They’re all just conventions based on how the industry evolved. They can (mostly) all be directly correlated back to pascals. You’re probably accustomed to the concept of the notation of mass-force, even if you aren’t consciously aware of it: kg or lb being used as a unit of force, despite being defined as a unit of mass. This is just another convention which makes it easier to understand the situation at hand.
Though some units incorporate correction factors intrinsically in non-obvious ways. Specifically column heights – if they’re uncorrected (not referencing a standard temperature, e.g. 20 C), they can float as a result of temperature at the point of measurement, which can be useful in certain HVAC and weather applications.
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