AIMC Topic: Area Under Curve

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Prostate cancer detection using residual networks.

International journal of computer assisted radiology and surgery Apr 10, 2019
PURPOSE: To automatically identify regions where prostate cancer is suspected on multi-parametric magnetic resonance images (mp-MRI).
Diffusion Magnetic Resonance Imaging Humans Neural Networks, Computer Male Disease Progression Diagnosis, Computer-Assisted Area Under Curve Prostatic Neoplasms
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Statistical characterization and classification of colon microarray gene expression data using multiple machine learning paradigms.

Computer methods and programs in biomedicine Apr 10, 2019
OBJECTIVE: A colon microarray data is a repository of thousands of gene expressions with different strengths for each cancer cell. It is necessary to detect which genes are responsible for cancer growth. This study presents an exhaustive comparative ...
Gene Expression Profiling Logistic Models Support Vector Machine Models, Statistical Neural Networks, Computer Machine Learning Sensitivity and Specificity Colon Discriminant Analysis Colonic Neoplasms Risk Normal Distribution Regression Analysis Decision Trees Area Under Curve Bayes Theorem Humans Oncogenes Tissue Array Analysis
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A Deep Neural Network-Based Method for Early Detection of Osteoarthritis Using Statistical Data.

International journal of environmental research and public health Apr 10, 2019
A large number of people suffer from certain types of osteoarthritis, such as knee, hip, and spine osteoarthritis. A correct prediction of osteoarthritis is an essential step to effectively diagnose and prevent severe osteoarthritis. Osteoarthritis i...
Early Diagnosis Middle Aged Deep Learning Area Under Curve Osteoarthritis Humans Algorithms
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An Equation Based on Fuzzy Mathematics to Assess the Timing of Haemodialysis Initiation.

Scientific reports Apr 10, 2019
In order to develop an equation that integrates multiple clinical factors including signs and symptoms associated with uraemia to assess the initiation of dialysis, we conducted a retrospective cohort study including 25 haemodialysis centres in Mainl...
Female Aged Adult Male Humans Neural Networks, Computer Retrospective Studies Middle Aged Renal Dialysis Time Factors ROC Curve Logistic Models Glomerular Filtration Rate Area Under Curve Kidney Failure, Chronic
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Enhanced early prediction of clinically relevant neonatal hyperbilirubinemia with machine learning.

Pediatric research Mar 31, 2019
BACKGROUND: Machine learning models may enhance the early detection of clinically relevant hyperbilirubinemia based on patient information available in every hospital.
Retrospective Studies Infant, Premature Area Under Curve Male Female Gestational Age Internet ROC Curve Hyperbilirubinemia, Neonatal Humans Infant, Newborn Phototherapy Longitudinal Studies Machine Learning Sensitivity and Specificity Bilirubin Regression Analysis
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Selene: a PyTorch-based deep learning library for sequence data.

Nature methods Mar 28, 2019
To enable the application of deep learning in biology, we present Selene (https://selene.flatironinstitute.org/), a PyTorch-based deep learning library for fast and easy development, training, and application of deep learning model architectures for ...
Mutagenesis Humans Normal Distribution Gene Library Area Under Curve Neural Networks, Computer Genomics Mutation Software Computational Biology Alzheimer Disease Algorithms Sequence Analysis, DNA Programming Languages Deep Learning Models, Statistical
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GO functional similarity clustering depends on similarity measure, clustering method, and annotation completeness.

BMC bioinformatics Mar 27, 2019
BACKGROUND: Biological knowledge, and therefore Gene Ontology annotation sets, for human genes is incomplete. Recent studies have reported that biases in available GO annotations result in biased estimates of functional similarities of genes, but it ...
Algorithms Computational Biology Cluster Analysis Area Under Curve Semantics Molecular Sequence Annotation Gene Ontology Humans
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A multi hidden recurrent neural network with a modified grey wolf optimizer.

PloS one Mar 27, 2019
Identifying university students' weaknesses results in better learning and can function as an early warning system to enable students to improve. However, the satisfaction level of existing systems is not promising. New and dynamic hybrid systems are...
Humans Logistic Models Neural Networks, Computer Area Under Curve Algorithms ROC Curve
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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.
Humans Deep Learning ROC Curve Drainage Neural Networks, Computer Radiography Male Area Under Curve Retrospective Studies Image-Guided Biopsy Middle Aged Female Biopsy, Needle Lung Sensitivity and Specificity Pneumothorax Diagnosis, Computer-Assisted
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Application of deep learning to the diagnosis of cervical lymph node metastasis from thyroid cancer with CT.

European radiology Mar 15, 2019
PURPOSE: To develop a deep learning-based computer-aided diagnosis (CAD) system for use in the CT diagnosis of cervical lymph node metastasis (LNM) in patients with thyroid cancer.
Diagnosis, Computer-Assisted Deep Learning Thyroid Neoplasms Neck Lymphatic Metastasis Tomography, X-Ray Computed Area Under Curve Female Radiographic Image Interpretation, Computer-Assisted Sensitivity and Specificity Humans Male Neural Networks, Computer Algorithms Retrospective Studies
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