Abstract: An optimized testing method is used to determine minimum inhibitory concentration (MIC) of a particular antimicrobic for use on a sample. This may include iteratively imaging wells inoculated with the sample and containing various concentrations of the antimicrobic. The images are thereafter processed to identify MIC based on sequences in information provided as input to a machine learning model.

Abstract: Automated biological testing systems may advantageously allow users to perform some maintenance or upkeep of the system, such as replacing or refilling reagent, or replacing gaskets, hoses, filters, and other components. A manifold seal and filtration system including a gasket, retaining ring, and filter is usable with a manifold of such a system to transport reagent from a bottle to the testing system. The gasket includes features to prevent leakage and erroneous installation, and may be replaced by a user during normal maintenance or to select a gasket material to accommodate a particular type of reagent. The retention ring and filter include features to prevent particulate from passing into the testing system when reagent bottles are changed, and to prevent accidental displacement during removal of the gasket, or flushing of the manifold to clean the filter.