AIMC Topic: Area Under Curve

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High-Order Convolutional Neural Network Architecture for Predicting DNA-Protein Binding Sites.

IEEE/ACM transactions on computational biology and bioinformatics Mar 26, 2018
Although Deep learning algorithms have outperformed conventional methods in predicting the sequence specificities of DNA-protein binding, they lack to consider the dependencies among nucleotides and the diverse binding lengths for different transcrip...
Protein Binding Genomics Computational Biology Transcription Factors Area Under Curve DNA DNA-Binding Proteins Binding Sites Amino Acid Motifs Neural Networks, Computer Chromatin Immunoprecipitation Software Algorithms
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Automated detection and classification of the proximal humerus fracture by using deep learning algorithm.

Acta orthopaedica Mar 26, 2018
Background and purpose - We aimed to evaluate the ability of artificial intelligence (a deep learning algorithm) to detect and classify proximal humerus fractures using plain anteroposterior shoulder radiographs. Patients and methods - 1,891 images (...
Middle Aged Aged Deep Learning Aged, 80 and over Shoulder Fractures Humans Area Under Curve Young Adult Algorithms Arthrography Adult Female Male
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Automated estimation of image quality for coronary computed tomographic angiography using machine learning.

European radiology Mar 23, 2018
OBJECTIVES: Our goal was to evaluate the efficacy of a fully automated method for assessing the image quality (IQ) of coronary computed tomography angiography (CCTA).
Computed Tomography Angiography Humans Radiographic Image Enhancement Male Machine Learning Female Middle Aged Aged Area Under Curve Coronary Artery Disease
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Completing sparse and disconnected protein-protein network by deep learning.

BMC bioinformatics Mar 22, 2018
BACKGROUND: Protein-protein interaction (PPI) prediction remains a central task in systems biology to achieve a better and holistic understanding of cellular and intracellular processes. Recently, an increasing number of computational methods have sh...
Machine Learning Algorithms ROC Curve Protein Interaction Maps Proteins Area Under Curve Bayes Theorem Saccharomyces cerevisiae Humans Neural Networks, Computer
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Prediction of cardiac death after adenosine myocardial perfusion SPECT based on machine learning.

Journal of nuclear cardiology : official publication of the American Society of Nuclear Cardiology Mar 14, 2018
BACKGROUND: We developed machine-learning (ML) models to estimate a patient's risk of cardiac death based on adenosine myocardial perfusion SPECT (MPS) and associated clinical data, and compared their performance to baseline logistic regression (LR)....
Aged Male Middle Aged ROC Curve Support Vector Machine Machine Learning Algorithms Female Reproducibility of Results Probability Risk Tomography, Emission-Computed, Single-Photon Death, Sudden, Cardiac Follow-Up Studies Regression Analysis Area Under Curve Heart Humans
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Artificial neural network retrained to detect myocardial ischemia using a Japanese multicenter database.

Annals of nuclear medicine Mar 7, 2018
PURPOSE: An artificial neural network (ANN) has been applied to detect myocardial perfusion defects and ischemia. The present study compares the diagnostic accuracy of a more recent ANN version (1.1) with the initial version 1.0.
Humans Myocardial Perfusion Imaging Organotechnetium Compounds Male Cardiac Surgical Procedures Radiopharmaceuticals Japan Quality Improvement ROC Curve Area Under Curve Coronary Angiography Heart Image Interpretation, Computer-Assisted Databases as Topic Endovascular Procedures Myocardial Ischemia Tomography, Emission-Computed, Single-Photon Neural Networks, Computer Artificial Intelligence Female Aged
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Predicting urinary tract infections in the emergency department with machine learning.

PloS one Mar 7, 2018
BACKGROUND: Urinary tract infection (UTI) is a common emergency department (ED) diagnosis with reported high diagnostic error rates. Because a urine culture, part of the gold standard for diagnosis of UTI, is usually not available for 24-48 hours aft...
Sensitivity and Specificity Models, Biological Humans Predictive Value of Tests Male Early Diagnosis Machine Learning Area Under Curve Middle Aged False Negative Reactions Retrospective Studies Emergency Service, Hospital ROC Curve Urine Female Urinary Tract Infections False Positive Reactions
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Prediction of Overall Survival and Novel Classification of Patients with Gastric Cancer Using the Survival Recurrent Network.

Annals of surgical oncology Mar 1, 2018
BACKGROUND: Artificial neural networks (ANNs) have been applied to many prediction and classification problems, and could also be used to develop a prediction model of survival outcomes for cancer patients.
Forecasting Female Aged Stomach Neoplasms Survival Rate Humans Neural Networks, Computer Neoplasm Staging Models, Biological Gastrectomy Kaplan-Meier Estimate Chemotherapy, Adjuvant Male Middle Aged ROC Curve Area Under Curve
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Using Machine Learning to Improve the Prediction of Functional Outcome in Ischemic Stroke Patients.

IEEE/ACM transactions on computational biology and bioinformatics Mar 1, 2018
Ischemic stroke is a leading cause of disability and death worldwide among adults. The individual prognosis after stroke is extremely dependent on treatment decisions physicians take during the acute phase. In the last five years, several scores such...
Brain Ischemia Algorithms Diagnosis, Computer-Assisted Treatment Outcome Area Under Curve Humans Machine Learning
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Using support vector machine analysis to assess PartinMR: A new prediction model for organ-confined prostate cancer.

Journal of magnetic resonance imaging : JMRI Feb 13, 2018
BACKGROUND: Partin tables represent the most widely used predictive tool for prostate cancer stage at prostatectomy but with potential limitations.
Reproducibility of Results Aged Male Middle Aged Image Processing, Computer-Assisted Humans Software Algorithms Retrospective Studies Biopsy Observer Variation Proportional Hazards Models Support Vector Machine Magnetic Resonance Imaging Area Under Curve Prostatic Neoplasms
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