AI Medical Compendium Topic:
Social Media

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A murdered teen, two million tweets and an experiment to fight gun violence.

Nature Sep 1, 2018
Humans Firearms Violence Grief Drug Overdose Risk Heroin Dependence Aggression Chicago Homicide Anger Male Adolescent Social Media Motivation Adolescent Behavior Female Reproducibility of Results Young Adult Artificial Intelligence Machine Learning
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Could Social Bots Pose a Threat to Public Health?

American journal of public health Aug 1, 2018
Humans Artificial Intelligence Internet Psychology, Social Public Health Social Media
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Machine learning for tracking illegal wildlife trade on social media.

Nature ecology & evolution Mar 1, 2018
Conservation of Natural Resources Animals, Wild Social Media Machine Learning Animals
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AI opens new frontier for suicide prevention.

CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne Jan 29, 2018
Social Media Artificial Intelligence Suicide Prevention Humans
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Mining e-cigarette adverse events in social media using Bi-LSTM recurrent neural network with word embedding representation.

Journal of the American Medical Informatics Association : JAMIA Jan 1, 2018
OBJECTIVE: Recent years have seen increased worldwide popularity of e-cigarette use. However, the risks of e-cigarettes are underexamined. Most e-cigarette adverse event studies have achieved low detection rates due to limited subject sample sizes in...
Neural Networks, Computer Semantics Social Media Vaping Data Mining Humans Electronic Nicotine Delivery Systems
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Machine Learning, Sentiment Analysis, and Tweets: An Examination of Alzheimer's Disease Stigma on Twitter.

The journals of gerontology. Series B, Psychological sciences and social sciences Sep 1, 2017
OBJECTIVES: Social scientists need practical methods for harnessing large, publicly available datasets that inform the social context of aging. We describe our development of a semi-automated text coding method and use a content analysis of Alzheimer...
Female Aged Male United States Aged, 80 and over Humans Public Opinion Data Mining Machine Learning Ageism Social Media Algorithms Alzheimer Disease Disability Evaluation Social Stigma
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AI in Action: How algorithms can analyze the mood of the masses.

Science (New York, N.Y.) Jul 7, 2017
Social Media Affect Mass Behavior Machine Learning Humans Algorithms
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Learning about individuals' health from aggregate data.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2017
There is growing awareness that user-generated social media content contains valuable health-related information and is more convenient to collect than typical health data. For example, Twitter has been employed to predict aggregate-level outcomes, s...
Health Records, Personal Algorithms Humans Social Media Machine Learning
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Identifying personal health experience tweets with deep neural networks.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2017
Twitter, as a social media platform, has become an increasingly useful data source for health surveillance studies, and personal health experiences shared on Twitter provide valuable information to the surveillance. Twitter data are known for their i...
Neural Networks, Computer Internet Social Media
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Deep learning for pharmacovigilance: recurrent neural network architectures for labeling adverse drug reactions in Twitter posts.

Journal of the American Medical Informatics Association : JAMIA Jul 1, 2017
OBJECTIVE: Social media is an important pharmacovigilance data source for adverse drug reaction (ADR) identification. Human review of social media data is infeasible due to data quantity, thus natural language processing techniques are necessary. Soc...
Drug-Related Side Effects and Adverse Reactions Pharmacovigilance Machine Learning Social Media Natural Language Processing Humans Neural Networks, Computer
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