
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Machine learning in medicine: a practical introduction.

BMC medical research methodology Mar 19, 2019
BACKGROUND: Following visible successes on a wide range of predictive tasks, machine learning techniques are attracting substantial interest from medical researchers and clinicians. We address the need for capacity development in this area by providi...
Algorithms Humans Diagnosis, Computer-Assisted Female Neural Networks, Computer Support Vector Machine Sensitivity and Specificity Machine Learning Software Breast Neoplasms
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