# The reproducibility of COVID-19 data analysis: paradoxes, pitfalls, and future challenges

> Research article (PNAS Nexus, 2022) · cited 15× · AI/ML

**Wikidata**: [openalex:W4292702395](https://www.wikidata.org/wiki/openalex:W4292702395)  
**Source**: https://4ort.xyz/entity/the-reproducibility-of-covid-19-data-analysis-paradoxes-pitfalls-and-future-challenges