AIMC Topic: Datasets as Topic

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Automatic knee meniscus tear detection and orientation classification with Mask-RCNN.

Diagnostic and interventional imaging Mar 23, 2019
PURPOSE: This work presents our contribution to a data challenge organized by the French Radiology Society during the Journées Francophones de Radiologie in October 2018. This challenge consisted in classifying MR images of the knee with respect to t...
Humans Neural Networks, Computer Magnetic Resonance Imaging Datasets as Topic Tibial Meniscus Injuries
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Evolution of Deep Convolutional Neural Networks Using Cartesian Genetic Programming.

Evolutionary computation Mar 22, 2019
The convolutional neural network (CNN), one of the deep learning models, has demonstrated outstanding performance in a variety of computer vision tasks. However, as the network architectures become deeper and more complex, designing CNN architectures...
Datasets as Topic Biological Evolution Neural Networks, Computer Algorithms Deep Learning
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LUADpp: an effective prediction model on prognosis of lung adenocarcinomas based on somatic mutational features.

BMC cancer Mar 22, 2019
BACKGROUND: Lung adenocarcinoma is the most common type of lung cancers. Whole-genome sequencing studies disclosed the genomic landscape of lung adenocarcinomas. however, it remains unclear if the genetic alternations could guide prognosis prediction...
Humans Computational Biology Support Vector Machine Biomarkers, Tumor Models, Biological Precision Medicine Mutation ROC Curve Survival Analysis Prognosis Feasibility Studies Lung Neoplasms Datasets as Topic Survival Rate Genomics Adenocarcinoma of Lung
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Large-scale network analysis reveals the sequence space architecture of antibody repertoires.

Nature communications Mar 21, 2019
The architecture of mouse and human antibody repertoires is defined by the sequence similarity networks of the clones that compose them. The major principles that define the architecture of antibody repertoires have remained largely unknown. Here, we...
Muramidase Amino Acid Motifs Single-Chain Antibodies Antigens Ovalbumin Animals Mice Peptide Library Immunization B-Lymphocytes Clone Cells Hepatitis B Surface Antigens Datasets as Topic Humans Neural Networks, Computer
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Five simultaneous artificial intelligence data challenges on ultrasound, CT, and MRI.

Diagnostic and interventional imaging Mar 15, 2019
PURPOSE: The goal of this data challenge was to create a structured dynamic with the following objectives: (1) teach radiologists the new rules of General Data Protection Regulation (GDPR), while building a large multicentric prospective database of ...
Humans Artificial Intelligence Ultrasonography Liver Neoplasms Magnetic Resonance Imaging Neoplasm Invasiveness Tomography, X-Ray Computed Breast Neoplasms Communication Thyroid Neoplasms Interprofessional Relations Datasets as Topic Thyroid Cartilage Computer Security Kidney Cortex Tibial Meniscus Injuries
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Development of an intelligent decision support system for ischemic stroke risk assessment in a population-based electronic health record database.

PloS one Mar 13, 2019
BACKGROUND: Intelligent decision support systems (IDSS) have been applied to tasks of disease management. Deep neural networks (DNNs) are artificial intelligent techniques to achieve high modeling power. The application of DNNs to large-scale data fo...
Taiwan Male Middle Aged Brain Ischemia Datasets as Topic Humans Electronic Health Records Deep Learning Female Prognosis Adolescent Young Adult Risk Assessment Retrospective Studies Incidence Adult Decision Support Systems, Clinical
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Predicting protein-peptide interaction sites using distant protein complexes as structural templates.

Scientific reports Mar 12, 2019
Protein-peptide interactions play an important role in major cellular processes, and are associated with several human diseases. To understand and potentially regulate these cellular function and diseases it is important to know the molecular details...
Protein Interaction Mapping Amino Acid Sequence Datasets as Topic Binding Sites Machine Learning Software Humans Peptides Molecular Docking Simulation Protein Binding Computational Biology Cluster Analysis Proteins
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Quantitative evaluation of ontology design patterns for combining pathology and anatomy ontologies.

Scientific reports Mar 11, 2019
Data are increasingly annotated with multiple ontologies to capture rich information about the features of the subject under investigation. Analysis may be performed over each ontology separately, but recently there has been a move to combine multipl...
Algorithms Female Animals Datasets as Topic Databases as Topic Semantics Biological Ontologies Male Aging Data Science Mice
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Predicting one-year outcome in first episode psychosis using machine learning.

PloS one Mar 7, 2019
BACKGROUND: Early illness course correlates with long-term outcome in psychosis. Accurate prediction could allow more focused intervention. Earlier intervention corresponds to significantly better symptomatic and functional outcomes. Our study object...
Glasgow Outcome Scale Datasets as Topic Employment Models, Psychological Male Female Humans Psychiatric Status Rating Scales Machine Learning Educational Status Adolescent Prospective Studies Young Adult Psychotic Disorders Prognosis Adult
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Significant improvement of miRNA target prediction accuracy in large datasets using meta-strategy based on comprehensive voting and artificial neural networks.

BMC genomics Feb 27, 2019
BACKGROUND: Identifying mRNA targets of miRNAs is critical for studying gene expression regulation at the whole-genome level. Multiple computational tools have been developed to predict miRNA:mRNA interactions. Nonetheless, many of these tools are de...
Datasets as Topic Gene Expression Regulation Neural Networks, Computer RNA, Messenger MicroRNAs
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