Molecular emissions are tools for diagnosing the nature of the emitting regions.
The interpretation of these emissions has become an essential key for
understanding star-formation, the ISM, starburst and AGN activity,
galaxy evolution, and cosmology. This talk will consider the interpretation
of the signatures of thermal molecular line emissions and non-thermal
maser emissions and what these mean for the emitting regions.