Gears

Gears supports single-cell analysis, annotation, or embedding workflows with reproducible matrix and metadata handling. In DarwinOmics it is cataloged with flexible research input as input and reviewable analysis output as output, so reviewers can trace how the regenerated artifact was produced and compare it with the submitted analysis.

Use in DarwinOmics

How to use it

Use this model when the submitted analysis depends on embeddings, predictions, scoring, generation, or model-backed comparison. Model output is treated as a reproducible analysis step, not as independent validation of a biological claim.