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By the same token, open benchmarking provides a check against costs falling too low.
First developed by Xerox in 1979, benchmarking provides measurement and comparison to improve processes and achieve higher performance.
Benchmarking provides the basic external validation that you are doing OK.
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When first introduced, HRGs were used for benchmarking, providing the basis for comparative performance assessment and commissioning.
The methods and collection of data sets that we used in our benchmarking provide an initial step towards establishing such guidelines and a list of test problems.
In real-life clinical practice, routine laboratory measurements could be used for benchmarking, provided the laboratories performing the analyses have suitable accredited quality assurance programmes, e.g. for HbA1c measurement [ 36].
The cooling, radially spreading benchmark provides a test of combined axisymmetric flow and thermal effects.
Such a benchmark provides what is known as a skill score.
The "benchmark" provides no information about financial returns but describes in detail different dimensions and measures of impact performance.
For the bioactivity datasets employed for PCM modeling (which takes both ligand-side and protein-side descriptors into account) this benchmark provides an answer to two different questions.
Impact assessment and measurement is a complex task and it would be unreasonable to expect that such a novel benchmark provides a fully comprehensive aggregate for the impact generated by all the funds involved.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com