AIMC Topic: ROC Curve

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Knowledge-based reconstruction for measurement of right ventricular volumes on cardiovascular magnetic resonance images in a mixed population.

Congenital heart disease Jun 5, 2017
OBJECTIVE: Follow-up of right ventricular performance is important for patients with congenital heart disease. Cardiac magnetic resonance imaging is optimal for this purpose. However, observer-dependency of manual analysis of right ventricular volume...
Young Adult Adult Male Adolescent Humans Retrospective Studies Female Reproducibility of Results Knowledge Bases Image Interpretation, Computer-Assisted Heart Defects, Congenital Magnetic Resonance Imaging, Cine Cardiac Volume Child ROC Curve Follow-Up Studies Heart Ventricles
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Abnormal regional homogeneity as a potential imaging biomarker for adolescent-onset schizophrenia: A resting-state fMRI study and support vector machine analysis.

Schizophrenia research Jun 3, 2017
OBJECTIVE: Structural and functional abnormalities have been reported in the brain of patients with adolescent-onset schizophrenia (AOS). The brain regional functional synchronization in patients with AOS remains unclear.
Case-Control Studies Adolescent ROC Curve Support Vector Machine Humans Schizophrenia Brain Rest Female Neural Pathways Male Magnetic Resonance Imaging Brain Mapping
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Medical image classification based on multi-scale non-negative sparse coding.

Artificial intelligence in medicine May 27, 2017
With the rapid development of modern medical imaging technology, medical image classification has become more and more important in medical diagnosis and clinical practice. Conventional medical image classification algorithms usually neglect the sema...
Predictive Value of Tests Diagnostic Imaging Humans Image Interpretation, Computer-Assisted Artificial Intelligence Pattern Recognition, Automated ROC Curve
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Classification of Paediatric Inflammatory Bowel Disease using Machine Learning.

Scientific reports May 25, 2017
Paediatric inflammatory bowel disease (PIBD), comprising Crohn's disease (CD), ulcerative colitis (UC) and inflammatory bowel disease unclassified (IBDU) is a complex and multifactorial condition with increasing incidence. An accurate diagnosis of PI...
Supervised Machine Learning Models, Theoretical Age Factors Cluster Analysis Unsupervised Machine Learning Infant, Newborn Reproducibility of Results Male Infant Adolescent Child, Preschool Child ROC Curve Humans Machine Learning Inflammatory Bowel Diseases Female
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Development of machine learning models for diagnosis of glaucoma.

PloS one May 23, 2017
The study aimed to develop machine learning models that have strong prediction power and interpretability for diagnosis of glaucoma based on retinal nerve fiber layer (RNFL) thickness and visual field (VF). We collected various candidate features fro...
Datasets as Topic Visual Field Tests ROC Curve Humans Adult Decision Trees Glaucoma Male Area Under Curve Machine Learning Middle Aged Retina Female Diagnosis, Computer-Assisted
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Precision Radiology: Predicting longevity using feature engineering and deep learning methods in a radiomics framework.

Scientific reports May 10, 2017
Precision medicine approaches rely on obtaining precise knowledge of the true state of health of an individual patient, which results from a combination of their genetic risks and environmental exposures. This approach is currently limited by the lac...
Humans Phenotype Precision Medicine ROC Curve Image Processing, Computer-Assisted Area Under Curve Diagnostic Imaging Radiology Tomography, X-Ray Computed Reproducibility of Results Risk Factors Deep Learning Task Performance and Analysis Kaplan-Meier Estimate Mortality Longevity
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Dysphonic Voice Pattern Analysis of Patients in Parkinson's Disease Using Minimum Interclass Probability Risk Feature Selection and Bagging Ensemble Learning Methods.

Computational and mathematical methods in medicine May 3, 2017
Analysis of quantified voice patterns is useful in the detection and assessment of dysphonia and related phonation disorders. In this paper, we first study the linear correlations between 22 voice parameters of fundamental frequency variability, ampl...
Logistic Models Humans Support Vector Machine Machine Learning Parkinson Disease Algorithms Voice ROC Curve
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Differentiation of Enhancing Glioma and Primary Central Nervous System Lymphoma by Texture-Based Machine Learning.

AJNR. American journal of neuroradiology Apr 27, 2017
BACKGROUND AND PURPOSE: Accurate preoperative differentiation of primary central nervous system lymphoma and enhancing glioma is essential to avoid unnecessary neurosurgical resection in patients with primary central nervous system lymphoma. The purp...
Central Nervous System Neoplasms Magnetic Resonance Imaging Diagnosis, Differential Image Interpretation, Computer-Assisted Humans Image Enhancement Algorithms Middle Aged Glioma Female ROC Curve Support Vector Machine Adult Lymphoma Sensitivity and Specificity Male
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Deep Learning at Chest Radiography: Automated Classification of Pulmonary Tuberculosis by Using Convolutional Neural Networks.

Radiology Apr 24, 2017
Purpose To evaluate the efficacy of deep convolutional neural networks (DCNNs) for detecting tuberculosis (TB) on chest radiographs. Materials and Methods Four deidentified HIPAA-compliant datasets were used in this study that were exempted from revi...
Retrospective Studies Sensitivity and Specificity ROC Curve Tuberculosis, Pulmonary Radiography, Thoracic Humans Neural Networks, Computer Algorithms
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Metastasis detection from whole slide images using local features and random forests.

Cytometry. Part A : the journal of the International Society for Analytical Cytology Apr 20, 2017
Digital pathology has led to a demand for automated detection of regions of interest, such as cancerous tissue, from scanned whole slide images. With accurate methods using image analysis and machine learning, significant speed-up, and savings in cos...
Humans Machine Learning Software Lymphocytes Image Interpretation, Computer-Assisted Cell Nucleus Histocytochemistry Eosine Yellowish-(YS) Hematoxylin Female ROC Curve Adult Lymph Nodes Breast Neoplasms Lymphatic Metastasis Middle Aged Area Under Curve
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