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Accepted for/Published in: Journal of Medical Internet Research

Date Submitted: Jun 19, 2020
Date Accepted: Sep 9, 2020
Date Submitted to PubMed: Sep 22, 2020

The final, peer-reviewed published version of this preprint can be found here:

Collective Response to Media Coverage of the COVID-19 Pandemic on Reddit and Wikipedia: Mixed-Methods Analysis

Gozzi N, Tizzani M, Starnini M, Ciulla F, Paolotti D, Panisson A, Perra N

Collective Response to Media Coverage of the COVID-19 Pandemic on Reddit and Wikipedia: Mixed-Methods Analysis

J Med Internet Res 2020;22(10):e21597

DOI: 10.2196/21597

PMID: 32960775

PMCID: 7553788

Collective response to the media coverage of COVID-19 Pandemic on Reddit and Wikipedia

  • Nicolò Gozzi; 
  • Michele Tizzani; 
  • Michele Starnini; 
  • Fabio Ciulla; 
  • Daniela Paolotti; 
  • André Panisson; 
  • Nicola Perra

ABSTRACT

Background:

The exposure and consumption of information during epidemic outbreaks may alter risk perception, trigger behavioral changes, and ultimately affect the evolution of the disease. It is thus of the uttermost importance to map information dissemination by mainstream media outlets and public response. However, our understanding of this exposure-response dynamic during COVID-19 pandemic is still limited.

Objective:

The goal of this work is to provide a characterization of media coverage and online collective response to COVID-19 pandemic in four countries: Italy, United Kingdom, United States, and Canada.

Methods:

We collect a heterogeneous dataset including 227’768 online news articles and 13’448 YouTube videos published by mainstream media, 107’898 users posts and 3’829’309 comments on the social media platform Reddit, and 278’456’892 views to COVID-19 related Wikipedia pages.

Results:

Our results show that public attention, quantified as users activity on Reddit and active searches on Wikipedia pages, is mainly driven by media coverage and declines rapidly, while news exposure and COVID-19 incidence remain high. Furthermore, by using an unsupervised, dynamical topic modeling approach, we show that while the attention dedicated to different topics by media and online users are in good accordance, interesting deviations emerge in their temporal patterns.

Conclusions:

Overall, our findings offer an additional key to interpret public perception and response to the current global health emergency and raise questions about the effects of attention saturation on collective awareness, risk perception and thus on tendencies towards behavioural changes.


 Citation

Please cite as:

Gozzi N, Tizzani M, Starnini M, Ciulla F, Paolotti D, Panisson A, Perra N

Collective Response to Media Coverage of the COVID-19 Pandemic on Reddit and Wikipedia: Mixed-Methods Analysis

J Med Internet Res 2020;22(10):e21597

DOI: 10.2196/21597

PMID: 32960775

PMCID: 7553788

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