Javier Garcia-Bernardo
javiergbe.bsky.social
Javier Garcia-Bernardo
@javiergbe.bsky.social
Assistant professor @utrechtuniversity.bsky.social // Social Data Science (SoDa) group @odissei.bsky.social
💡 Takeaway: Family ties, especially shared households, are key drivers of infection.
But schools can still amplify small increases in risk.
✅ Rich registry data helps us pinpoint how SARS-CoV-2 really spreads.

Full paper + code:
🔗 doi.org/10.1038/s415...
🧪 github.com/jgarciab/cov...
GitHub - jgarciab/covid_schools: Analysis code for "the Impact of School and Family Networks on COVID-19 Infections1 Among Dutch Students: A Study Using Population-Level Registry Data"
Analysis code for "the Impact of School and Family Networks on COVID-19 Infections1 Among Dutch Students: A Study Using Population-Level Registry Data" - jgarciab/covid_schools
github.com
April 8, 2025 at 7:44 AM
But take the results with a grain of salt: schools were closed for ~1/3 of the study period, and we only studied PCR test results (i.e., no asymptomatic or mild cases).

We also found that most variation in transmission risk stemmed from individual and school-level factors, not geographic location.
April 8, 2025 at 7:44 AM
What about classmates?
We matched students by school, program, and prior shared classrooms. Here's what we found:
Same program track (G4): 1.65%
Same school, diff. program (G3): 1.11%
Same primary, diff. secondary (G2): 0.66%
No school overlap (G1): 0.52%
April 8, 2025 at 7:44 AM
2/
Family ties seem to matter far more than school ties

Probability that two siblings test positive within 14 days: ~23%
For students attending the same school: just 1.6%

💡 Even living in separate homes, family members had higher probability of testing positive at the same time than classmates.
April 8, 2025 at 7:44 AM
Reposted by Javier Garcia-Bernardo
In summary, while unsigned data may be enough to assess ideological polarization, they fall short of identifying extreme users engaging in antagonistic behavior, only possible with signed data.

Thanks to S. Babul (first shared co-author), Ö. Togay, @abovet.bsky.social , and @javiergbe.bsky.social
January 16, 2025 at 9:51 AM