AIMC Topic: ROC Curve

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Deep learning-based multi-view fusion model for screening 2019 novel coronavirus pneumonia: A multicentre study.

European journal of radiology May 5, 2020
PURPOSE: To develop a deep learning-based method to assist radiologists to fast and accurately identify patients with COVID-19 by CT images.
Pneumonia, Viral SARS-CoV-2 Male Middle Aged Deep Learning ROC Curve Mass Screening Coronavirus Infections Betacoronavirus COVID-19 Retrospective Studies Tomography, X-Ray Computed Female Humans Pandemics
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Applying machine learning methods to develop a successful aging maintenance prediction model based on physical fitness tests.

Geriatrics & gerontology international May 1, 2020
AIM: The purpose of this study was to develop a machine learning prediction model for successful aging (SA) based on physical fitness tests.
Middle Aged Exercise China Surveys and Questionnaires Aged, 80 and over Sensitivity and Specificity Predictive Value of Tests Physical Fitness Male ROC Curve Humans Geriatric Assessment Independent Living Aging Healthy Aging Machine Learning Logistic Models Female Follow-Up Studies Aged Decision Trees
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IGRNet: A Deep Learning Model for Non-Invasive, Real-Time Diagnosis of Prediabetes through Electrocardiograms.

Sensors (Basel, Switzerland) Apr 30, 2020
The clinical symptoms of prediabetes are mild and easy to overlook, but prediabetes may develop into diabetes if early intervention is not performed. In this study, a deep learning model-referred to as IGRNet-is developed to effectively detect and di...
ROC Curve Electrocardiography Prediabetic State Humans Neural Networks, Computer Deep Learning
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Using Deep Learning to Automate Goldmann Applanation Tonometry Readings.

Ophthalmology Apr 25, 2020
PURPOSE: To develop an objective and automated method for measuring intraocular pressure using deep learning and fixed-force Goldmann applanation tonometry (GAT) techniques.
Humans Glaucoma Prospective Studies Female Reproducibility of Results Middle Aged Deep Learning Aged ROC Curve Cross-Sectional Studies Tonometry, Ocular Intraocular Pressure Male
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Prediction of Intracranial Aneurysm Risk using Machine Learning.

Scientific reports Apr 24, 2020
An efficient method for identifying subjects at high risk of an intracranial aneurysm (IA) is warranted to provide adequate radiological screening guidelines and effectively allocate medical resources. We developed a model for pre-diagnosis IA predic...
Humans Machine Learning Incidence ROC Curve Area Under Curve Models, Biological Probability Female Risk Factors Male Middle Aged Databases as Topic Intracranial Aneurysm
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High spatiotemporal resolution dynamic contrast-enhanced MRI improves the image-based discrimination of histopathology risk groups of peripheral zone prostate cancer: a supervised machine learning approach.

European radiology Apr 23, 2020
OBJECTIVE: To assess if adding perfusion information from dynamic contrast-enhanced (DCE MRI) acquisition schemes with high spatiotemporal resolution to T2w/DWI sequences as input features for a gradient boosting machine (GBM) machine learning (ML) c...
Prostatic Neoplasms Neoplasm Staging Supervised Machine Learning Image-Guided Biopsy Humans Aged Diffusion Magnetic Resonance Imaging Retrospective Studies Male ROC Curve Contrast Media
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Artificial intelligence for early prediction of pulmonary hypertension using electrocardiography.

The Journal of heart and lung transplantation : the official publication of the International Society for Heart Transplantation Apr 23, 2020
BACKGROUND: Screening and early diagnosis of pulmonary hypertension (PH) are critical for managing progression and preventing associated mortality; however, there are no tools for this purpose. We developed and validated an artificial intelligence (A...
Hypertension, Pulmonary ROC Curve Electrocardiography Follow-Up Studies Early Diagnosis Retrospective Studies Aged Female Male Middle Aged Humans Neural Networks, Computer Artificial Intelligence Algorithms
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Gait-Based Machine Learning for Classifying Patients with Different Types of Mild Cognitive Impairment.

Journal of medical systems Apr 23, 2020
Mild cognitive impairment (MCI) may be caused by Alzheimer's disease, Parkinson's disease (PD), cerebrovascular accident, nutritional or metabolic disorders, or mental disorders. It is important to determine the cause and treatment of dementia as ear...
Neuropsychological Tests Gait Disorders, Neurologic Humans Machine Learning Female Male ROC Curve Disease Progression Postural Balance Cognitive Dysfunction Gait
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Towards large-scale case-finding: training and validation of residual networks for detection of chronic obstructive pulmonary disease using low-dose CT.

The Lancet. Digital health Apr 21, 2020
BACKGROUND: Chronic obstructive pulmonary disease (COPD) is underdiagnosed in the community. Thoracic CT scans are widely used for diagnostic and screening purposes for lung cancer. In this proof-of-concept study, we aimed to evaluate a software pipe...
Male Middle Aged Risk Assessment Disease Progression Tomography, X-Ray Computed Humans Lung Female Neural Networks, Computer Lung Neoplasms Cohort Studies Models, Biological Aged Artificial Intelligence ROC Curve Smoking Pulmonary Disease, Chronic Obstructive Data Analysis Image Processing, Computer-Assisted Smokers Ex-Smokers Canada Mass Screening Area Under Curve
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Novel hybrid models between bivariate statistics, artificial neural networks and boosting algorithms for flood susceptibility assessment.

Journal of environmental management Apr 20, 2020
Across the world, the flood magnitude is expected to increase as well as the damage caused by their occurrence. In this case, the prediction of areas which are highly susceptible to these phenomena becomes very important for the authorities. The pres...
Floods Romania Neural Networks, Computer Algorithms ROC Curve
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