AIMC Topic: Area Under Curve

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Deep learning-enabled breast cancer hormonal receptor status determination from base-level H&E stains.

Nature communications Nov 16, 2020
For newly diagnosed breast cancer, estrogen receptor status (ERS) is a key molecular marker used for prognosis and treatment decisions. During clinical management, ERS is determined by pathologists from immunohistochemistry (IHC) staining of biopsied...
Neoplasm Grading Receptors, Steroid Breast Neoplasms Deep Learning Staining and Labeling Area Under Curve Humans Female
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Deep learning based DNA:RNA triplex forming potential prediction.

BMC bioinformatics Nov 12, 2020
BACKGROUND: Long non-coding RNAs (lncRNAs) can exert functions via forming triplex with DNA. The current methods in predicting the triplex formation mainly rely on mathematic statistic according to the base paring rules. However, these methods have t...
Area Under Curve DNA User-Computer Interface ROC Curve Models, Theoretical RNA, Long Noncoding Deep Learning
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Assessing the predictive ability of the Suicide Crisis Inventory for near-term suicidal behavior using machine learning approaches.

International journal of methods in psychiatric research Nov 9, 2020
OBJECTIVE: This study explores the prediction of near-term suicidal behavior using machine learning (ML) analyses of the Suicide Crisis Inventory (SCI), which measures the Suicide Crisis Syndrome, a presuicidal mental state.
Humans Machine Learning Suicidal Ideation ROC Curve Logistic Models Area Under Curve
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Prediction of enhancer-promoter interactions using the cross-cell type information and domain adversarial neural network.

BMC bioinformatics Nov 7, 2020
BACKGROUND: Enhancer-promoter interactions (EPIs) play key roles in transcriptional regulation and disease progression. Although several computational methods have been developed to predict such interactions, their performances are not satisfactory w...
Regulatory Sequences, Nucleic Acid ROC Curve Cell Line Area Under Curve Promoter Regions, Genetic Humans Neural Networks, Computer
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Deep decision support for lymph node metastatic risk evaluation.

EBioMedicine Nov 5, 2020
Humans Decision Support Techniques Risk Assessment Neoplasms Deep Learning Lymph Nodes Lymphatic Metastasis Area Under Curve Diagnostic Imaging
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Radiomic Detection of EGFR Mutations in NSCLC.

Cancer research Nov 4, 2020
Radiomics is defined as the use of automated or semi-automated post-processing and analysis of multiple features derived from imaging exams. Extracted features might generate models able to predict the molecular profile of solid tumors. The aim of th...
Algorithms Tomography, X-Ray Computed Female Reproducibility of Results Carcinoma, Non-Small-Cell Lung Area Under Curve Humans Mutation Machine Learning ErbB Receptors Male ROC Curve Lung Neoplasms Adenocarcinoma
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Deep learning classification of early normal-tension glaucoma and glaucoma suspects using Bruch's membrane opening-minimum rim width and RNFL.

Scientific reports Nov 4, 2020
We aimed to classify early normal-tension glaucoma (NTG) and glaucoma suspect (GS) using Bruch's membrane opening-minimum rim width (BMO-MRW), peripapillary retinal nerve fiber layer (RNFL), and the color classification of RNFL based on a deep-learni...
Humans Low Tension Glaucoma Image Processing, Computer-Assisted Area Under Curve Tomography, Optical Coherence Retina Diagnostic Techniques, Ophthalmological Glaucoma, Open-Angle Bruch Membrane Male Middle Aged Deep Learning ROC Curve Female Adult Intraocular Pressure
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Host variables confound gut microbiota studies of human disease.

Nature Nov 4, 2020
Low concordance between studies that examine the role of microbiota in human diseases is a pervasive challenge that limits the capacity to identify causal relationships between host-associated microorganisms and pathology. The risk of obtaining false...
Body Mass Index Gastrointestinal Microbiome RNA, Ribosomal, 16S Residence Characteristics Feces ROC Curve Diabetes Mellitus, Type 2 Disease Life Style Confounding Factors, Epidemiologic Area Under Curve Gastrointestinal Motility Alcohol Drinking Aged, 80 and over Young Adult Adult Male Middle Aged Diet Case-Control Studies Machine Learning Data Analysis Female Aged Humans
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Automatic Detection and Scoring of Kidney Stones on Noncontrast CT Images Using S.T.O.N.E. Nephrolithometry: Combined Deep Learning and Thresholding Methods.

Molecular imaging and biology Oct 27, 2020
PURPOSE: To develop and validate a deep learning and thresholding-based model for automatic kidney stone detection and scoring according to S.T.O.N.E. nephrolithometry.
Contrast Media Predictive Value of Tests Area Under Curve Pattern Recognition, Automated Severity of Illness Index Deep Learning Imaging, Three-Dimensional Kidney Calculi Algorithms Retrospective Studies Tomography, X-Ray Computed Female Aged Male Middle Aged Humans
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Style transfer strategy for developing a generalizable deep learning application in digital pathology.

Computer methods and programs in biomedicine Oct 25, 2020
BACKGROUND AND OBJECTIVES: Despite recent advances in artificial intelligence for medical images, the development of a robust deep learning model for identifying malignancy on pathology slides has been limited by problems related to substantial inter...
Deep Learning ROC Curve Area Under Curve Humans Neural Networks, Computer Artificial Intelligence
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