AIMC Topic:
ROC Curve

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Prediction of premature all-cause mortality in patients receiving peritoneal dialysis using modified artificial neural networks.

Aging May 13, 2021
Premature all-cause mortality is high in patients receiving peritoneal dialysis (PD). The accurate and early prediction of mortality is critical and difficult. Three prediction models, the logistic regression (LR) model, artificial neural network (AN...
Follow-Up Studies Models, Biological Multivariate Analysis Peritoneal Dialysis Mortality, Premature Neural Networks, Computer Female Aged Adult Humans Male Middle Aged ROC Curve Logistic Models Treatment Outcome
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Texture analysis of muscle MRI: machine learning-based classifications in idiopathic inflammatory myopathies.

Scientific reports May 10, 2021
To develop a machine learning (ML) model that predicts disease groups or autoantibodies in patients with idiopathic inflammatory myopathies (IIMs) using muscle MRI radiomics features. Twenty-two patients with dermatomyositis (DM), 14 with amyopathic ...
Humans Machine Learning Retrospective Studies Female Middle Aged Dermatomyositis Antibodies, Antinuclear Reproducibility of Results ROC Curve Image Interpretation, Computer-Assisted Antigens, Ly Aged Magnetic Resonance Imaging Muscles Adult Diagnosis, Differential Polymyositis Male Biopsy Urokinase-Type Plasminogen Activator
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COVID-Classifier: an automated machine learning model to assist in the diagnosis of COVID-19 infection in chest X-ray images.

Scientific reports May 10, 2021
Chest-X ray (CXR) radiography can be used as a first-line triage process for non-COVID-19 patients with pneumonia. However, the similarity between features of CXR images of COVID-19 and pneumonia caused by other infections makes the differential diag...
Radiography, Thoracic Thorax Reproducibility of Results Humans SARS-CoV-2 Machine Learning ROC Curve COVID-19 Diagnosis, Differential
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Development and Validation of Machine Learning Models to Predict Admission From Emergency Department to Inpatient and Intensive Care Units.

Annals of emergency medicine May 8, 2021
STUDY OBJECTIVE: This study aimed to develop and validate 2 machine learning models that use historical and current-visit patient data from electronic health records to predict the probability of patient admission to either an inpatient unit or ICU a...
Emergency Service, Hospital Retrospective Studies Female Hospitalization Aged Adult Male Middle Aged Risk Assessment ROC Curve Humans Machine Learning Databases, Factual
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Drug repurposing for hyperlipidemia associated disorders: An integrative network biology and machine learning approach.

Computational biology and chemistry May 7, 2021
Hyperlipidemia causes diseases like cardiovascular disease, cancer, Type II Diabetes and Alzheimer's disease. Drugs that specifically target HL associated diseases are required for treatment. 34 KEGG pathways targeted by lipid lowering drugs were use...
ROC Curve Computational Biology Humans Drug Repositioning Hyperlipidemias Neural Networks, Computer Machine Learning
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ai-corona: Radiologist-assistant deep learning framework for COVID-19 diagnosis in chest CT scans.

PloS one May 7, 2021
The development of medical assisting tools based on artificial intelligence advances is essential in the global fight against COVID-19 outbreak and the future of medical systems. In this study, we introduce ai-corona, a radiologist-assistant deep lea...
Pneumonia Area Under Curve Radiologists SARS-CoV-2 Thorax RNA, Viral Humans Sensitivity and Specificity Deep Learning COVID-19 Reverse Transcriptase Polymerase Chain Reaction Databases, Factual ROC Curve Tomography, X-Ray Computed
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Pure Ion Chromatograms Combined with Advanced Machine Learning Methods Improve Accuracy of Discriminant Models in LC-MS-Based Untargeted Metabolomics.

Molecules (Basel, Switzerland) May 5, 2021
Untargeted metabolomics based on liquid chromatography coupled with mass spectrometry (LC-MS) can detect thousands of features in samples and produce highly complex datasets. The accurate extraction of meaningful features and the building of discrimi...
Metabolomics Chromatography, Liquid Principal Component Analysis Discriminant Analysis Colonic Neoplasms Humans Male Machine Learning Middle Aged Data Analysis ROC Curve Algorithms Tandem Mass Spectrometry Models, Theoretical
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Machine learning-based mortality prediction model for heat-related illness.

Scientific reports May 4, 2021
In this study, we aimed to develop and validate a machine learning-based mortality prediction model for hospitalized heat-related illness patients. After 2393 hospitalized patients were extracted from a multicentered heat-related illness registry in ...
Intensive Care Units Female Aged Male Middle Aged Humans Machine Learning Prognosis Area Under Curve Registries Japan APACHE Hot Temperature Length of Stay Hospital Mortality ROC Curve Logistic Models Support Vector Machine
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Machine learning based models for prediction of subtype diagnosis of primary aldosteronism using blood test.

Scientific reports May 4, 2021
Primary aldosteronism (PA) is associated with an increased risk of cardiometabolic diseases, especially in unilateral subtype. Despite its high prevalence, the case detection rate of PA is limited, partly because of no clinical models available in ge...
ROC Curve Logistic Models Support Vector Machine Female Humans Hyperaldosteronism Aged Machine Learning Workflow Adult Biomarkers Supervised Machine Learning Prognosis Male Disease Management Middle Aged Blood Chemical Analysis
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Projecting COVID-19 disease severity in cancer patients using purposefully-designed machine learning.

BMC infectious diseases May 4, 2021
BACKGROUND: Accurately predicting outcomes for cancer patients with COVID-19 has been clinically challenging. Numerous clinical variables have been retrospectively associated with disease severity, but the predictive value of these variables, and how...
Retrospective Studies Female Risk Factors Aged Aged, 80 and over Humans Machine Learning COVID-19 Severity of Illness Index Algorithms Male ROC Curve Prognosis Decision Support Systems, Clinical Middle Aged Area Under Curve Neoplasms New York City Respiration, Artificial Comorbidity
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