Matthias Birkicht

Beyond the Black Box: From Open Hardware to Open Validation in Analytical Science

Open scientific hardware has lowered barriers to the construction, adaptation, and local deployment of analytical instruments. Yet openness of the instrument alone does not make the resulting analytical evidence reproducible or independently assessable. Calibration models, raw da...

Beyond the Black Box: From Open Hardware to Open Validation in Analytical Science

Open scientific hardware has lowered barriers to the construction, adaptation, and local deployment of analytical instruments. Yet openness of the instrument alone does not make the resulting analytical evidence reproducible or independently assessable. Calibration models, raw da...