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Fran Berman, Data and Society, CSCI 4370/6370 Data and Society COVID-19 – contact tracing – Lecture 4 9/14/20
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Page 1: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Data and SocietyCOVID-19 – contact tracing – Lecture 4

9/14/20

Page 2: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Today (9/14/20)

• Lecture 4

• Discussion

• Break

• Student Presentations

2

Page 3: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Constitution Day reading for September 17

• Privacy and the Constitution

• https://www.nytimes.com/2019/04/28/opinion/fourth-amendment-privacy.html (on the website) for Constitution Day

Page 4: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

September 17 Guest Speaker / Data and Health

• Liz Chiarello, Sociologist, St. Louis University

• To prepare for class, read “This is your country on Drugs” in Radcliffe Magazine on Liz’ work: https://www.radcliffe.harvard.edu/news/radcliffe-magazine/your-country-drugs (on the class website)

Page 5: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Date Topic Speaker Date Topic Speaker

8-31 Introduction Fran 9-3 The Data-driven world Fran

9-10 Data and COVID-19 - models Fran 9-14 Data and COVID-19 – contact tracing Fran

9-17 Data and the Opioid Crisis Liz Chiarello 9-21 Data and Privacy - Intro Fran

9-24 Data and Privacy – Differential Privacy and the Census

Fran 9-28 Data and Privacy – Anonymity, and Contextualization

Fran

10-1 Data and Privacy - Law Fran 10-5 Digital rights in the EU and China Fran

10-8 Data and Elections Fran 10-12 Columbus / Indigenous Peoples’ Day – NO CLASS

10-15 Data and Elections Todd Rogers 10-19 Data and Elections – this election Fran

10-22 Data and Discrimination Fran 10-26 Data and Discrimination Fran

10-29 Data and Research Josh Greenberg

11-2 Data and Research Fran

11-5 Data and the IoT Fran 11-9 Data and IoT Fran

11-12 Data and Ethics Fran 11-15 Data and Ethics Fran

11-23 Cybersecurity Bruce Schneier

11-30 Data and Infrastructure Fran

12-3 Data Science Fran 12-7 Data Careers Kathy Pham

12-10 Wrap-up Fran

Page 6: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Lecture 4 – Data and COVID-19 – contact tracing

• Digital contact tracing

• Contact Tracing in China and elsewhere

• Contact Tracing in the U.S.

• Apple/Google Exposure Tracing app

• Discussion

Page 7: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Contact Tracing

• [Wikipedia] In public health, contact tracing is the process of identification of persons who may have come into contact with an infected person ("contacts") and subsequent collection of further information about these contacts.

• Commonly performed for other diseases -- tuberculosis, vaccine-preventable infections like measles, sexually transmitted infections (including HIV), blood-borne infections, ebola, some serious bacterial infections, and novel infections (e.g. SARS-CoV, H1N1, and COVID-19).

By CFCF - Own work, CC BY-SA 4.0, https://commons.wikimedia.org/w/index.php?curid=88348237

Page 8: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Digital Contact Tracing – using technology to determine whether you are at risk for COVID-19

• Multiple approaches:

• Use location information to restrict movement of infected or exposed individuals

• Use proximity data to warn you when you have been exposed to infected individuals

• Successful digital contact tracing strategies show:

• Digital contact tracing is not a stand-alone strategy. It must be used with other strategies to be effective

• Digital contact tracing must fit within the prevailing political system and culture of the country it’s in to be accepted and effective

8

Page 9: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370 9

What did China do to create rapid containment?

https://www.businessinsider.com/chinas-coronavirus-quarantines-other-countries-arent-ready-2020-3, WHO

Page 10: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

COVID-19 Containment in China –Comprehensive Approach

• Easy and widespread testing:• Coronavirus testing easily available and free

• People who thought they might have COVID-19 could go to “fever clinics” (triage and other tests done before COVID-19 tests)

• Expansion of Medical Care:• China postponed non-urgent medical care; moved many doctor's visits online.

• New hospitals built in a rush (~2 weeks or less); Wards walled off for COVID-19

• Country-wide Shut Down and Public Strategies:• Public transportation curtailed (e.g. trains to and from Wuhan)

• Country-wide shut-down – relatively easy to get extra food and supplies

• People quickly shifted jobs to assist during the outbreak

• Culture of collectivism and political surveillance contributed to compliance with government measures. Social credit scores lowered for non-compliance

10

Page 11: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Chinese contact tracing app – how it workedDigital contact tracing used to retrace locations of infected citizens and determine exposure of others.

11https://science.sciencemag.org/content/early/2020/04/09/science.abb6936

Page 12: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Chinese contact tracing – digital infrastructure

• Individuals asked to download App

• Needed to move between home and public spaces/transport.

• App relies on personal identification information combined with location histories

• Information stored in a central DB and shared with law enforcement and others

• DB analyzed by (proprietary) Artificial Intelligence algorithm that issues color codes

• App registered and temp taken at wide variety of health checkpoints.

• Allows/restricts movement: “Green move freely; Red or Yellow, report immediately.”

12https://www.cnn.com/videos/world/2020/04/10/china-coronavirus-covid-19-tracking-app-culver-townhall-intl-hnk-vpx.cnn

Page 13: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

COVID-19 interventions elsewhere

• Effectiveness of contact tracing and other interventions has around the world but highly dependent on political and cultural environment

• South Korea – government programmatic response, strong social distancing, high volume of testing, “cluster investigations” and contact tracing, quick isolation

• Germany – rigorous contact tracing system (call centers for worried citizens, contact tracers reaching out, digital contact tracing), expanded testing, programmatic government policy on social distancing and re-openings, state-mandated quarantines and tests for those exposed (resources provided as needed)

Page 14: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

COVID-19 around the world(from https://science.sciencemag.org/content/369/6504/624)

Page 15: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

COVID-19 in Africa(from https://science.sciencemag.org/content/369/6504/624)

• “Coronavirus disease 2019 (COVID-19) has spread rapidly and extensively to most countries in the world, resulting in considerable mortality in Europe and the United States, as well as in numerous upper-middle-income countries in South America and Asia. Experts predicted millions of COVID-19 deaths in Africa because many countries in the continent rank poorly on the United Nations Development Programme's Human Development Index. However, more than 4 months after the first cases in Africa were detected, prevalence and mortality are still low.

• It remains unclear if Africa is really spared from substantial cases and deaths. However, differences between Africa and the most affected countries in reliable reporting and death registration, lockdown stringency, demography, sociocultural aspects, environmental exposures, genetics, and the immune system could help to explain the experience of COVID-19 in Africa.”

Page 16: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

COVID-19 in Africa (each country different) – risk factors but lower reported ratesAnalysis a work in progress

• African risk factors for COVID-19

• Weak health system

• Population crowding

• Unhygienic conditions

• Few functional civil registration services

• Age-stratified data not available

• African interventions implemented early

• Travel restrictions

• Curfews

• School closures, etc.

• Many work in informal business sector (e.g. traditional markets) making strict lockdown measures impossible to implement

• Other factors

• Comparatively young population (median age for continent is 19.7 years)

• Different immunological profiles – studies exploring if this is relevant

• Digital contact tracing unlikely to be effective – only 23% of the population in sub-Saharan Africa use the mobile internet on a regular basis (https://www.gsma.com/mobileeconomy/wp-content/uploads/2020/03/GSMA_MobileEconomy2020_SSA_Eng.pdf)

Page 17: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Contact tracing in the U.S.: public health and privacy challenges

• No national contact tracing system. Each state doing their own thing.

• Privacy challenges. U.S. citizens discomfort with providing location and other personal information to the government, even in a pandemic.

17https://morningconsult.com/2020/03/23/coronavirus-location-data-tracking/

Page 18: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Contact Tracing has been challenging in the U.S. Contact parameters: Looking for people who spent 15+ minutes within 6 feet of infected person

• No federal program, each state doing their own thing

• Implementation problems• Problems with hiring enough tracers

(e.g. including those that speak prevalent non-English languages)

• Problems with adequate training e.g. Florida, New York)

• Problems with reaching contacts (e.g. Arizona, Texas, North Carolina)

• Compliance problems• Some people refuse to participate• Some people ignore advice

• Effectiveness problems• May take too long to get test results

back• Large community spread (e.g. many

people at risk for infection)• CDC recommends 100K contact

tracers, currently less than 40K• Many people are asymptomatic• Need to provide resources to people

who need them in quarantine

• Contact tracing has worked well when people tested frequently with fast turnarounds (e.g. sports teams, White House)

Page 19: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Digital exposure tracing: Apple / Google project – initial design

• Apple and Google teamed to create a decentralized exposure notification tool to help individuals determine whether they have been exposed to someone with COVID-19.

• Tool does not use location data: Focus is not on where infected people are but whether you have been near them (proximity).

19https://techcrunch.com/2020/04/10/apple-and-google-are-launching-a-joint-covid-19-tracing-tool/

Page 20: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

How the Apple/Google Design Works:

• App is voluntary. Only download it if you want to. Only share information if you are confirmed to have COVID-19 if you want to.

• App seeks to anonymize the information of participating users.

• Apps interoperable between iPhones and Androids.

20

Your smartphone sends unique keys (representing

you) to those you have been close to for a sufficient

amount of time

Your smartphone collects unique keys (representing

them) of those you have been close to for a sufficient

amount of time

Page 21: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

How the Apple/Google Design Works:

21

If you have COVID-19: You can choose to upload the last 14 days of your keys into a cloud-based

database (where they are retained for 14 days)

Self-quarantine or go to the hospital as directed by your

health care provider.

Page 22: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

How the Apple/Google Design Works:

22

Periodically:Your smartphone

downloads the keys of confirmed COVID-19 cases

Your smartphone compares your

keys with keys of confirmed cases

no match

You have been exposed to COVID-19. Instructions on next steps will be provided

You have not been exposed to COVID-19 (through the

system of participants).

Page 23: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Details matter for the system to work as planned

• Model to determine proximity must be accurate: • Signals need to track distance between users of less

than 6 feet

• Duration of contact must be sufficient

• Obstacles (walls, etc.) must be taken into consideration

• NOTE: System doesn’t track coronavirus on surfaces or untested users who are asymptomatic

• Uptake must be sufficient• System won’t work with users who don’t opt in

• System won’t work with users who have older or different smartphones

• System can’t work if it’s hard for users to get tested

• Security and privacy protocols must work as expected

23

Blue tooth:

• Range of about 30 feet

• Bluetooth identified by random, rotating “beacon” numbers based on keys stored in each device

• Phone regularly pings out Bluetooth signals to others nearby while also listening for communications from nearby phones

• Captures proximity vs. location

Page 24: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Apple / Google app – current status

• Contact tracing effective if 60% adoption of app (University of

Oxford model)

• Could still be helpful with as little as 15% adoption

• Uptake:

• After one week, Virginia had 300+K downloads in a population of roughly

8.5M

• Canadian Digital Service reports that app only works on Apple or Android

phones purchased in the last 5 years

• Available in the U.S. in Alabama, Arizona, Nevada, North Dakota, Virginia,

Wyoming

• Pennsylvania and South Carolina planning on participating

• Effectiveness TBD

Page 25: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Reading for Today’s Discussion

• “I downloaded America’s first coronavirus exposure app. You should too.”, The Washington Post

• https://www.washingtonpost.com/technology/2020/08/17/coronavirus-exposure-notification-app/, on class website

Page 26: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Lecture 4 resources not already on slides

• “Contact Tracing is Failing in Many States. Here’s Why.”, New York Times, https://www.nytimes.com/2020/07/31/health/covid-contact-tracing-tests.html

• “Report 25 – Response to COVID-19 in South Korea and implications for lifting stringent interventions”, Imperial College, https://www.imperial.ac.uk/mrc-global-infectious-disease-analysis/covid-19/report-25-south-korea/

• “Apple and Google’s contact tracing apps only work on new phones. That’s a problem.”, Fast Company, https://www.fastcompany.com/90542415/apple-and-googles-contact-tracing-apps-only-work-on-new-phones-thats-a-problem

• “Which U.S. states are using Apple’s Exposure Notification API for COVID-19 contact tracing?”, 9TO5MAC, https://9to5mac.com/2020/08/24/covid-19-exposure-notification-api-states/

• “COVID-19 in Africa: Dampening the Storm.” Science Magazine, https://science.sciencemag.org/content/369/6504/624

Page 27: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Presentations

Page 28: Data and Society COVID-19 contact tracing Lecture 4bermaf/Data Course 2020/D+S L4.pdf · 2020. 9. 14. · Fran Berman, Data and Society, CSCI 4370/6370 Digital Contact Tracing –using

Fran Berman, Data and Society, CSCI 4370/6370

Presentations for September 17

• “COVID-19 is undoing a decade of progress on the opioid crisis”, Quartz, https://qz.com/1889798/covid-19-is-making-the-opioid-crisis-much-worse/ (Ted)

• “Addiction treatment shrinks during the pandemic, leaving people with nowhere to turn”, The Conversation, https://theconversation.com/addiction-treatment-shrinks-during-the-pandemic-leaving-people-with-nowhere-to-turn-143731(Jagrati)

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Fran Berman, Data and Society, CSCI 4370/6370

Presentations for next week

• Presentations for September 21

• “Grindr, Tinder and OKCupid apps share personal data, group finds,” LA Times, https://www.latimes.com/world-nation/story/2020-01-14/dating-apps-leak-personal-data-norwegian-group-says (Pengqin)

• “Under digital surveillance: How American schools spy on millions of kids,” The Guardian, https://www.theguardian.com/world/2019/oct/22/school-student-surveillance-bark-gaggle (Jeffrey)

• Presentations for September 24

• “Changes to the census could make small towns disappear,” New York Times, https://www.nytimes.com/interactive/2020/02/06/opinion/census-algorithm-privacy.html (Josh)

• “The Coronavirus could change the way we take the census,” New York Times, https://www.nytimes.com/2020/03/11/opinion/contributors/census-coronavirus.html (Hannah)

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Fran Berman, Data and Society, CSCI 4370/6370

September 28 – Need Volunteers

• “We’re Banning Facial Recognition. We’re Missing the Point.” New York Times, https://www.nytimes.com/2020/01/20/opinion/facial-recognition-ban-privacy.html (Zach F.)

• “The Secretive Company That Might End Privacy as We Know It”, New York Times, https://www.nytimes.com/2020/01/18/technology/clearview-privacy-facial-recognition.html (Inwon)

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Fran Berman, Data and Society, CSCI 4370/6370

Presentations for Today

• “Contact Tracing: Ensuring our data privacy isn’t gone without a trace”, Security Magazine, https://www.securitymagazine.com/articles/93090-contact-tracing-ensuring-our-data-privacy-isnt-gone-without-a-trace, (David H.)

• “On Native Land, Contract Tracing is Saving Lives”, New York Times, https://www.nytimes.com/2020/08/13/health/coronavirus-contact-tracing-apaches.html (Xinyan)


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