AIMC Journal:
Journal of biomedical informatics

Showing 451 to 460 of 650 articles

Chemical-induced disease relation extraction with dependency information and prior knowledge.

Journal of biomedical informatics Jul 11, 2018
Chemical-disease relation (CDR) extraction is significantly important to various areas of biomedical research and health care. Nowadays, many large-scale biomedical knowledge bases (KBs) containing triples about entity pairs and their relations have ...
False Positive Reactions Chemically-Induced Disorders Language Biomedical Research Models, Statistical Computational Biology Natural Language Processing Knowledge Bases Semantics Humans Neural Networks, Computer Machine Learning Algorithms Research Design Databases, Factual Precision Medicine
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A sequence-to-sequence model-based deep learning approach for recognizing activity of daily living for senior care.

Journal of biomedical informatics Jul 10, 2018
Ensuring the health and safety of independent-living senior citizens is a growing societal concern. Researchers have developed sensor based systems to monitor senior citizens' Activity of Daily Living (ADL), a set of daily activities that can indicat...
Neural Networks, Computer Algorithms Aged Disease Progression Monitoring, Ambulatory Humans Deep Learning Pattern Recognition, Automated Data Mining Assisted Living Facilities Activities of Daily Living Health Services for the Aged
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A detailed analysis of the Arden Syntax expression grammar.

Journal of biomedical informatics Jun 27, 2018
OBJECTIVE: The Arden Syntax for Medical Logic Systems is a standard for encoding and sharing medical knowledge in the form of Medical Logic Modules. To improve accessibility for clinicians, the originators of the standard deliberately designed Arden ...
Natural Language Processing Programming Languages Medical Informatics Linguistics Software
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A meta-learning framework using representation learning to predict drug-drug interaction.

Journal of biomedical informatics Jun 26, 2018
MOTIVATION: Predicting Drug-Drug Interaction (DDI) has become a crucial step in the drug discovery and development process, owing to the rise in the number of drugs co-administered with other drugs. Consequently, the usage of computational methods fo...
Drug Interactions Probability Computational Biology Supervised Machine Learning Software Technology, Pharmaceutical Drug-Related Side Effects and Adverse Reactions Drug Development Algorithms Predictive Value of Tests Drug Design Pharmaceutical Preparations
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Discovering hidden knowledge through auditing clinical diagnostic knowledge bases.

Journal of biomedical informatics Jun 22, 2018
OBJECTIVE: Evaluate potential for data mining auditing techniques to identify hidden concepts in diagnostic knowledge bases (KB). Improving completeness enhances KB applications such as differential diagnosis and patient case simulation.
Models, Statistical Humans Algorithms Data Mining Diagnosis, Differential Diagnosis, Computer-Assisted Machine Learning Expert Systems Bayes Theorem ROC Curve Medical Informatics Knowledge Bases
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Prediction task guided representation learning of medical codes in EHR.

Journal of biomedical informatics Jun 19, 2018
There have been rapidly growing applications using machine learning models for predictive analytics in Electronic Health Records (EHR) to improve the quality of hospital services and the efficiency of healthcare resource utilization. A fundamental an...
Natural Language Processing Medical Informatics Clinical Coding Humans Electronic Health Records Machine Learning Models, Statistical Software Regression Analysis Algorithms
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A study of generalizability of recurrent neural network-based predictive models for heart failure onset risk using a large and heterogeneous EHR data set.

Journal of biomedical informatics Jun 15, 2018
Recently, recurrent neural networks (RNNs) have been applied in predicting disease onset risks with Electronic Health Record (EHR) data. While these models demonstrated promising results on relatively small data sets, the generalizability and transfe...
Medical Informatics Humans Male Female Neural Networks, Computer Middle Aged Reproducibility of Results Databases, Factual Deep Learning Algorithms Case-Control Studies Aged Computer Simulation Logistic Models Aged, 80 and over Electronic Health Records Area Under Curve Heart Failure
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Learning a single-hidden layer feedforward neural network using a rank correlation-based strategy with application to high dimensional gene expression and proteomic spectra datasets in cancer detection.

Journal of biomedical informatics Jun 15, 2018
Methods based on microarrays (MA), mass spectrometry (MS), and machine learning (ML) algorithms have evolved rapidly in recent years, allowing for early detection of several types of cancer. A pitfall of these approaches, however, is the overfitting ...
Algorithms Neoplasms Proteomics Support Vector Machine Humans Neural Networks, Computer Gene Expression Oligonucleotide Array Sequence Analysis
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From lexical regularities to axiomatic patterns for the quality assurance of biomedical terminologies and ontologies.

Journal of biomedical informatics Jun 14, 2018
Ontologies and terminologies have been identified as key resources for the achievement of semantic interoperability in biomedical domains. The development of ontologies is performed as a joint work by domain experts and knowledge engineers. The maint...
Terminology as Topic Natural Language Processing Quality Control Programming Languages Medical Informatics Systematized Nomenclature of Medicine Biological Ontologies Pattern Recognition, Automated Language Reproducibility of Results Computational Biology Cluster Analysis Software Algorithms
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Letter to the Editor (Response from author): MeSH qualifiers, publication types and relation occurrence frequency are also useful for a better sentence-level extraction of biomedical relations.

Journal of biomedical informatics Jun 14, 2018
Research Design Language Data Mining Surgical Mesh Neural Networks, Computer
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