by PIBrussels | May 4, 2023 | Uncategorized
Dishani Sen receives her ISPAward from Henri-Jean Pollet, president of ISPA Belgium.
Using Digital Trace Data to Generate Representative Estimates on Disease Prevalence (COVID-19 Infections) in Belgian Municipalities
Is it possible to predict the area-level prevalence of COVID-19 infections in Belgium by analyzing
self-reported symptoms on Twitter? Relying solely on hospital and clinic-focused studies has its limitations,
so researchers have been exploring the potential of digital trace data to gain a better understanding of
the prevalence of COVID-19 and the symptoms experienced by infected individuals.
There’s an optimistic future in the possibility that monitoring social media data is a viable strategy for
public health surveillance. It is a critical competency that public health organizations are investing in in
order to receive real-time signals of pandemic upticks and spread. However, social media data is often
unorganized, and a non-representative sample of the population due to demographic skew in usage
frequencies and access rates. As such, any direct estimate from a platform like Twitter is likely biased
toward certain demographics. With this in mind, an attempt is made to use tweets (digital trace data) to
make inferences about the granular level prevalence of COVID-19 infections in Belgium.
This research is about generating estimates of the incidence of COVID-19 infections, at the municipality level,
by using Multilevel Regression Post-Stratification (MrP) to account for sampling biases in the social media
sample. At first, tweets are obtained from users based on keywords derived from previous research, e.g.,
tweets mentioning fever, cough, loss of taste, fatigue, etc. Then, key demographic and geographical
features of interest are extracted using the M3 deep learning pipeline, as well as simple self-reported
characteristics, effectively transforming the unstructured twitter sample into a survey-like object. Finally,
based on these demographic features and census characteristics, a mixed effects logistic regression model
with post-stratification according to the Belgian census is proposed to forecast the number of infected
individuals on a particular day. This study contributes to the proof of concept of a complete end to end
pipeline to perform real time predictions of disease prevalence at a granular level in a population using
social media data. Through this POC, contributions are made to three core elements: collecting
mass-scaled tweets, extracting demographic features and assigning a location value to convert
unstructured digital data to survey-like objects, and using a multi-level regression model with
post-stratification to make real-time predictions on the population using digital trace data.
The study’s overall hypothesis was that the area-level prevalence of COVID-19 at the municipal level can
be modeled using MrP on features extracted from aggregated tweets to generate representative estimates.
The results of the study are similar to actual data on the prevalence of COVID-19 infections in Belgium
for a reference period by a correlation of 93%. This strong positive correlation is a very promising
indication that there is an enormous signal in the Twitter data and that, this methodology has high potential
in digital epidemiology.
by PIBrussels | Jan 11, 2023 | Uncategorized
Have you written an undergraduate or graduate thesis on a topic related to the Internet this academic year? Is this still fresh in your mind?
Then find your pen again and compete for the ISPAward!
What is it?
This prize is awarded every year by ISPA, the association representing the Belgian Internet industry. Grab your chance to show your business card to the sector and who knows, maybe you will go home with €500.
How do I participate?
Send a paper of maximum 2,500 words, in English, French or Dutch, based on your thesis or bachelor’s thesis to email@example.com . The paper should be related to content moderation, data protection, privacy or emerging technologies or any other internet related topic.
Ok, by when?
The deadline is Friday the 31st of March, 2023.
And what exactly is ISPA?
ISPA Belgium brings together the entire ecosystem of the internet industry in Belgium and includes companies that make the internet work, such as access providers, hosters, transit providers, data centers and platforms.
The association ensures that the voice of the Internet community is heard and understood by policymakers and the general public, to enable the creation of digital-friendly, future oriented and coherent policies in Belgium.
by PIBrussels | May 24, 2022 | Uncategorized
Loni Riskin receives her ISPAward from Henri-Jean Pollet, president of ISPA Belgium.
Doping control and data protection might seem topics not that closely related to each other. However, the GDPR applies to a large part of the data processing taking place in the anti-doping process. A lot of sensitive data is being processed in the context of doping control. Yet, WADA’s World Anti-Doping Code (WADC), applied by more than 700 sport organizations, still falls short in terms of GDPR compatibility.
A legal analysis of the GDPR and WADC has shown several points of conflict. For example, the WADC defines different grounds based on which sensitive data can be processed, such as explicit consent. However, the GDPR requires that when information is processed based on explicit consent, this consent needs to be ‘freely given’. Yet, if an athlete does not want to provide their consent, the WADC prescribes harsh sanctions and negative consequences for the athlete. It is therefore hard to classify this consent as ‘freely given’, since athletes could feel obliged to give consent.
Furthermore, WADA requires the automatic and mandatory publication on the internet of all anti-doping violations, including the name of the athlete and the sanctions imposed, for a period of at least one month. This however does not seem to be conform the GDPR’s proportionality principle. WADA sees this publication as necessary for athletes to not take on another role in sport, but less intrusive measures such as a certificate of good conduct, which these athletes wouldn’t be able to provide, can fulfill this role.
These are just a few examples, but they show that a more far-reaching adaptation of the WADA documents to the GDPR remains desirable. However, even though they agree with some adjustments, interviews with athletes, coaches and sport federations have shown that they think it is good that some anti-doping rules are so intrusive, since it scares off other athletes to take doping. They fear that if the current measures are adjusted to be more GDPR-compliant, this will lower the threshold to doping violations and make doping controls more difficult. So while this research answered a lot of questions, the question still arises of how to find measures that are both more in line with the GDPR and considers the comments made by athletes and sports federations.
by PIBrussels | May 12, 2022 | Uncategorized
After the long covid pandemic, ISPA is delighted to announce its next real life event: the ISPA Awards. On the 17th of May, the annual ISPAward will be presented to the deserving winner, Loni Riskin, who unanimously convinced the jury members with her research on data privacy and the fight against doping in professional sport events.
Loni will present her research during a brief introduction, after which she will receive a cheque worth €1000. For our members, this award ceremony is the perfect moment to meet again after a long wait. For more information about this event, or to confirm your attendance, please send a mail to firstname.lastname@example.org.
by PIBrussels | Jul 10, 2019 | Uncategorized
Compete for the I.S.P.A.!
Have you written a dissertation on an Internet-related topic? Have you developed a revolutionary piece on Internet technology? Have you done in-depth research on a critical legal aspect? Have you reflected on the challenges of Internet governance? Then do not hesitate to compete for the Internet Student Paper Award, or I.S.P.A.!
- An opportunity to impress the Belgian Internet sector with your research
- The winning dissertation will be published on our website
- The laureate receives €1000
How can I participate?
Summarise your findings in an attractive and accessible article of maximum 2500 words. Feel free to add some pictures and graphs. Send your summary and your dissertation to email@example.com on September 30th, 2019 at the latest.
What is ISPA?
The Internet Service Providers Association (ISPA) brings together not only access and service providers but also hosting and transit providers in Belgium. ISPA aims to serve as a rallying point for the Internet industry so as to ensure that the potential of the Internet is used to the full, from the point of view of both consumers and professionals.
The rules and regulation can be accessed here.
Should you have any further questions,do not hesitate to contact us at firstname.lastname@example.org.