Taiwan is a excellent practice in fusion of constitutions. In any case, the Academia Sinica has a dedicated team that calibrates the crowdsourced data. All the research they do is exactly the calibration that you just mentioned. They basically work with the public sector. We also set up Airbox-compatible sensors throughout Taiwan to serve as a government contribution to their community effort.