AIMC Topic: Influenza, Human

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A novel machine-learning-based infection screening system via 2013-2017 seasonal influenza patients' vital signs as training datasets.

The Journal of infection Feb 22, 2019
Adult Sensitivity and Specificity Male Middle Aged Aged Aged, 80 and over Young Adult Predictive Value of Tests Influenza, Human Vital Signs Clinical Decision Rules Humans Adolescent Machine Learning Child Female Mass Screening
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Estimation of the Basic Reproduction Number and Vaccination Coverage of Influenza in the United States (2017-18).

Journal of research in health sciences Sep 22, 2018
BACKGROUND: Determining the epidemic threshold parameter helps health providers calculate the coverage while guiding them in planning the process of vaccination strategy. Since the trend and mechanism of influenza is very similar in different countri...
Epidemics Vaccination Coverage Bayes Theorem Humans Influenza, Human Vaccination Health Services Needs and Demand United States Basic Reproduction Number
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Prediction of influenza-like illness based on the improved artificial tree algorithm and artificial neural network.

Scientific reports Mar 20, 2018
Because influenza is a contagious respiratory illness that seriously threatens public health, accurate real-time prediction of influenza outbreaks may help save lives. In this paper, we use the Twitter data set and the United States Centers for Disea...
Humans United States Influenza, Human Public Health Datasets as Topic Disease Outbreaks Centers for Disease Control and Prevention, U.S. Prevalence Neural Networks, Computer Computational Biology Algorithms Computer Simulation
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A review of influenza detection and prediction through social networking sites.

Theoretical biology & medical modelling Feb 1, 2018
Early prediction of seasonal epidemics such as influenza may reduce their impact in daily lives. Nowadays, the web can be used for surveillance of diseases. Search engines and social networking sites can be used to track trends of different diseases ...
Humans Neural Networks, Computer Machine Learning Influenza, Human Search Engine Social Networking Disease Outbreaks Predictive Value of Tests Internet
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Forecasting influenza-like illness dynamics for military populations using neural networks and social media.

PloS one Dec 15, 2017
This work is the first to take advantage of recurrent neural networks to predict influenza-like illness (ILI) dynamics from various linguistic signals extracted from social media data. Unlike other approaches that rely on timeseries analysis of histo...
Regression Analysis Social Media Influenza, Human Military Personnel Epidemiological Monitoring Machine Learning Forecasting Humans Time Factors Neural Networks, Computer United States
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Enhancing Seasonal Influenza Surveillance: Topic Analysis of Widely Used Medicinal Drugs Using Twitter Data.

Journal of medical Internet research Sep 12, 2017
BACKGROUND: Uptake of medicinal drugs (preventive or treatment) is among the approaches used to control disease outbreaks, and therefore, it is of vital importance to be aware of the counts or frequencies of most commonly used drugs and trending topi...
Drug Therapy Disease Outbreaks Social Media Influenza, Human Humans Machine Learning Public Health
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The effects of natural language processing on cross-institutional portability of influenza case detection for disease surveillance.

Applied clinical informatics May 31, 2017
OBJECTIVES: This study evaluates the accuracy and portability of a natural language processing (NLP) tool for extracting clinical findings of influenza from clinical notes across two large healthcare systems. Effectiveness is evaluated on how well NL...
Influenza, Human Academic Medical Centers Medical Informatics Epidemiological Monitoring Humans Electronic Health Records Public Health Natural Language Processing
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Predicting Zoonotic Risk of Influenza A Viruses from Host Tropism Protein Signature Using Random Forest.

International journal of molecular sciences May 25, 2017
Influenza A viruses remain a significant health problem, especially when a novel subtype emerges from the avian population to cause severe outbreaks in humans. Zoonotic viruses arise from the animal population as a result of mutations and reassortmen...
Humans Zoonoses Machine Learning Viral Tropism Host Specificity Models, Theoretical Databases, Genetic Area Under Curve Influenza, Human Retrospective Studies Disease Outbreaks Host-Pathogen Interactions Reproducibility of Results Influenza in Birds Viral Proteins Animals Birds Orthomyxoviridae Infections Influenza A virus
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Applying GIS and Machine Learning Methods to Twitter Data for Multiscale Surveillance of Influenza.

PloS one Jul 25, 2016
Traditional methods for monitoring influenza are haphazard and lack fine-grained details regarding the spatial and temporal dynamics of outbreaks. Twitter gives researchers and public health officials an opportunity to examine the spread of influenza...
Geography, Medical Humans Machine Learning Public Health Surveillance Disease Outbreaks Social Media Geographic Information Systems Influenza, Human United States
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Automatically quantifying the scientific quality and sensationalism of news records mentioning pandemics: validating a maximum entropy machine-learning model.

Journal of clinical epidemiology Mar 7, 2016
OBJECTIVE: To develop and validate a method for automatically quantifying the scientific quality and sensationalism of individual news records.
Severe Acute Respiratory Syndrome Humans Machine Learning Pandemics Influenza, Human Databases, Factual Information Dissemination Reproducibility of Results Influenza A Virus, H1N1 Subtype Sensitivity and Specificity Mass Media
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