AIMC Topic: Social Media

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Identifying tweets of personal health experience through word embedding and LSTM neural network.

BMC bioinformatics Jun 13, 2018
BACKGROUND: As Twitter has become an active data source for health surveillance research, it is important that efficient and effective methods are developed to identify tweets related to personal health experience. Conventional classification algorit...
Vocabulary Health Neural Networks, Computer Algorithms Social Media Humans
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Semi-Supervised Recurrent Neural Network for Adverse Drug Reaction mention extraction.

BMC bioinformatics Jun 13, 2018
BACKGROUND: Social media is a useful platform to share health-related information due to its vast reach. This makes it a good candidate for public-health monitoring tasks, specifically for pharmacovigilance. We study the problem of extraction of Adve...
Drug-Related Side Effects and Adverse Reactions Humans Databases as Topic Neural Networks, Computer Information Storage and Retrieval Social Media Supervised Machine Learning
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Medical concept normalization in social media posts with recurrent neural networks.

Journal of biomedical informatics Jun 12, 2018
Text mining of scientific libraries and social media has already proven itself as a reliable tool for drug repurposing and hypothesis generation. The task of mapping a disease mention to a concept in a controlled vocabulary, typically to the standard...
Neural Networks, Computer Medical Informatics Pharmaceutical Preparations Semantics Linguistics Data Mining Unified Medical Language System Social Media Social Networking Probability Natural Language Processing
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Solution to Detect, Classify, and Report Illicit Online Marketing and Sales of Controlled Substances via Twitter: Using Machine Learning and Web Forensics to Combat Digital Opioid Access.

Journal of medical Internet research Apr 27, 2018
BACKGROUND: On December 6 and 7, 2017, the US Department of Health and Human Services (HHS) hosted its first Code-a-Thon event aimed at leveraging technology and data-driven solutions to help combat the opioid epidemic. The authors—an interdisciplina...
Machine Learning Social Media Internet Humans Prescription Drug Misuse Controlled Substances Analgesics, Opioid Pharmaceutical Services, Online Marketing
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Malay sentiment analysis based on combined classification approaches and Senti-lexicon algorithm.

PloS one Apr 23, 2018
Sentiment analysis techniques are increasingly exploited to categorize the opinion text to one or more predefined sentiment classes for the creation and automated maintenance of review-aggregation websites. In this paper, a Malay sentiment analysis c...
Knowledge Attitude to Computers Semantics Attitude User-Computer Interface Models, Theoretical Malaysia Emotions Social Media Machine Learning Supervised Machine Learning Algorithms Humans Language
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Understanding the Patterns of Health Information Dissemination on Social Media during the Zika Outbreak.

AMIA ... Annual Symposium proceedings. AMIA Symposium Apr 16, 2018
Social media are important platforms for risk communication during public health crises. Effective dissemination of accurate, relevant, and up-to-date health information is important for the public to raise awareness and develop risk management strat...
Information Dissemination Zika Virus Communication Risk Humans Zika Virus Infection Disease Outbreaks Consumer Health Information Machine Learning Social Media Public Health Practice
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Hybrid Semantic Analysis for Mapping Adverse Drug Reaction Mentions in Tweets to Medical Terminology.

AMIA ... Annual Symposium proceedings. AMIA Symposium Apr 16, 2018
Social networks, such as Twitter, have become important sources for active monitoring of user-reported adverse drug reactions (ADRs). Automatic extraction of ADR information can be crucial for healthcare providers, drug manufacturers, and consumers. ...
Humans Drug-Related Side Effects and Adverse Reactions Social Media Semantics Crowdsourcing Pharmacovigilance Terminology as Topic Information Storage and Retrieval Unified Medical Language System Natural Language Processing Software Algorithms
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Humanitarian health computing using artificial intelligence and social media: A narrative literature review.

International journal of medical informatics Jan 31, 2018
INTRODUCTION: According to the World Health Organization (WHO), over 130 million people are in constant need of humanitarian assistance due to natural disasters, disease outbreaks, and conflicts, among other factors. These health crises can compromis...
Altruism Artificial Intelligence Public Health Social Media Narration World Health Organization Mathematical Computing Humans
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Framework for Infectious Disease Analysis: A comprehensive and integrative multi-modeling approach to disease prediction and management.

Health informatics journal Dec 27, 2017
The impact of infectious disease on human populations is a function of many factors including environmental conditions, vector dynamics, transmission mechanics, social and cultural behaviors, and public policy. A comprehensive framework for disease m...
Forecasting Population Surveillance Social Media Humans Natural Language Processing Machine Learning Communicable Disease Control Models, Organizational
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A New Delay Connection for Long Short-Term Memory Networks.

International journal of neural systems Dec 17, 2017
Connections play a crucial role in neural network (NN) learning because they determine how information flows in NNs. Suitable connection mechanisms may extensively enlarge the learning capability and reduce the negative effect of gradient problems. I...
Neural Networks, Computer Machine Learning Language Social Media
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