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Public Health & Content Moderation
1
Public Health
&
Content Moderation
Public Health & Content Moderation
2
Social Media for Health
A Tumblr experiment
Public Health & Content Moderation
3
4 Burritos & 1 Mile in 35 Minutes
A bad idea
Public Health & Content Moderation
4
creepallaandjenny.tumblr.com
Social Media for Health
Struggling online
Public Health & Content Moderation
5
Tumblr Health Communities
Pro-health and pro-self-harm overlap
Celebrating health
& emphasizing
recovery
Embracing disorder
& glorifying risky
behavior
Public Health & Content Moderation
6
Tumblr Responds
Reacting to Self-Harm
Public Health & Content Moderation
7
Pro-Self Harm on Social Media
https://www.nytimes.com/2002/06/23/
health/a-disturbing-growth-industry-web-
sites-that-espouse-anorexia.html
2002 2019
Public Health & Content Moderation
8
Public health
Areas for misinformation
Zika
Water fluoridation
Vaccines
EbolaCancer
Reproductive health
Abortion
Self-Harm
M
ental health
Weight loss
HIV
Public Health & Content Moderation
9
Yes No
States that have reported measles cases in 2019
As of April 27, 2019
https://www.cdc.gov/measles/cases-outbreaks.html
Public Health & Content Moderation
10
Misinfodemics
A spread of a particular health outcome or disease facilitated by viral misinformation
Public Health & Content Moderation
11
Counterspeech
Countering Misinformation Through Humor
Public Health & Content Moderation
12
Blocking Content
De-surfacing or Banning Certain Forms of Conversation
Seth Wenig, AP
Public Health & Content Moderation
13
Down the Rabbit Hole
Succumbing to Misinformation on Social Media
Normalization
Misinformation
Extremism
TrustinExistingInstitutions
Engagement with Misinformation
Public Health & Content Moderation
14
Normalization
Down the Rabbit Hole
Succumbing to Misinformation on Social Media
Vaccine Hesitant
“Is this safe?”
Vaccine Resistant
“Unvaccinated and Proud”
Vaccine Extremist
“No one should vaccinate”
Normalization
Misinformation
Extremism
TrustinExistingInstitutions
Engagement with Misinformation
Public Health & Content Moderation
15
Vaccine Sentiment
Many mindsets, all wrong
Trust
Alternatives
Safety
Conspiracy
Hoffman, et al
https://www.sciencedirect.com/science/article/pii/S0264410X19303032?via%3Dihub#f0005
Public Health & Content Moderation
16
Hoffman, et al
https://www.sciencedirect.com/science/article/pii/S0264410X19303032?via%3Dihub#f0005
Vaccine Sentiment
Many mindsets, all wrong
Public Health & Content Moderation
17
Beyond Blocking
De-surfacing Harmful Content
1. Engage the public health community
Support efforts at counter-speech
Public Health & Content Moderation
18
Beyond Blocking
De-surfacing Harmful Content
1. Engage the public health community
Support efforts at counter-speech
2. Avoid all-or-nothing thinking
Banning is good, but so is intervening
Public Health & Content Moderation
19
Beyond Blocking
De-surfacing Harmful Content
1. Engage the public health community
Support efforts at counter-speech
2. Avoid all-or-nothing thinking
Banning is good, but so is intervening
3. Think of every feature on your platform as its own platform
From recommendation algorithms to reaction buttons, think about how it can be used for harm
Public Health & Content Moderation
20
Beyond Blocking
De-surfacing Harmful Content
1. Engage the public health community
Support efforts at counter-speech, prevention, intervention, and standard-setting
2. Avoid all-or-nothing thinking
Banning is good, but so is moderating
3. Think of every feature on your platform as its own platform
From recommendation algorithms to reaction buttons, think about how it can be used for harm
4. Consider a public health approach for other behavior with harmful
offline impacts
Radicalization, hate speech, dehumanization

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Public Health & Content Moderation

  • 1. Public Health & Content Moderation 1 Public Health & Content Moderation
  • 2. Public Health & Content Moderation 2 Social Media for Health A Tumblr experiment
  • 3. Public Health & Content Moderation 3 4 Burritos & 1 Mile in 35 Minutes A bad idea
  • 4. Public Health & Content Moderation 4 creepallaandjenny.tumblr.com Social Media for Health Struggling online
  • 5. Public Health & Content Moderation 5 Tumblr Health Communities Pro-health and pro-self-harm overlap Celebrating health & emphasizing recovery Embracing disorder & glorifying risky behavior
  • 6. Public Health & Content Moderation 6 Tumblr Responds Reacting to Self-Harm
  • 7. Public Health & Content Moderation 7 Pro-Self Harm on Social Media https://www.nytimes.com/2002/06/23/ health/a-disturbing-growth-industry-web- sites-that-espouse-anorexia.html 2002 2019
  • 8. Public Health & Content Moderation 8 Public health Areas for misinformation Zika Water fluoridation Vaccines EbolaCancer Reproductive health Abortion Self-Harm M ental health Weight loss HIV
  • 9. Public Health & Content Moderation 9 Yes No States that have reported measles cases in 2019 As of April 27, 2019 https://www.cdc.gov/measles/cases-outbreaks.html
  • 10. Public Health & Content Moderation 10 Misinfodemics A spread of a particular health outcome or disease facilitated by viral misinformation
  • 11. Public Health & Content Moderation 11 Counterspeech Countering Misinformation Through Humor
  • 12. Public Health & Content Moderation 12 Blocking Content De-surfacing or Banning Certain Forms of Conversation Seth Wenig, AP
  • 13. Public Health & Content Moderation 13 Down the Rabbit Hole Succumbing to Misinformation on Social Media Normalization Misinformation Extremism TrustinExistingInstitutions Engagement with Misinformation
  • 14. Public Health & Content Moderation 14 Normalization Down the Rabbit Hole Succumbing to Misinformation on Social Media Vaccine Hesitant “Is this safe?” Vaccine Resistant “Unvaccinated and Proud” Vaccine Extremist “No one should vaccinate” Normalization Misinformation Extremism TrustinExistingInstitutions Engagement with Misinformation
  • 15. Public Health & Content Moderation 15 Vaccine Sentiment Many mindsets, all wrong Trust Alternatives Safety Conspiracy Hoffman, et al https://www.sciencedirect.com/science/article/pii/S0264410X19303032?via%3Dihub#f0005
  • 16. Public Health & Content Moderation 16 Hoffman, et al https://www.sciencedirect.com/science/article/pii/S0264410X19303032?via%3Dihub#f0005 Vaccine Sentiment Many mindsets, all wrong
  • 17. Public Health & Content Moderation 17 Beyond Blocking De-surfacing Harmful Content 1. Engage the public health community Support efforts at counter-speech
  • 18. Public Health & Content Moderation 18 Beyond Blocking De-surfacing Harmful Content 1. Engage the public health community Support efforts at counter-speech 2. Avoid all-or-nothing thinking Banning is good, but so is intervening
  • 19. Public Health & Content Moderation 19 Beyond Blocking De-surfacing Harmful Content 1. Engage the public health community Support efforts at counter-speech 2. Avoid all-or-nothing thinking Banning is good, but so is intervening 3. Think of every feature on your platform as its own platform From recommendation algorithms to reaction buttons, think about how it can be used for harm
  • 20. Public Health & Content Moderation 20 Beyond Blocking De-surfacing Harmful Content 1. Engage the public health community Support efforts at counter-speech, prevention, intervention, and standard-setting 2. Avoid all-or-nothing thinking Banning is good, but so is moderating 3. Think of every feature on your platform as its own platform From recommendation algorithms to reaction buttons, think about how it can be used for harm 4. Consider a public health approach for other behavior with harmful offline impacts Radicalization, hate speech, dehumanization