Case Study: OM1 improves clinical annotation efficiency and QA with Label Studio from HumanSignal

OM1 speeds clinical annotation 50% with HumanSignal

OM1, a company specializing in healthcare innovation and real-world evidence research, faced the challenge of annotating complex clinical data at scale. Their work required extracting structured information from unstructured notes, where multiple findings and their attributes had to be correctly linked to maintain data integrity. This process demanded a rigorous review workflow that could handle thousands of annotation tasks efficiently.

HumanSignal addressed this by providing Label Studio Enterprise. The solution used the Relations feature to link findings and attributes directly during annotation, the 'Review All Tasks' stream to compare annotations side-by-side for QA, and task-level commenting to document decisions. As a result, OM1 saw a 20-30% annotator efficiency gain, a 50% reduction in QA cycle time, and 50-75% faster issue resolution, delivering a high-quality dataset for their project.

OM1