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Quite a lot of studies are done by researchers as part of their Masters or PhD. They do not apply to the Feds for funding although they may get some funding from the University or organization they are studying at.
Federal Funding for grants have become more scarce and to get funding there are specific calls an Governmental Agency will put out, like DOE, NIH or DOD. By far the biggest player is the DOD. In many of the grants, if you are lucky enough to get a Phase I grant, you must put forth not only a tech report that sums up your study and shows that you have a proof of concept, but you must complete a Commercialization Plan to demonstrate that you have the ability to move forward with developing a product from the basic research you have done.
I didn;t want to fork over the $28 to access this above mentioned study itself, but looked at its references: One for example, 'Marination Method and Honey Level Affect Physical and Sensory Characteristics of Roasted Chicken' by I. B. Hashim†, K. H. McWatters, Y.-C. Hung was a Master's Thesis write up and the person thanked several entities for their contributions (ie, this is how the study was funded): We thank Gold Kist, Inc. (Atlanta, GA) for providing the chicken; A. C. Legg, Inc. (Birmingham, AL) for providing the marinades; the National Honey Board for funding the project... In looking up the National Honey Board, it says that it is under USDA oversight and that the Board’s work is funded by an assessment of one cent per pound on domestic and imported honey, and is designed to lift the awareness and use of honey by consumers, the foodservice industry and food manufacturers.
SO I guess you and I did pay for some of this study...but only if you buy honey and it was a really tiny amount of money. Not the Feds in the way you are thinking.