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Big Data, Computational Social Science, and Health Communication: A Review and Agenda for Advancing Theory
16 references·5 citing·49 second hop
Big Data, Computational Social Science, and Health Communication: A Review and Agenda for Advancing Theory (2018)Big Data, Computational Social Science, a…Applying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology (2018)Applying LDA Topic Modeling i…Instagram photos reveal predictive markers of depression (2017)Instagram photos reveal predi…Psychological Language on Twitter Predicts County-Level Heart Disease Mortality (2015)Psychological Language on Twi…The 1% Rule in Four Digital Health Social Networks: An Observational Study (2014)The 1% Rule in Four Digital H…Big Data, new epistemologies and paradigm shifts (2014)Big Data, new epistemologies …Beyond the hype: Big data concepts, methods, and analytics (2014)Beyond the hype: Big data con…The Routledge Handbook of Health Communication (2011)The Routledge Handbook of Hea…Computational Social Science (2009)Computational Social ScienceThe Roles of Interpersonal Communication in Mass Media Campaigns (2007)The Roles of Interpersonal Co…How Behaviors are Influenced by Perceived Norms (2005)How Behaviors are Influenced …Understanding the Influence of Perceived Norms on Behaviors (2003)Understanding the Influence o…The social amplification of risk: assessing fifteen years of research and theory (2003)The social amplification of r…Coping as a Communal Process (1998)Coping as a Communal ProcessPutting the fear back into fear appeals: The extended parallel process model (1992)Putting the fear back into fe…Belief, Attitude, Intention and Behavior: An Introduction to Theory and Research (1975)Belief, Attitude, Intention a…The Effectiveness of Supportive and Refutational Defenses in Immunizing and Restoring Beliefs Against Persuasion (1961)The Effectiveness of Supporti…Trends and challenges within Reddit and health communication research: A systematic review (2023)Trends and challenges within …A Cross-National Study of Fear Appeal Messages in YouTube Trending Videos About COVID-19 (2023)A Cross-National Study of Fea…What Is Computational Communication Research? (2022)What Is Computational Communi…Public responses to COVID-19 mask mandates: examining pro and anti-Mask anger in tweets before and after state-level mandates (2022)Public responses to COVID-19 …Exploring the Expression Differences Between Professionals and Laypeople Toward the COVID-19 Vaccine: Text Mining Approach (2021)Exploring the Expression Diff…Self-efficacy: Toward a unifying theory of behavioral change. (1977)Stress, appraisal, and coping (1985)A Meta-Analysis of Fear Appeals: Implications for Effective Public Health Campaigns (2000)Meta-analysis of the relationship between risk perception and health behavior: The example of vaccination. (2007)Using the Internet to Promote Health Behavior Change: A Systematic Review and Meta-analysis of the Impact of Theoretical Basis, Use of Behavior Change Techniques, and Mode of Delivery on Efficacy (2010)Stress: Appraisal and Coping (2013)The social readjustment rating scale (1967)Conservation of resources: A new attempt at conceptualizing stress. (1989)The relationship context of human behavior and development. (2000)A developmental-contextual model of couples coping with chronic illness across the adult life span. (2007)The role of stress on close relationships and marital satisfaction (2008)THE STRUCTURE OF SCIENTIFIC REVOLUTIONS (1963)The Structure of Scientific Revolutions (1963)CRITICAL QUESTIONS FOR BIG DATA (2012)Algorithmic regulation: A critical interrogation (2017)Working and organizing in the age of the learning algorithm (2018)A Topic Modeling Comparison Between LDA, NMF, Top2Vec, and BERTopic to Demystify Twitter Posts (2022)Social Learning Theory. (1978)Understanding Attitudes and Predicting Social Behavior (1980)Social Identity, Self-Categorization, and the Communication of Group Norms (2006)About Gender Differences and the Social Environment in the Development of Entrepreneurial Intentions (2014)Social norms: A review (2016)Dynamic spread of happiness in a large social network: longitudinal analysis over 20 years in the Framingham Heart Study (2008)A 61-million-person experiment in social influence and political mobilization (2012)Private traits and attributes are predictable from digital records of human behavior (2013)Structural Topic Models for Open‐Ended Survey Responses (2014)Big data: The next frontier for innovation, competition, and productivity (2011)Business Intelligence and Analytics: From Big Data to Big Impact (2012)Data quality management, data usage experience and acquisition intention of big data analytics (2014)Critical analysis of Big Data challenges and analytical methods (2016)Machine learning on big data: Opportunities and challenges (2017)Setting the future of digital and social media marketing research: Perspectives and research propositions (2020)The CES-D Scale (1977)Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition, Text Revision (DSM-IV-TR) (2000)Diagnostic and Statistical Manual of Mental Disorders (2013)Forecasting the onset and course of mental illness with Twitter data (2017)Self-disclosure and social media: motivations, mechanisms and psychological well-being (2019)A deep learning model for detecting mental illness from user content on social media (2020)Discourse Analysis (1983)Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts (2013)The Content Analysis Guidebook (2017)Smart literature review: a practical topic modelling approach to exploratory literature review (2019)Rhetoric and frame analysis of ExxonMobil's climate change communications (2021)Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology (1989)The theory of planned behavior (1991)Common method biases in behavioral research: A critical review of the literature and recommended remedies. (2003)The effects of subjective norms on behaviour in the theory of planned behaviour: A meta‐analysis (2009)PRISM: A Planned Risk Information Seeking Model (2010)A Re-Explication of Social Norms, Ten Years Later (2015)
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References

  • 1975Belief, Attitude, Intention and Behavior: An Introduction to Theory and Research36,736 cited
  • 2014Beyond the hype: Big data concepts, methods, and analytics4,222 cited
  • 1992Putting the fear back into fear appeals: The extended parallel process model3,868 cited
  • 2009Computational Social Science3,359 cited
  • 2014Big Data, new epistemologies and paradigm shifts2,351 cited
  • 2005How Behaviors are Influenced by Perceived Norms927 cited
  • 2018Applying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology847 cited
  • 1998Coping as a Communal Process714 cited
  • 2003Understanding the Influence of Perceived Norms on Behaviors584 cited
  • 2017Instagram photos reveal predictive markers of depression519 cited
  • 2011The Routledge Handbook of Health Communication514 cited
  • 2003The social amplification of risk: assessing fifteen years of research and theory496 cited
  • 2015Psychological Language on Twitter Predicts County-Level Heart Disease Mortality486 cited
  • 1961The Effectiveness of Supportive and Refutational Defenses in Immunizing and Restoring Beliefs Against Persuasion405 cited
  • 2014The 1% Rule in Four Digital Health Social Networks: An Observational Study

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338 cited
  • 2007The Roles of Interpersonal Communication in Mass Media Campaigns283 cited
  • Cited by

    • 2021Exploring the Expression Differences Between Professionals and Laypeople Toward the COVID-19 Vaccine: Text Mining Approach24 cited
    • 2023Trends and challenges within Reddit and health communication research: A systematic review20 cited
    • 2022Public responses to COVID-19 mask mandates: examining pro and anti-Mask anger in tweets before and after state-level mandates19 cited
    • 2023A Cross-National Study of Fear Appeal Messages in YouTube Trending Videos About COVID-1918 cited
    • 2022What Is Computational Communication Research?1 cited