integration of data

What Challenges are Associated with Data Integration in Toxicology?

Data integration in toxicology faces several challenges, including:
Data Quality: Variability in data quality and completeness can affect the reliability of integrated analyses.
Data Compatibility: Differences in formats, units, and methodologies can complicate integration efforts.
Interdisciplinary Collaboration: Successful integration requires collaboration across disciplines, which can be challenging to coordinate.
Privacy and Security: Protecting sensitive data, especially in human studies, is a critical concern.

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