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Evaluation of a Machine Learning-Based Prognostic Model for Unrelated Hematopoietic Cell Transplantation Donor Selection.

Biology of blood and marrow transplantation : journal of the American Society for Blood and Marrow Transplantation Feb 2, 2018
The survival of patients undergoing hematopoietic cell transplantation (HCT) from unrelated donors for acute leukemia exhibits considerable variation, even after stringent genetic matching. To improve the donor selection process, we attempted to crea...
(3)
Humans Machine Learning Algorithms Unrelated Donors Prognosis Survival Rate Predictive Value of Tests Acute Disease Hematopoietic Stem Cell Transplantation Donor Selection Leukemia
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Artificial Intelligence and Radiology: Collaboration Is Key.

Journal of the American College of Radiology : JACR Feb 2, 2018
Algorithms Forecasting Decision Support Techniques Humans Deep Learning Artificial Intelligence Radiographic Image Interpretation, Computer-Assisted Radiology Information Systems Optimism
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GWAS-based machine learning approach to predict duloxetine response in major depressive disorder.

Journal of psychiatric research Feb 2, 2018
Major depressive disorder (MDD) is one of the most prevalent psychiatric disorders and is commonly treated with antidepressant drugs. However, large variability is observed in terms of response to antidepressants. Machine learning (ML) models may be ...
(1)
Serotonin and Noradrenaline Reuptake Inhibitors Humans Polymorphism, Single Nucleotide Middle Aged Support Vector Machine Prognosis Depressive Disorder, Major Outcome Assessment, Health Care Genome-Wide Association Study Duloxetine Hydrochloride Female Adult Sensitivity and Specificity Male
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Prediction of Occult Invasive Disease in Ductal Carcinoma in Situ Using Deep Learning Features.

Journal of the American College of Radiology : JACR Feb 2, 2018
PURPOSE: The aim of this study was to determine whether deep features extracted from digital mammograms using a pretrained deep convolutional neural network are prognostic of occult invasive disease for patients with ductal carcinoma in situ (DCIS) o...
Deep Learning Mammography Neoplasm Staging Carcinoma, Intraductal, Noninfiltrating Adult Breast Neoplasms Middle Aged Monte Carlo Method Biopsy, Large-Core Needle Carcinoma in Situ Humans Neural Networks, Computer Prognosis Retrospective Studies Female Aged
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Machine Learning in Medical Imaging.

Journal of the American College of Radiology : JACR Feb 2, 2018
Advances in both imaging and computers have synergistically led to a rapid rise in the potential use of artificial intelligence in various radiological imaging tasks, such as risk assessment, detection, diagnosis, prognosis, and therapy response, as ...
Humans Machine Learning Forecasting Decision Support Techniques Data Mining Terminology as Topic Precision Medicine Deep Learning Radiology
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Predicting suicidal ideation in primary care: An approach to identify easily assessable key variables.

General hospital psychiatry Feb 2, 2018
OBJECTIVE: To obtain predictors of suicidal ideation, which can also be used for an indirect assessment of suicidal ideation (SI). To create a classifier for SI based on variables of the Patient Health Questionnaire (PHQ) and sociodemographic variabl...
Pattern Recognition, Automated Humans Depressive Disorder Neural Networks, Computer Somatoform Disorders Prognosis Suicidal Ideation Male Primary Health Care Female Support Vector Machine Middle Aged Adult Risk Assessment Cross-Sectional Studies Anxiety Disorders
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A novel selection method of seismic attributes based on gray relational degree and support vector machine.

PloS one Feb 2, 2018
The selection of seismic attributes is a key process in reservoir prediction because the prediction accuracy relies on the reliability and credibility of the seismic attributes. However, effective selection method for useful seismic attributes is sti...
Support Vector Machine Humans Algorithms
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Interaction of Vitamin E Intake and Pro12Ala Polymorphism of PPARG with Adiponectin Levels.

Journal of nutrigenetics and nutrigenomics Feb 2, 2018
BACKGROUND/AIM: One of the beneficial effects associated with vitamin E intake is the enhancement of peroxisome proliferator-activated receptor gamma (PPARĪ³) activity and the consequent upregulation of adiponectin expression. The aim of this study wa...
Adolescent Vitamin E Adult Polymorphism, Single Nucleotide Humans Adiponectin Cross-Sectional Studies Genotype Amino Acid Substitution Female Male Nutrigenomics Young Adult Middle Aged PPAR gamma
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Deep Learning in Neuroradiology.

AJNR. American journal of neuroradiology Feb 1, 2018
Deep learning is a form of machine learning using a convolutional neural network architecture that shows tremendous promise for imaging applications. It is increasingly being adapted from its original demonstration in computer vision applications to ...
(3)
Deep Learning Radiology Neuroimaging Neurology Humans
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Deep learning approaches for detection and removal of ghosting artifacts in MR spectroscopy.

Magnetic resonance in medicine Feb 1, 2018
Brain Computer Simulation Deep Learning Image Processing, Computer-Assisted Humans Neural Networks, Computer Algorithms Image Enhancement Signal-To-Noise Ratio Magnetic Resonance Spectroscopy Normal Distribution Healthy Volunteers Artifacts Gray Matter
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