Biomarkers useful for assessing inflammatory disease or flare activity, in particular in juvenile idiopathic arthritis, are provided, along with kits for measuring expression of the biomarkers. The invention also provides predictive models, based on the biomarkers, as well as computer systems, and software embodiments of the models for scoring and optionally classifying samples.