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Literature DB >> 27042689

Social Media, Big Data, and Mental Health: Current Advances and Ethical Implications.

Abstract

Mental health (including substance abuse) is the fifth greatest contributor to the global burden of disease, with an economic cost estimated to be US $2.5 trillion in 2010, and expected to double by 2030. Developing information systems to support and strengthen population-level mental health monitoring forms a core part of the World Health Organization's Comprehensive Action Plan 2013-2020. In this paper, we review recent work that utilizes social media "big data" in conjunction with associated technologies like natural language processing and machine learning to address pressing problems in population-level mental health surveillance and research, focusing both on technological advances and core ethical challenges.

Entities: Chemical Disease Species

Year: 2016 PMID： 27042689 PMCID： PMC4815031 DOI： 10.1016/j.copsyc.2016.01.004

Source DB: PubMed Journal: Curr Opin Psychol ISSN： 2352-250X

31 in total

Review 1. Ethical issues in qualitative research on internet communities.

Authors: G Eysenbach; J E Till
Journal: BMJ Date: 2001-11-10

2. Automatic personality assessment through social media language.

Authors: Gregory Park; H Andrew Schwartz; Johannes C Eichstaedt; Margaret L Kern; Michal Kosinski; David J Stillwell; Lyle H Ungar; Martin E P Seligman
Journal: J Pers Soc Psychol Date: 2014-11-03

3. Infodemiology and infoveillance: framework for an emerging set of public health informatics methods to analyze search, communication and publication behavior on the Internet.

Authors: Gunther Eysenbach
Journal: J Med Internet Res Date: 2009-03-27 Impact factor: 5.428

4. Detecting influenza epidemics using search engine query data.

Authors: Jeremy Ginsberg; Matthew H Mohebbi; Rajan S Patel; Lynnette Brammer; Mark S Smolinski; Larry Brilliant
Journal: Nature Date: 2009-02-19 Impact factor: 49.962

5. Sentiment Analysis of Suicide Notes: A Shared Task.

Authors: John P Pestian; Pawel Matykiewicz; Michelle Linn-Gust; Brett South; Ozlem Uzuner; Jan Wiebe; K Bretonnel Cohen; John Hurdle; Christopher Brew
Journal: Biomed Inform Insights Date: 2012-01-30

Review 6. New digital technologies for the surveillance of infectious diseases at mass gathering events.

Authors: E O Nsoesie; S A Kluberg; S R Mekaru; M S Majumder; K Khan; S I Hay; J S Brownstein
Journal: Clin Microbiol Infect Date: 2014-12-31 Impact factor: 8.067

7. Digital drug safety surveillance: monitoring pharmaceutical products in twitter.

Authors: Clark C Freifeld; John S Brownstein; Christopher M Menone; Wenjie Bao; Ross Filice; Taha Kass-Hout; Nabarun Dasgupta
Journal: Drug Saf Date: 2014-05 Impact factor: 5.606

8. Ethical issues in using Twitter for public health surveillance and research: developing a taxonomy of ethical concepts from the research literature.

Authors: Mike Conway
Journal: J Med Internet Res Date: 2014-12-22 Impact factor: 5.428

9. The burden attributable to mental and substance use disorders as risk factors for suicide: findings from the Global Burden of Disease Study 2010.

Authors: Alize J Ferrari; Rosana E Norman; Greg Freedman; Amanda J Baxter; Jane E Pirkis; Meredith G Harris; Andrew Page; Emily Carnahan; Louisa Degenhardt; Theo Vos; Harvey A Whiteford
Journal: PLoS One Date: 2014-04-02 Impact factor: 3.240

10. A cross-sectional examination of marketing of electronic cigarettes on Twitter.

Authors: Jidong Huang; Rachel Kornfield; Glen Szczypka; Sherry L Emery
Journal: Tob Control Date: 2014-07 Impact factor: 7.552

41 in total

1. Tracking Health Related Discussions on Reddit for Public Health Applications.

Authors: Albert Park; Mike Conway
Journal: AMIA Annu Symp Proc Date: 2018-04-16

Review 2. Evolving Role and Future Directions of Natural Language Processing in Gastroenterology.

Authors: Fredy Nehme; Keith Feldman
Journal: Dig Dis Sci Date: 2020-02-27 Impact factor: 3.199

3. Digital Technologies for Emotion-Regulation Assessment and Intervention: A Conceptual Review.

Authors: Alexandra H Bettis; Taylor A Burke; Jacqueline Nesi; Richard T Liu
Journal: Clin Psychol Sci Date: 2021-06-03

4. A Social Media Study on Demographic Differences in Perceived Job Satisfaction.

Authors: Koustuv Saha; Asra Yousuf; Louis Hickman; Pranshu Gupta; Louis Tay; Munmun DE Choudhury
Journal: Proc ACM Hum Comput Interact Date: 2021-04-22

5. Opportunities and challenges of using social media big data to assess mental health consequences of the COVID-19 crisis and future major events.

Authors: Martin Tušl; Anja Thelen; Kailing Marcus; Alexandra Peters; Evgeniya Shalaeva; Benjamin Scheckel; Martin Sykora; Suzanne Elayan; John A Naslund; Ketan Shankardass; Stephen J Mooney; Marta Fadda; Oliver Gruebner
Journal: Discov Ment Health Date: 2022-06-27

6. Examining Thematic Similarity, Difference, and Membership in Three Online Mental Health Communities from Reddit: A Text Mining and Visualization Approach.

Authors: Albert Park; Mike Conway; Annie T Chen
Journal: Comput Human Behav Date: 2017-09-06